🤖 Trending AI Subreddits - June 18, 2026

r/ClaudeCode (5 posts)

New Claude Code update is crazy (535 pts)

Comments: 37 | View on Reddit

Top Comments:

[36 pts] you mean "Bureaucrancing..." or "Lobbygating..." per chance? 😺

[22 pts] is this real? haven't seen it yet 🤣🤣🤣

[13 pts] Fucking shit reddit why y notify me about this shit

Anthropic is preparing for a new model release (444 pts)

Comments: 154 | View on Reddit

How do I know? Because Claude is dumb AF today. I feel like an old man with arthritic knees that can predict the rain. Every time they're gearing up for a new model release, Claude gets lobotomized. If you're trying to build a business that has workflows that rely on these services, it's a massive entry for your SOC-2 risk assessment that it's virtually impossible to expect a baseline consistency from your model selection. Not only are the platforms themselves deeply unreliable from an avai...

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[141 pts] Anthropic is going to make a new model, then reset weekly 5 hours before my weekly reset.

[390 pts] I literally just saw a thread in this sub where people were singing Opus' praises and claiming it was a return to proper form today. I'm convinced nobody here has any real sense of AI quality and just makes snap judgments based on the task they happen to be attempting that day.

[27 pts] u/duerra Sounds like you are right Also now happens API Error: Server is temporarily limiting requests (not your usage limit) · Rate limited Lets see later [https://marginlab.ai/trackers/claude-code/](https://marginlab.ai/trackers/claude-code/) to confirm your feeling But I agree the last three times it always got dumb before the next model (I wonder why)

Anthropic confident of re-enabling Mythos, Fable 5 access 'in coming days': Executive (438 pts)

Comments: 77 | View on Reddit

Top Comments:

[51 pts] so blow your opus weekly cap now, mid-week reset incoming?

[119 pts] well after 22nd it's api based access only right :)

[9 pts] also once it's coming back it will have even more strict usage policies probably just to make the don happy. it was already ridicolous in first place, not wanting to talk about black holes because afreaid i would blow up the entire universe (true story)

Is Opus 4.8 suddenly silently routing through a Fable-equivalent? (336 pts)

Comments: 127 | View on Reddit

During the past 3 days, Opus 4.8 has started to feel noticeably smarter. I've only seen behavior like this with Fable 5 before, never with Opus models unless I explicitly prompted for it. For example, it suggested: "Rather than author a fragile new test that conflicts with the fixture’s transaction model and that I can’t reliably verify, I’ll spin up a throwaway pg18 instance on port 5899 and run the existing integration suite to confirm my changes don’t introduce regressions. (This is a separ...

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[196 pts] One thread has multiple witnesses talking about opus doing some crazy stupid shit at grade of gpt 3.5, and others saying it's suddenly fable-grade. I guess, a normal distribution.

[410 pts] Unlikely. It's more likely that opus4.8 is not a bad model.

[25 pts] I highly doubt it. Sure, sometimes Opus does stupid shit, but people seem to underestimate the model's capabilities. Why would Anthropic route requests to their more expensive model while it's banned? Seems unnecessarily costly and risky to me.

Missing Fable 5 so much (302 pts)

Comments: 3 | View on Reddit

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[8 pts] Worse than seeing my Ex pop up on IG… the only comfort I have is knowing that no one else is getting access while I’ve been cutoff 😅😭

[3 pts] i keep typing /model fable and getting rejected. high school all over again

[2 pts] I also miss burning half my $200 max subscription 5 hour window on a trivial prompt

r/vibecoding (5 posts)

I made Pokémon Go, but for cats you meet in real life (353 pts)

Comments: 57 | View on Reddit

I made an app where you collect real cats as little collectibles I always liked games where you slowly fill out a collection. Stuff like Animal Crossing, old sticker books, creature collecting games, that kind of thing. At some point I thought it would be fun to make that feeling work with real cats you meet in everyday life. So I built CatchCat. The idea is pretty simple: • You see a cat in real life • You open the camera and take a picture • The app checks if there is actually a cat ...

Top Comments:

[30 pts] thts so cool bro, loved the idea

[16 pts] Dog version when? 🤞😍

[12 pts] Mmhmm. I never played Pokemon Go, but I'm not about to train your military targeting system to identify cats.

Day 23 of building GTA 6 using 100% claude (205 pts)

Comments: 62 | View on Reddit

Building a GTA online clone in voxel style where the world never sleeps and all the NPCs are AI agents. Everything is built by players using prompts. Prompt your own car. Prompt your own building. Prompt your own weapon. I know in 2026 most people already gave up on huge online worlds but I'm naive enough to keep working on it. Having too much fun with this. Using claude code and codex for development. Generations are done with OpenAI, groq api. link: [https://flair-3d.fly.dev/](https://flair...

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[42 pts] ![gif](giphy|111ebonMs90YLu)

[5 pts] Where can play this? 👀

[3 pts] there is some bug man. After respawning the character is not showing

Just had a realization as a software developer. The ol' cringe when someone tells you they have an app idea. (133 pts)

Comments: 72 | View on Reddit

__Edit: lol guys, I am not gatekeeping. I am telling you to push through and keep going when you hit a wall.__ Many years ago, way before LLMs, when people learned I was a software developer, they would often perk up and say, "Oh cool, I have an idea for a great app,"  And almost always I would cringe when they explained it in hopes I would build it for them. Mostly because how naive they sounded, thinking they have it all figure out in their head, while knowing how many hours and ho...

Top Comments:

[37 pts] In a way, AI is kind of nice because they can pay to fail all on their own.

[7 pts] First the average bigs, auth and security issues, the crashing, will get solved. Then AI will learn or good principles to design clean stable architecture that makes sense for a given product. Finally, the hardest step will be that of design, domain expertise, knowing what to make and what makes it have great retention. Taste. We are gradually moving from a world of builders to a world of conceivers. Not quite sure what comes after, though.

[5 pts] I feel seen

I vibe-coded a full Steam game in 8 months (demo live): here's the honest breakdown incl. costs, tools, working hours, and why I still couldn't just completely "prompt" my way to a game (90 pts)

Comments: 16 | View on Reddit

https://reddit.com/link/1u9g7ym/video/nqq3a0lhg38h1/player TL;DR up front, because this got long: Over the last 8 months I vibecoded Pixel Darts: From Pub to Glory, a 90s-arcade-style darts game with a heavy AI-assisted workflow. The Steam demo went live today, and the full release is about a month out. **Stack: Phaser 3 as engine, Claude Opus 4.5+ (currently Opus 4.8) as frontend dev, GPT 5.1/5.2+ (now GPT 5.5 & Opus 4.8) as backend dev, ElevenLabs for SFX, Suno for music, Aseprite for pixe...

Top Comments:

[8 pts] Looks pretty good, congrats on making your vision happen.

[13 pts] I added the game to my wishlist and I will buy it when it becomes available. No, I am not interested in darts. I just want to contribute to the scene and reward someone's passion. And, as someone who is building a game, as well, I want to help this small and pretty oppressed community.

[2 pts] Good luck, sounds like you put tons of effort into this project and I liked your honesty explaining the process.

is this enough chat? (57 pts)

Comments: 25 | View on Reddit

kinda confused maybe I need le chaton fat

Top Comments:

[17 pts] And also Copilot, so you have one more trash AI

[5 pts] Where is glm

[3 pts] openCode is missing

r/ChatGPTCoding (0 posts)

No top posts found for the past day.

r/Cursor (5 posts)

Been using Cursor for 6 months, and honestly, Anthropic feels like pure hype to me. Am I doing something wrong? (53 pts)

Comments: 90 | View on Reddit

Hey everyone, Just wanted to share my experience and maybe get some perspective. I’ve been using Cursor for about 6 months now, and for the last few months, I’ve been absolutely loving Composer 2.5. For $20/month, the price-to-performance ratio is insane. It honestly feels like a free LLM with how much value it gets you. Here is my current setup: **- Composer 2.5** for everyday coding and simple stuff. **- GPT-5.4** for more complex tasks (also very cheap). **- GPT-5.5** specifically fo...

Top Comments:

[62 pts] I disagree that Anthropic models are worse. They’re the best ones out there. However even on 2x Ultra plans I use Composer 2.5 for the majority of my workload. It’s fast and manages most of what I ask it. I mainly just use Opus for planning and any complex tasks. I will say I don’t get the hype around Claude Code, it feels incredibly slow compared to using the same models via Cursor.

[10 pts] This is a weird statement, as not only is Opus considered a very good model, but it is often considered to perform best under Cursor than in Claude Code due to the Cursor harness being best engineered. Maybe you are experiencing degradation? This is a thing that comes and goes with all providers, and there's still no proper explanation for that, and the only thing you can do if this rings any bells is to use a different model for the moment. There are always speculations that the provider is A/B testing quantized models to serve it cheaper, that the degradation is intentional to hype a newer model or whatever.

[9 pts] True. Composer is more than enough for 90% of what I'm doing. Its super fast too.

How good is the Ultra plan compared to Codex 20x or Claude Max? (4 pts)

Comments: 5 | View on Reddit

I'm thinking about getting cursor because i really enjoyed the usability of it and using the plataform but i'm worried that i will not get a generous usage of SOTA models even on Ultra plan, is it worth it to buy if i plan to use models like GPT 5.5 & Opus 4.8? Let me know your experiences with usage limits and stuff.

Top Comments:

[2 pts] I've got Ultra. Plan and review with SOTA models, execution with Composer. Practically, it feels like I've got unlimited usage. That said, I run an online fitness coaching business so I'm not 9-5ing code like some here might be. But I am working in my codebases for several hours a day, 6-7 days a week.

[1 pts] I will say GPT has been one of the worse for me. I will stick to Composer and Claude.

[1 pts] For most people it will be unlimited usage, especially if you are a professional engineer. I cannot saturate my Max 5x plan doing 9-5, so I imagine you won't run into any issues with ultra.

Is cursor worth it (5 pts)

Comments: 17 | View on Reddit

So we have quite a few competing ai comapnys; Claude, chat, cursor, deep seek, Gemini etc Right now I’m a user of both Claude and ChatGPT, I’m seeing a lot of ads for cursor right now and it’s starting to get my intrigued. I’m seeing that the composer 2.5 is pretty damn good on the benchmarks. I know this is a cursory chat, so let’s keep opinions as unbiased as possible. But what do you all think, worth moving over/ trying it out?

Top Comments:

[15 pts] With the cursor and their auto mode, you can get so much work done just from the $20 subscription. It works well.

[3 pts] Composer 2.5 is good. 3 should be even better. I like it a lot, but try it out and see if it fits your needs.

[3 pts] I like composer a lot because it's really fast, although gpt 5.5 is definitely smarter and requires less babysitting.

Is the new Cursor Composer actually holding up for multi file builds or am I just in a honeymoon phase? (4 pts)

Comments: 3 | View on Reddit

I am an AI Product Designer based in Bangalore. I run a creative agency called Ridzeal where we build apps, websites, and handle automation systems. In my work, my biggest roadblock is what I call the Translation Tax. It is that frustrating gap where design details, tiny interactions, and visual polish get completely lost when a concept moves from a canvas into production code. Because of this, I have been trying to learn vibe coding lately. I like experimenting with different AI tools to ...

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[2 pts] My org uses cursor with a 700k line codebase regularly, but we're moving off of it because there's plenty of way cheaper AI models (Qwen3.6 35b-a3b for example, or deepseek v4 flash) that we've found we can get similar results out of, due to the stringent rules we've developed to help with context for managing our codebase, as well as rigorous unit / integration tests. Cursor was WAY better before the new Composer 2.5 model came out. Composer 2, before they retired it, was amazing.

[1 pts] Yes

Cursor MCP via HTTP Streamable (oAuth) server not working anymore (2 pts)

Comments: 3 | View on Reddit

**What’s happening?** Remote MCP servers via HTTP Streaming (oAuth) that worked until now no longer work. These same servers connect fine with other MCP clients like Codex or Claude. **How can we reproduce it?** Add a remote MCP server and try logging in. **What did you expect to happen instead?** After authenticating it should not show errors. These are the logs on Cursor: 2026-06-18 19:44:44.228 [info] [Shared MCP process] Detected session termination, re-initializing connection bef...

Top Comments:

[1 pts] Thanks for reporting an issue. For better visibility and developer follow-up, we recommend using our community [Bug Report Template](https://www.reddit.com/r/cursor/comments/1lbkxyq/how_to_report_bugs_effectively_template_and_tips/). It helps others understand and reproduce the issue more effectively. Posts that follow the structure are easier to track and more likely to get helpful responses. *I am a bot, and this action was performed automatically. Please [contact the moderators of this subreddit](/message/compose/?to=/r/cursor) if you have any questions or concerns.*

[1 pts] Have you tried copying this and feeding into cursor and asking whatever LLM you're talking to if it has any ideas? I guess you want someone to do that part for you, I'll help. Based on the log output (`Tombstoning streamable HTTP transport after 5 consecutive session HTTP 404 responses`), Cursor is repeatedly trying to hit a stale or incorrect SSE session endpoint on the remote MCP server, getting 404s, and completely killing the connection. This is a known issue tied to how Cursor caches OAuth session tokens and handles expired connections. Here are the steps to fix it: # 1. Clear Cached MCP Tokens Cursor often fails to auto-refresh expired tokens, continually presenting an old session ID that returns a 404. * Open the Command Palette (`Cmd+Shift+P` on Mac or `Ctrl+Shift+P` on Windows/Linux). * Run: `Cursor: Clear All MCP Tokens`. * Go to **Settings > Features > MCP**, manually toggle the server off, and toggle it back on to force a clean re-authentication flow. # 2. Verify OAuth Server Well-Known Endpoints Recent Cursor updates aggressively probe standard discovery endpoints. If the remote MCP server returns a generic HTML 404 page instead of a proper JSON or 401 response for unauthenticated endpoints, Cursor's internal client fails to open the SSE stream. * Ensure the remote server handles requests to `/.well-known/oauth-authorization-server` or `/.well-known/oauth-protected-resource` by returning a `401 Unauthorized` (or correct JSON metadata) rather than a raw HTML 404. # 3. Check for Reverse Proxy/Nginx Buffering If the server is hosted behind Nginx, Cloudflare, or an ingress controller, the 404 or stream drop can happen if response buffering is active. Ensure the proxy headers include: * `X-Accel-Buffering: no` * `Cache-Control: no-cache`

r/Cline (4 posts)

Why does Cline burn through tokens? (9 pts)

Comments: 5 | View on Reddit

I am just getting into the coding agents and stuff. And I heard really good things about Cline, so I decided to give it a try. I made a .clinerules to make it that it only gets context through files I give it plus an [App.md](http://App.md) & [Changelog.md](http://Changelog.md), which I thought was enough. I also de-activated codebase indexing, and I never activated auto-approve. I decided to let it work on a change for my index.html, it was 2000 lines of code at most (it was a single HTML proje...

Top Comments:

[2 pts] I'm on VSCode btw

[1 pts] The tokens are not chargeable. Secondly the clinerules, open files must be big. To keep token count low, you can divide clinerules file, close opened files.

[1 pts] Why a single html file?

Deepseek API + Cline (How to set max thinking?) (3 pts)

Comments: 1 | View on Reddit

Just can't seem to find the place to set max thinking for v4 pro or flash. Any help would be appreciated.

Top Comments:

[1 pts] using VSCode plugin Cline, I had to set this twice, make sure you're in the chat and pick the V4 Pro, I think there isnt any 'effort' mode in Cline, only v4 Pro or v4 Flash, both with Plan and Act mode.

A curated list of free AI models, APIs, and tools you can use without paying a cent. (2 pts)

Comments: 0 | View on Reddit

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No comments.

Best LLMs for planning/act loop (1 pts)

Comments: 0 | View on Reddit

What models are you guys using right now for maximum efficiency between planning and executing tasks? I’ve used Gemini flash, Deepseek, and Sonnet heavily the last year. I haven’t tested the new models, so I feel like I might be missing out on something. I try to balance cost/efficacy, but I will pull out the big guns when needed. Interested in hearing others daily drivers and results.

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No comments.

r/VibeCodeDevs (5 posts)

I want to try your app (42 pts)

Comments: 182 | View on Reddit

I'll be honest, I usually ignore posts where someone is advertising their app (which is ironic considering I've also advertised my app on Reddit). But lately I've been clicking on every single one people have been posting and all y'all have been really cooking.  Having said that, drop your app in the comments. I want to try it. I'm thinking of starting a YouTube series trying out different apps so now's the time to get your exposure!

Top Comments:

[1 pts] Hey u/jeebus87, thanks for posting in r/VibeCodeDevs! Join our Discord: https://discord.gg/KAmAR8RkbM Got startup or SaaS questions? Post them on r/AskFounder and get answers from real founders. • This community is designed to be open and creator‑friendly, with minimal restrictions on promotion and self‑promotion as long as you add value and don’t spam. • Please follow the subreddit rules so we can keep things as relaxed and free as possible for everyone. • Please make sure you’ve read the subreddit rules in the sidebar before posting or commenting. • For better feedback, include your tech stack, experience level, and what kind of help or feedback you’re looking for. • Be respectful, constructive, and helpful to other members. If your post was removed (either automatically or by a mod) and you believe it was a mistake, please contact the mod team. We will review it and, when appropriate, approve it within 24 hours. *I am a bot, and this action was performed automatically. Please [contact the moderators of this subreddit](/message/compose/?to=/r/VibeCodeDevs) if you have any questions or concerns.*

[8 pts] A YouTube channel about the top X vibe coded apps of the week or something like that would actually be a pretty cool idea. +1

[3 pts] [https://phantomcart.app/](https://phantomcart.app/) It’s a parody doordash where you build a cart and checkout, but you get charged $0.00 and no food ever comes. I built it to trick my monkey brain into stopping my impulse-spending on delivery lol Turns out pretending to buy food is almost as satisfying as actually buying it.

Anthropic has been sued for allegedly misleading customers on usage limits. (14 pts)

Comments: 5 | View on Reddit

A proposed class-action lawsuit was filed today in the U.S. District Court for the Northern District of California against Anthropic, alleging the company misled customers about the usage allowances on its premium Claude subscription plans.Key details of the complaint: * Plaintiff Karl Kahn (Washington, D.C.) upgraded to the Max 20x plan ($200/month) for intensive coding work. * The lawsuit claims the Max 5x ($100/month) and Max 20x plans were marketed as providing 5x and 20x the usage of the s...

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[1 pts] Hey u/Complete-Sea6655, thanks for posting in r/VibeCodeDevs! Join our Discord: https://discord.gg/KAmAR8RkbM Got startup or SaaS questions? Post them on r/AskFounder and get answers from real founders. • This community is designed to be open and creator‑friendly, with minimal restrictions on promotion and self‑promotion as long as you add value and don’t spam. • Please follow the subreddit rules so we can keep things as relaxed and free as possible for everyone. • Please make sure you’ve read the subreddit rules in the sidebar before posting or commenting. • For better feedback, include your tech stack, experience level, and what kind of help or feedback you’re looking for. • Be respectful, constructive, and helpful to other members. If your post was removed (either automatically or by a mod) and you believe it was a mistake, please contact the mod team. We will review it and, when appropriate, approve it within 24 hours. *I am a bot, and this action was performed automatically. Please [contact the moderators of this subreddit](/message/compose/?to=/r/VibeCodeDevs) if you have any questions or concerns.*

[1 pts] Khan proved that you can prompt and force a single sentence to use 100m tokens... Only in California, this is why we can't have nice things.

[1 pts] This lawsuit was bound to happen. The core issue with the Claude subscription tiers is that '20x usage' doesn't translate to 20x more messages when you're feeding it a large codebase. Because the entire chat history is resent with every single prompt, long sessions consume tokens exponentially. Marketing it as a flat multiplier without a visible token budget is textbook misleading advertising for developers.

Made a coin jar website that turns work time into visible money (should I keep building it?) (2 pts)

Comments: 4 | View on Reddit

Work feels bad partly because the suffering is real-time, but the money only shows up once a month. So I made a timer that converts every minute I work into coins and slowly fills a little jar. There’s also a complaint button and a few small stress-relief features. Right now it’s still more of a fun prototype than a proper app. I can’t tell if the idea is actually useful or just entertaining for five minutes. Would you actually use something like this?

Top Comments:

[1 pts] Hey u/Honest_Substance_501, thanks for posting in r/VibeCodeDevs! Join our Discord: https://discord.gg/KAmAR8RkbM Got startup or SaaS questions? Post them on r/AskFounder and get answers from real founders. • This community is designed to be open and creator‑friendly, with minimal restrictions on promotion and self‑promotion as long as you add value and don’t spam. • Please follow the subreddit rules so we can keep things as relaxed and free as possible for everyone. • Please make sure you’ve read the subreddit rules in the sidebar before posting or commenting. • For better feedback, include your tech stack, experience level, and what kind of help or feedback you’re looking for. • Be respectful, constructive, and helpful to other members. If your post was removed (either automatically or by a mod) and you believe it was a mistake, please contact the mod team. We will review it and, when appropriate, approve it within 24 hours. *I am a bot, and this action was performed automatically. Please [contact the moderators of this subreddit](/message/compose/?to=/r/VibeCodeDevs) if you have any questions or concerns.*

[1 pts] Now do a comparison to what your boss is making and make the whole suicidal app complete…

[1 pts] This is awesome, please keep building it! Seeing the money pile up in real-time is such a great mental hack. Honestly, if you want to take this past the prototype stage and launch it as a proper app without getting bogged down in coding everything from scratch, you should check out **8080.ai**. It actually lets you ship a fully functioning application instead of just a basic demo. I'd totally use this!

IA de manera local (3 pts)

Comments: 1 | View on Reddit

¡Hola a todos! Soy relativamente nuevo... Normalmente uso Chat GPT, pero ahora probé Antigravity... Lo usé durante unas horas y bueno... pasó esto: "Cuota base del modelo alcanzada. La cuota base de tu plan se actualizará el 24/6/2026 a las 3:30:49. Para seguir usando este modelo ahora, habilita el exceso de créditos de IA." ¡Siete días es muchísimo! Normalmente uso GPT para programación web y para crear imágenes de ideas/referencias para usar en diseño 3D... ¿Existe alguna IA mejor y local...

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[1 pts] Hey u/Pela_bsas, thanks for posting in r/VibeCodeDevs! Join our Discord: https://discord.gg/KAmAR8RkbM Got startup or SaaS questions? Post them on r/AskFounder and get answers from real founders. • This community is designed to be open and creator‑friendly, with minimal restrictions on promotion and self‑promotion as long as you add value and don’t spam. • Please follow the subreddit rules so we can keep things as relaxed and free as possible for everyone. • Please make sure you’ve read the subreddit rules in the sidebar before posting or commenting. • For better feedback, include your tech stack, experience level, and what kind of help or feedback you’re looking for. • Be respectful, constructive, and helpful to other members. If your post was removed (either automatically or by a mod) and you believe it was a mistake, please contact the mod team. We will review it and, when appropriate, approve it within 24 hours. *I am a bot, and this action was performed automatically. Please [contact the moderators of this subreddit](/message/compose/?to=/r/VibeCodeDevs) if you have any questions or concerns.*

Godot 4 NPC simulation LIVE TOMORROW!!! (2 pts)

Comments: 1 | View on Reddit

Yep I'm going live tomorrow!! I need play testers. It will be in HTML 5 . But Godot can export to all once I finish the game . I didn't show the battle tower or the 9v9 card battle system I don't think. Made a couple of videos today lol .

Top Comments:

[1 pts] Hey u/pianoboy777, thanks for posting in r/VibeCodeDevs! Join our Discord: https://discord.gg/KAmAR8RkbM Got startup or SaaS questions? Post them on r/AskFounder and get answers from real founders. • This community is designed to be open and creator‑friendly, with minimal restrictions on promotion and self‑promotion as long as you add value and don’t spam. • Please follow the subreddit rules so we can keep things as relaxed and free as possible for everyone. • Please make sure you’ve read the subreddit rules in the sidebar before posting or commenting. • For better feedback, include your tech stack, experience level, and what kind of help or feedback you’re looking for. • Be respectful, constructive, and helpful to other members. If your post was removed (either automatically or by a mod) and you believe it was a mistake, please contact the mod team. We will review it and, when appropriate, approve it within 24 hours. *I am a bot, and this action was performed automatically. Please [contact the moderators of this subreddit](/message/compose/?to=/r/VibeCodeDevs) if you have any questions or concerns.*

r/OnlyAIcoding (5 posts)

Which AI platform is best for coding (5 pts)

Comments: 8 | View on Reddit

I am doing a project with esp 32 and I wonder which AI is best for the coding.

Top Comments:

[3 pts] codex & claude code

[2 pts] Kiro. Thank me later

[1 pts] mostly codex

I built a free, open-source control + audit layer for AI coding agents (solo, while doing my MS) (2 pts)

Comments: 0 | View on Reddit

My team kept adding AI coding agents — Claude Code, Cursor, Codex, Copilot — to the same repos, and I realized there was no consistent way to set rules across all of them or to see what they actually changed in a PR. Each agent has its own rule format, and once a commit lands you can't easily answer: who approved this, what rules did it follow, did it touch secrets, did it skip tests? So I built Aegisure. Two parts, both free during beta: \- An open-source CLI (pip install aegisure): write...

Top Comments:

No comments.

Claude Code CLI Tutorial: Build Custom Skills in Minutes | AI Coding Age... (1 pts)

Comments: 0 | View on Reddit

Learn how to create and use custom Skills in Claude Code CLI to automate repetitive development tasks and boost your productivity.

Top Comments:

No comments.

Tired of losing project context when switching between LLMs for coding vs graphic assets? (1 pts)

Comments: 0 | View on Reddit

The biggest bottleneck when using AI for software development is data isolation. You instruct a model on an API schema or a specific visual layout, but the moment you switch from your code editor to a graphic design workspace or a documentation tab, you have to re-explain the entire project parameters from scratch. I built **Zelvaron** ([https://zelvaron.io](https://zelvaron.io)) to solve this by creating an integrated **AI Web OS** where the development and creative tools exist on the exact sa...

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No comments.

Best AI tool for creating a simple app for Microsoft Store? (1 pts)

Comments: 0 | View on Reddit

Hey, this is for work and my company does not want to invest in or pay for someone to build this as a website fyi. They will pay for a subscription for an ai agent though. We already have access to ChatGPT, copilot, and lovable. I need to build a simple app that can be used to check materials in and out (and keep track of who has things checked out) via scanning a barcode. Each material that can be checked out has a barcode for this purpose. Does anyone know the best AI for this? I’ve used ...

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No comments.

r/AI_Agents (5 posts)

Sold a $700 app to a coffee shop. I didn't write it, Claude did. (73 pts)

Comments: 52 | View on Reddit

I wanted to make some fast cash a few weeks ago. I'm a web dev with a decent amount of experience, so I figured I'd build something small for a local business and sell it. The catch: I didn't write most of it. Claude Code did. I described the idea and it produced a working SvelteKit demo in about 40 minutes. I deployed it to my own server and gave each coffee shop its own subdomain, and the demo loaded with their logo and name already on it. Then I walked into three shops near my apartment with...

Top Comments:

[33 pts] I'm curious how you handle support? I'd lose my mind if I had 20+ small business owners pestering me about the app failing when it's actually them forgetting the wifi password.

[17 pts] Great for you but I think you are underestimating the value of your web dev experience here. This is what AI does best at the moment, allowing people with domain expertise to scale up much faster.

[5 pts] Love this example. you can even spit this further and build 100 of apps/websites automatically and send scrap google maps /equivalents and do cold outreach

If AI Is Replacing Entry-Level Jobs, Who Will Become the Next Generation of Experienced Workers? (38 pts)

Comments: 48 | View on Reddit

With AI increasingly handling tasks that were traditionally done by junior employees, how will companies develop future senior talent? If fewer entry-level positions exist today, could we face a shortage of experienced professionals in the coming years? Are organizations thinking long-term about this potential talent pipeline problem, or is a resource crunch inevitable?

Top Comments:

[33 pts] Good question. But the board asked for AI and the market needs to see higher profits this quarter, so we will worry about it later

[13 pts] That's a five years from now problem bud! But yeah, this is a classic lost cohort problem and will be a thing because very few care to do long term planning right now. This isn't even considering how the groups of students who use AI to cheat through courses or developers who allow themselves to become de-skilled by over reliance on AI will also affect the market.

[6 pts] https://preview.redd.it/7mupv209cy7h1.jpeg?width=640&format=pjpg&auto=webp&s=cefbe2c6b91afd05c456d41a9961205f57c71b66

How do you use AI for self and work/business? (20 pts)

Comments: 42 | View on Reddit

How do you use AI or AI agents for self and work/business? I feel AI is a bubble. Without doubt, AI is impressive but I feel AI and AI agent’s’ ability to change our world have been exaggerated. Hence, I ask this question to understand better how you folks are using AI and AI agents To kick off this discussion, let me share how I’m using AI and AI agents daily in my own life. 1. I use Claude code to help me vibe code some simple apps 2. I use Gemini’s scheduled actions to help me consolidate a...

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[3 pts] I completely understand since the AI hype does indeed exist mainly due to the efforts of generic services attempting to solve all problems and in the process making themselves seem more useful than they actually are. I think that In the corporate setting, the tipping point comes when one leaves generic chat behind and applies AI technology to the very specialised tasks of back-office logistics. For example, using a tool to analyze past customer chats and keyword usage, which is then capable of responding to new queries on a regular basis.

[2 pts] The bubble take is fair for the hype layer. The technology itself is real, the valuations and timelines people are projecting are probably not. For actual day to day I use it heavily for coding, mostly as a faster way to get a working first draft that I then pull apart and fix. It's cut the time I spend on boilerplate significantly. The parts that still need full attention are architecture decisions and anything where the requirements are ambiguous. Those you can't outsource. For business work the biggest genuine wins have been in the repetitive text-heavy stuff. Summarizing long documents before a meeting, drafting first versions of proposals, turning rough notes into structured writeups. Not glamorous but those tasks used to take real time. Where I've stopped using it anything where I actually need to think through a problem. It's too easy to get a confident-sounding answer that short-circuits your own reasoning. For real decisions I'd rather think first and use AI to pressure-test after. The agent stuff for personal productivity is still mostly early. The YouTube summary workflow you mentioned is a good example of what actually works narrow, repeatable, low stakes if it occasionally gets something wrong. Honest take: the gap between "impressive demo" and "saves me meaningful time every week" is still large for most use cases. But the cases where it genuinely helps are real, just more specific than the marketing suggests.

[2 pts] I would summarize the bubbliness of the AI hype as such : All the valuations of AI companies and hype were built on the promise that one day a company would buy an AI subscription or an Agent that hooks seemlessly into its IT infra and operate it like a human would with the same debth and effeciency but without the same pay and cost(handle tickets, respond to emails, write reports). I think the industry abandonned such aspiration as a universal intelligence (what they call AGI) that can replace anything with minimal training is not doable. Humans are more complex and productive and cost effecient than the tech industry thought. BUT AI will be part of the entreprise stack as any new invention, it will be the new erp, saas, management software, subscription. Companies will regularly buy AI powered software to speed up things and almost all of these systems will have a human in the loop component. There is 0% a finance company using LLMs without supervision can handle the regulatory burden and can avoid million dollar mistakes for example. AI is already hurting businesses that over relied on it like Klarna that saw their customer service experience degrade and rehired humans.

Are we being gaslit? (15 pts)

Comments: 26 | View on Reddit

Everywhere you look there’s AI, if you talk to any tech bro, AI has permeated every aspect of life. Companies are doing mass layoffs because AI is so efficient, CEOs can’t buy enough tokens. Headlines from every news outlet is saying AI has changed how businesses operate. I spoke to 30 regular people working in small to medium sized businesses from engineers to back office accountants. Most of them are only starting to use ChatGPT to draft a couple of emails here and there. I feel like the rea...

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[10 pts] Im a forward deployed engineer, used to be a solutions architect. My job has completely changed three times in the last three years. The hype is real and the advances are monumental. That said, most people use it to write emails. I do to, but I also do much more. Both viewpoints are real. Hop ok the bandwagon before it leaves you behind.

[4 pts] I dont think their has been any major impact yet. I havent faced it personally. Just the output and pace of the work has increased. Keep bringing in profits/results for your work and no one gives a shit

[7 pts] LLM technology has been massively overhyped and lot of people are outright lying about what it can actually do well. Tech really, really wants it to be this magic thing that lets them fire everyone and make tons of money. But it just hasn't so far. In fact the frontier labs don't seem to have any path to profitability and most AI projects fail. The layoffs that are happening are due to other reasons but corporate leaders have discovered the market will usually react positively if they cite AI as the reason.

How are people using AI agents to improve productivity while working remotely or traveling? (9 pts)

Comments: 10 | View on Reddit

I’ve been trying to understand how digital nomads are actually using AI agents in real-world workflows, beyond demos or general discussions about “AI productivity.” **The reason I’m asking is because I keep seeing a gap between:** * what AI agents are *supposed* to do (automation, planning, task handling, etc.) * and what people are actually using them for in day-to-day remote work **For context, I’m mostly curious about practical setups like:** * managing repetitive tasks while traveling * ...

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[3 pts] From actually building and using these things the honest answer is most "AI agents" people use day to day are still glorified assistants. They help, but a human is still driving every meaningful decision. The workflows where I've seen genuine time savings are narrow and repetitive. Things like: first-pass triage of inbound requests, summarizing long threads before a call, auto-drafting responses to common questions that a human then edits. Not sexy but that's where the actual hours go. The Notion/Slack integrations mostly disappoint in practice. The demo looks clean, the real usage is clunky because context gets lost between tools and the agent doesn't know enough about how you actually work to make good calls without hand-holding. Where it gets genuinely useful is when you stop trying to automate decisions and start automating the grunt work before and after decisions. Research aggregation, formatting outputs, converting messy notes into structured summaries that stuff compounds quietly over weeks. The time zone thing is interesting though. Async communication review is one place agents help more than people expect summarizing what happened while you were offline, flagging what actually needs your attention vs what resolved itself. That one's underrated. True autonomous agents handling real work end-to-end without supervision not there yet for most practical remote workflows. Still more copilot than autopilot.

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[1 pts] I do everything from my phone

r/hermesagent (5 posts)

My Hermes setup, roast me (106 pts)

Comments: 48 | View on Reddit

I've been running Hermes on an Apple Silicon Mac with a lot of RAM and thought I'd write up how it's structured, since the setup has grown into something fairly involved and there are some non-obvious pieces worth documenting for anyone trying to do the same. # What it's doing The project is a job-site management app: Next.js frontend, NestJS API, postgres, redis, pgbouncer, nginx with brotli. I'm building it solo and Hermes handles the bulk of the actual implementation. It files its own tasks...

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[6 pts] Holy smokes. You inspire me. Have been setting up Hermes and struggling what to use in the big world of “all possibilities”. This is an amazing core that you are providing which is very versatile. Unpopular question maybe, but could you let your Hermes write a MD how he is configured and how another Hermes can approach this? 😅

[4 pts] This is very helpful for someone like me, that is new looking at the mess of a config Hermes has and going WTF where do I even start. With the limited knowledge I have this has helped connect the dots on a few things.

[7 pts] Did you have Hermes write this Reddit post up? Huhh, gayyyy. /jk

OK so Hermes Agent just had the most insane six weeks I've ever seen from an open-source project (79 pts)

Comments: 42 | View on Reddit

I've been following Hermes Agent since the early days and I genuinely don't think I've ever seen a project move this fast. Six major versions in six weeks. Not six minor patches — six *major* releases, each one introducing something that would've been a year's worth of roadmap for most projects. It started with v0.11 at \~40K stars in late April, and by mid-June we're at 188K. The community built 90,000+ skills in 40 days. Think about that — 90,000 reusable agent behaviors, from smart home ...

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[30 pts] 90k skills doesn’t mean me feel warm and fuzzy. Without a way to vet skills, there is no way of knowing how many of those are malicious. A skill might do what you want but you have no idea if there are hidden prompts that are doing other things as well.

[75 pts] AI written post

[6 pts] Hermes is simply incredible, I really love what Nous is doing. It has so many convenient features out of the box and at the same time I don’t feel like a certain workflow is being shoved down my throat, it’s opinionated only in those things that make sense and any sane person would end up implementing anyways. It’s incredibly flexible and all my infra and programming knowledge is paying off, I can adapt it to my needs and vision almost effortlessly.

M5 Max MacBook Pro 128GB💪🏼 what should I run for my Openclaw/Hermes? (45 pts)

Comments: 40 | View on Reddit

Top Comments:

[26 pts] Qwen 3.6 35b is your answer. your machine can run much larger models, but they will be too slow. You probably have twice as much ram as you need, but you won’t have to worry about your agent interfering with other apps.

[7 pts] I daily drive qwen3.5-122b-a10b (5-bit) on mine. I've tried all the highly recommended models in the 14b-35b range and wasn't impressed. MacBooks are great for inference, but the heat output, fear of battery damage, etc., all remind you quickly that you will need more hardware to bathe in this hobby.

[7 pts] I’ve got the same arriving early July. I plan on putting Qwen 3.5 122B A10B on it and using it to play around and see what I could reliably have it do. I’ll still use GPT 5.5 xhigh through OpenAI OAuth for the big brain stuff

Mimo 2.5 is unbeatable match for hermes within its budget. (31 pts)

Comments: 29 | View on Reddit

Been using mimo 2.5 from opencode go and asper it's pricing it is just wow.. Never had any issues in tool calls, or anything. Once it made over 230+ tool calls and yes did fixed what it was supposed to at the end.

Top Comments:

[6 pts] This has been my choice as well

[6 pts] But DeepSeek V4 flash is too fast🤣

[5 pts] I agree. Whenever I try other budget models, I get disappointed and go back to MiMo V2.5.

Exploring token savings: LLM Wiki (upgraded) + RTK + Context-aware Auto-save + /new session (18 pts)

Comments: 6 | View on Reddit

Hello guys,  Been experimenting with cutting token usage on Hermes Agent (open-source, Claude Code/Codex-lite). Running DeepSeek V4 Flash — cheap model but context bloat still adds up.  What I stacked:  1. LLM Wiki (upgraded) Karpathy-style markdown wiki → ChromaDB vector search + ONNX MiniLM embeddings (all local, zero API) Knowledge graph (SQLite) for entity relationships & timeline queries Auto-backlinks, health monitoring, 6 agent profiles sharing one wiki A...

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[2 pts] Ever tried Opencode? I did not, however, i read about it here and there...

[2 pts] Deepseek swej v4 pro/flash i odczujesz różnice bez straty jakości.

[1 pts] [removed]

r/AiBuilders (5 posts)

Built an audience on X first, then the product. Month 1: $841 MRR, and here's the part nobody mentions (2 pts)

Comments: 0 | View on Reddit

Founder here. 78 days ago I started posting on X every day. No plan to build a tool. Shipped two other small things along the way, neither went anywhere. I was mostly just posting, replying, and figuring out how growth on X actually works. Want to be honest about what "every day" meant, because everyone skips this part. It started small. But it scaled to about 8 posts a day and 400 replies on other people's stuff. 4 to 6 hours, most days. It is a grind. But it compounded. 0 to 6.5k follow...

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No comments.

What makes you genuinely pay attention to a new product? (2 pts)

Comments: 0 | View on Reddit

I’ve been noticing how many new products launch every week, and I’m curious about this from a user perspective. When you come across a new tool, what actually makes you stop and take a closer look? Is it a clear demo, a specific use case, a founder story, a comparison with an existing workflow, a useful free resource, or seeing someone solve a real problem in public? I’m trying to understand what feels genuinely helpful versus what people usually ignore. What kind of product introduction has...

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No comments.

Why wait until the call is over? The paradigm shift from post-meeting summaries to real-time copilots. (1 pts)

Comments: 0 | View on Reddit

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No comments.

Building a self hosted analytics agent for business app with a twist (1 pts)

Comments: 0 | View on Reddit

I may be a little late to the AI party but decided to try out a build which I found interesting. I am a data engineer by trade and we are always building pipelines and views joining data from different sources. I found a few open source projects which can query data using SQL directly from apps without moving it. So I through it would be interesting to put a SQL agent in front and explore complex joins given enough semantics, and it worked. I built a quick UI to make it easy get started and buil...

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No comments.

we are down.... (1 pts)

Comments: 0 | View on Reddit

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No comments.

r/PromptProgramming (0 posts)

No top posts found for the past day.

r/LocalLLaMA (5 posts)

GLM's founder says GLM-fable before the end of the year?! (937 pts)

Comments: 290 | View on Reddit

Top Comments:

[310 pts] getting my i5 ready to some real agi

[210 pts] Damn , power move , but I am more of a prove it guy, if he pulls it off , hats off , I see no reason to stick to us models anymore.

[135 pts] [X.ai](http://X.ai) : Closed models (mainly), that all kinda suck. [Z.ai](http://Z.ai) : Open weights, top-3 frontier performance. Am I the only one who finds this kinda funny? And will we see a Y.ai?

I released Inflect-Nano, an ultra-extreme tiny 4.63m parameter TTS model. (821 pts)

Comments: 108 | View on Reddit

I’ve been experimenting with how small a usable neural TTS model can realistically get, and I just released **Inflect-Nano-v1**. Inflect-Nano is one of the smallest TTS models, and it performs surprisingly well for its model weight. Even if you have a certified potato computer, it can run on that. It is not SOTA, and I’m not pretending it beats large models. The interesting part is the size-to-functionality ratio: \- 4.63M total inference params \- 3.46M acoustic model \- 1.17M vocoder \- ...

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[1 pts] Your post is getting popular and we just featured it on our Discord! [Come check it out!](https://discord.gg/PgFhZ8cnWW) You've also been given a special flair for your contribution. We appreciate your post! *I am a bot and this action was performed automatically.*

[92 pts] Bravo - can you give me the ELI5 at how you built something like this? I'm out of practice, tech sales now, but my academic background is in MLE. It just amazes me that something with so few params can function. How'd you approach this? TTS architecture review papers, and then implemented some kind of hybrid approach? Would love a brain dump from you. Well done!

[63 pts] Bruh. There are ebooks larger than this.

My suitcase robot gets high now off a real gas sensor wired straight into the LLM sampler. Smoke raises temperature/top_p/top_k live, so his speech genuinely gets loopier and never repeats. (664 pts)

Comments: 93 | View on Reddit

Follow-up on Sparky, my offline suitcase robot I keep overdeveloping. He gets high now, and there's no scripted "stoned mode" anywhere in it. A real MQ-2 gas sensor sits in the case. Every 0.5s I read it against an adaptive clean-air baseline and turn a smoke hit into a 0 to 10 phase that climbs as you blow at him and decays on its own over minutes. The fun part is that phase rewires his sampler per token. Temperature 1.0 to \~1.6, top\_p 0.95 to 0.99, top\_k 64 to 120 as he climbs. His word c...

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[266 pts] Incredible use of free will.

[101 pts] Best AI project I've seen yet

Leaked financial docs show OpenAI is losing billions of dollars a year (481 pts)

Comments: 266 | View on Reddit

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[305 pts] Billions of dollar per year *so far*.

[128 pts] I think it was already in the news several times that these Tech Bros are burning through cash like there is no tomorrow (and maybe it IS the intent?), and in order to become profitable, the subscription costs should be 5-10 times higher. The business model holds on the assumption everyone uses their AI and pays whatever the cost is. This will be quite a hell of a pop.

GLM-5.2 inference is free on Hugging Face for the next 6 hours (346 pts)

Comments: 38 | View on Reddit

doc: [https://huggingface.co/docs/inference-providers/index](https://huggingface.co/docs/inference-providers/index) a cool prompt to try first: [https://huggingface.co/chat/r/aFATtCW?leafId=ed28d5b0-d99b-40be-ba8b-315b1f450e5a](https://huggingface.co/chat/r/aFATtCW?leafId=ed28d5b0-d99b-40be-ba8b-315b1f450e5a)

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[55 pts] Is this why the servers are so busy. It's basically unusable the last few days.

[70 pts] Drug dealer tactic.

[9 pts] i fucking love this play ahhahahah mad men - i wish it was easier to invest in them!!!

r/LocalLLM (5 posts)

got my local model to actually search the web before answering instead of just making stuff up (124 pts)

Comments: 44 | View on Reddit

local models are great until you ask them anything recent, then they just confidently make something up or tell you their knowledge cuts off well before whatever you asked about. i tried the lazy fix first, just telling it in the system prompt to search before it answers, and it ignored that maybe half the time and guessed anyway. so i ended up forcing it lower down at the tool\_choice level, where it literally cant reply until its run a couple web searches first, and thats the part that actual...

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[46 pts] Question for you. How did you ensure it didn't visit dangerous sites?

[9 pts] Can't wait to see what happens when we start hitting X402 destinations, and get charged. [https://aws.amazon.com/about-aws/whats-new/2026/06/aws-waf-ai-traffic-monetization/](https://aws.amazon.com/about-aws/whats-new/2026/06/aws-waf-ai-traffic-monetization/) > When an AI bot or agent requests a protected resource like an article, a data feed, or a licensed archive, AWS WAF returns a machine-readable HTTP 402 Payment Required response using the x402 open protocol for machine-to-machine payments. The response contains your prices to access the content, accepted payment methods, and license terms.

[17 pts] Wow, and it still answered incorrectly. Why the hell are you using qwen 3 anyways?

Open source is starting to beat frontier on cost/performance (108 pts)

Comments: 14 | View on Reddit

This chart is pretty wild. Open-source models are starting to win the intelligence-per-dollar game The green quadrant is the sweet spot: smart enough to matter, cheap enough to scale When you plot AI models by intelligence vs. cost to run, a lot of the closed-source models sit near the top But the interesting part is the upper-left quadrant: high intelligence, low cost is almost entirely open source Models like DeepSeek GLM Qwen Kimi MiniMax all show up in the “actually useful intell...

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[26 pts] Starting to? It's been years.

[13 pts] I can run the local model that is as good as the best one from a couple of years ago. "Frontier" models are not that fantastic. This is why Dario had to scare himself into a ban. Big AI companies are in a tough spot. Competition is not too far behind.

[6 pts] Those are just benchmakrs, I pay no attention to, I tried something with glm 5.2 to fix something soonet 4.6 made and altho sonnet is still trying to fix it,. At least it didn't break everything and made some stuff unusable.

At what point do AI subscriptions become more expensive than just running local? (43 pts)

Comments: 78 | View on Reddit

I keep seeing people stack subscriptions now. ChatGPT, Claude, Cursor, maybe API credits, maybe another coding agent on top. At some point I wonder where the line is where buying a decent local setup actually makes more sense. Obviously local is not free either. Hardware costs money, setup takes time, and frontier models are still better for a lot of tasks. But for daily coding, private docs, small agents, or boring repetitive work, the math starts to feel less obvious. Where is the breakpo...

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[21 pts] Is not exactly about cost but privacy and criticality. If your concern is only cost, spending +50k to have something like glm 5.2 at some reasonable (not decent) speed is never breaking even.

[22 pts] if you **need** frontier models, probably a 4-digit number/month. You cannot run a close-equivalent model at a reasonable speed / concurrency without spending roughly 100k. GLM 5.2 UD-Q4\_K\_XL is 467 GB., With context you're looking at 100k of invest. And that is outdated in 3 years.

[23 pts] As someone who doesn't care to pay for AI, most things that I do are done local because I already have the hardware. General knowledge questions are always going to Gemma 12B, not some infostealer9000. One of the few exceptions is coding because the Qwen 3.6 models are 1. too big for a reasonable token rate on my machine and 2. not yet smart or diverse enough to fulfill most tasks in my projects.

4x Arc B70 and custom XPUGraph, Qwen3.6-35B-A3B-BF16 @ >100tk/s (43 pts)

Comments: 31 | View on Reddit

Full disclosure: I am half neanderthal, and this is 98% the result of me verbally abusing Claude for five days straight. I am truly ashamed of some of the things I said. Also, /remote-control is amazing. Got vLLM running in graph mode on 4× Intel Arc Pro B70 (TP4), including a hand-rolled capture-safe all-reduce. \~102 tok/s decode on Qwen3.6-35B-A3B-BF16, up from \~18 in eager. https://preview.redd.it/kwuys9ptfz7h1.png?width=831&format=png&auto=webp&s=f77f477c1b8d3a9c00a634adfd11065f9913782...

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[48 pts] going from 18 to 102 tok/s just by verbally abusing Claude for five days is genuinely the most relatable engineering methodology i have ever seen documented

[12 pts] In case anyone was curious about the hardware: MC62-G40: $540 Threadripper Pro 3955WX:$320 128Gb DDR4-3200 8x16Gb): $340 AIO sWRX8 CPU Cooler: $200 EVGA Supernovae 1600 G+: $120 4x Arc B70 GPU: $4000 Total: $5520 So about ~$800 more than a spark

[8 pts] Picked up two b70s today and probably going to get two more. So far my testing I've been impressed. Perfectly timed post to work on my own recipes! (I'm mostly targeting qwen 27b. Localmaxxing has a great 4xb70 qwen3.6 27b at bf16 run! I'm chasing that bench haha)

DGX Spark, what models are you running? (22 pts)

Comments: 37 | View on Reddit

Just got a spark and all I see is Qwen 2.7 27B and Qwen 2.6 35b A3B and was using the 27B for Hermes agent and I'm not impressed by the end product when I ask it to code even when creating an extensive markdown for the task. What are you guys running model wise and what are your current use cases?

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[22 pts] Qwen is the best model available for that class its not impressive when compared to a frontier 1T model, sure - but it beats anything on its class.

[13 pts] Nemotron 3 super, so far its been great. I have had 4-6 hermes agents running simultaneously with decent context windows and at a reasonable speed. So far I've been very happy with how good nemotron is at following instructions and tool calls.

[5 pts] I'd recommend to check out spark arena. I am personally running qwen 3.6 35B A3B FP8 and it got the best benchmark scores from the models I tried, surpassing a qwen 3.5 122B A10B and being much faster with around 60 token/s. And: in also have it run with Hermes and it is not on par with any frontier API model if it comes to tool calling or instruction following. It's a great grunt worker but for orchestrator I still use cloud models.

r/LLMDevs (5 posts)

Unsloth: DiffusionGemma runs on 2000 tokens/second speed (14 pts)

Comments: 1 | View on Reddit

According to Unsloth.ai's post on HuggingFace, they increased local inference up to 1.8x times on local machines consuming 18GB RAM Post and video by Unsloth: [https://huggingface.co/posts/danielhanchen/743111551583952](https://huggingface.co/posts/danielhanchen/743111551583952)

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[1 pts] Without any frame of reference here, I'm just going to assume this was achieved on a raspberry pi

A new approach to thinking? I broke the sampling space instead of thinking deeper — Diogenes-Thinking (8 pts)

Comments: 3 | View on Reddit

I was wondering why thinking models keep producing the same ideas no matter how long they think. I had a sudden idea, spent a day experimenting, and got results wild enough to share — though there's almost certainly plenty of room for improvement. The concept: instead of letting the LLM think longer (which just rearranges what it already knows), I break the sampling space wide open (temp=2.0, top\_k=500) to generate a burst of chaotic keyword fragments, then feed those fragments back to the sam...

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[1 pts] Wondering how I might experiment with this idea without the full Diogenes. What's the minimum required? Could I have a CLI agent spawn a subagent with high temperature and try to make what it says make sense? Could a code-writing agent write a program that generates random words? Could I mash on the keyboard for a minute before making a request?

[1 pts] Love this approach. You’re on to solving the interpolation vs extrapolation problem that’s been plaguing LLMs. TTC/rl does something similar but it’s not a generalized capability, it had to be targeted at quantifiable training harnesses This approach does the extrapolation live. I think the next step is for the model to be able to clean up the extrapolated latent space to get continuous learning— it would be harder to chain complex reasoning from your technique I suspect.

[1 pts] Here's another example — science project ideas for a 9-year-old (cost under $5, one day, make the teacher say "I've never seen this before"): **Baseline (temp=1.0, top\_k=64, thinking ON, 65.0s):** 1. Cymatics — salt on plastic wrap, play music 2. Supercooling — freeze purified water, tap for instant ice 3. Red cabbage pH rainbow **Baseline (temp=1.2, top\_k=120, thinking ON, 76.4s):** 1. Floating dry-erase marker drawing 2. Cymatics — plastic wrap, salt, play tones 3. Red cabbage pH rainbow Different parameters — same ideas. Cymatics and red cabbage pH appeared in both. **Diogenes (standard, 35.4s):** 1. **The "Dancing" Fruit Osmosis Race** — cucumber slices in salt/sugar/plain water, framed as a race 2. **The "Liquid Magnet" Surface Tension Maze** — pepper on water as a minefield, navigate cereal through it with a soap-dipped toothpick 3. **The Edible "Starch Fingerprint"** — write invisible messages on bread with water, drop iodine, message appears in blue-black **Diogenes --diomad (31.9s):** 1. **The Osmotic Erosion Map** — drop water on a cracker at measured intervals. Map the rate of structural collapse. "Geology performed on a snack." 2. **The Mucilage Skeleton** — extract slime from chia seeds, coat dried noodles, test if mucilage-reinforced noodle supports weight. Biomimicry for 4th graders. 3. **The Capillary "Nerve" Network** — celery in dyed water, but sculpt the base with different cuts. How does cut architecture change the color climb? Baselines spent 65-76s to arrive at the same ideas twice. Diogenes produced completely different — and mostly practical — ideas in 31-35s. Full data in the repo under `experiments/`.

Claude Code re-reads every installed skill's description on every turn. I measured what that costs (4 pts)

Comments: 12 | View on Reddit

Claude Code (and the Agent Skills system) loads a short blurb for every installed skill into context so the model can decide which to use. It's invisible and convenient until you have a lot of skills. So I measured it on my setup (117 skills, real tokenizer): \\\~7,300 tokens injected every single turn, \\\~3.6% of a 200K window, gone before I've typed anything. It scales linearly with how many skills you have. There's a subtler problem too. The matching is basically keyword ov...

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[4 pts] The better solution that doesn't crush your skill activations is to not run 117 skills at once. Nobody needs 117 live skills.

[1 pts] Doesn’t it cache if its same info?

[1 pts] context window cost is real but the other side - discovery problem is one that actually stinks bad. had a skill that wadnt firing for weeks because my phrasing never matched the name. Worked perfectly once i looked on it manually. same problem shows up with MCP tool schemas too, lots of MCPs installed anjd youre injecting all those schemas every turn whether you need them or not. semantic retrieval on demand is the right pattern for both

does anyone have a less annoying way to share repo context between claude code and cursor? (4 pts)

Comments: 18 | View on Reddit

i'm probably overthinking this, but the handoff between coding agents is starting to annoy me more than the actual coding . i'll start something in claude code, then move to cursor, then maybe run a local script to test one piece of it. each tool is useful, but every switch feels like i’m explaining the repo again from zero . claude code will already know the annoying stuff. don't touch that generated file. that folder is basically old junk. tests only pass with the weird command. we tried ...

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[2 pts] Honestly, the least annoying way I've found is to just keep a shared context file in the repo.

[2 pts] if static, CLAUDE.md that references AGENTS.md that contains rules of the repo, like folder is junk, dont touch the file in your example. otherwise, shared context files, like gnerated by compound engineering plugin or superpowers.

[1 pts] I use Puppyone to keep a repo scoped notes folder for multi-agent handoffs between Claude Code and Cursor. It holds rules, commands that pass tests, files to avoid, and recent failed attempts, and I mount the same folder into both tools so they read identical context. Keep writes limited to that folder and commit changes like any other artifact.

Which MCP gateway is actually being used in production? (3 pts)

Comments: 6 | View on Reddit

been trying to find real production experience with MCP gateways and most threads go quiet after one reply. we're past the POC stage and need to make a decision. looked at a few options so far, TrueFoundry, Kong, and Portkey came up most in our research but hard to tell what's actually holding up under real traffic vs what just looks good in a demo. specifically care about unified logging across multiple MCP servers, routing, and something that doesn't become its own ops project to maintain. ...

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[1 pts] the silence in these threads is usually the answer lol. most teams i've seen are still rotating through options every few months because none of them have really "won" yet at the infrastructure layer. routing and unified logging being your priority actually narrows it down more than you'd think, those two requirements together tend to expose the ones that look clean in demos but fall apart when you've got 5+ MCP servers talking through the same gateway. worth pushing any vendor you're evaluating for reference customers specifically on multi-server setups, not just general production usage.

[1 pts] Hi, I work at Speakeasy, we run production MCP servers for LaunchDarkly, Planetscale, Cloudinary and many more companies. We not only demo well, but can definitely handle scale. If you're interested you can book in time with us: [https://www.speakeasy.com/book-demo](https://www.speakeasy.com/book-demo) or DM me and I can share more info.

[1 pts] portkeys observation is the most usable out of the box but it was built for llm tracing inisitally, mcp second, Ga'd proper support in jan26. While truefoundry has the more complete governance story (per invocation logs, tool level RBAC) but you end up owning your own tool integrations which adds surface area fast.. so kong only makes sense if youre already running it for api management otherwise youre adding an ops layer that treats MCp as an afterthought

r/Ollama (5 posts)

GLM 5.2 usage (67 pts)

Comments: 20 | View on Reddit

GLM 5.2 1681 requests using more than Kimi 2.7 code over 6000 requests. What’s the deal here?

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[16 pts] Higher model performance and accuracy tends to have a correlation with higher token counts and/or additional validation layers. So, this result doesn’t surprise me… You’re using a model that burns more compute, so your compute is burning faster.

[6 pts] A “request” does not equal GPU time. A shorter request will use very little GPU time, but still count as 1 request. Both are MoE models, GLM is 40b per token, Kimi is 32b. That will add up in the long run. GLM has 1M context, Kimi is 256k… so you can inject 4x without compaction. Kimi is faster than GLM… Add Inference time to the context and it all points to more GPU time for GLM.

[2 pts] What's your avg input length of each request?

A curated list of free AI models, APIs, and tools you can use without paying a cent. (49 pts)

Comments: 2 | View on Reddit

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[4 pts] Nice list. Def gonna keep it for later use.

[2 pts] *-ed.

Local LLM use case (21 pts)

Comments: 29 | View on Reddit

I’ll preface this by saying, my hardware is not cutting edge, Ryzen 7, 32gb ram, rtx3060 12gb vram. The model that seems to fit perfect in here is gemma4:12b. Quantized but doable on the vram. What I’m really trying to understand is what’s the use? If I’m not using one of these 25k purpose built AI machines, what can I actually achieve with this set up? I tried testing it on a profile in Hermes’, it’s like talking to my 8 year old about coding. I’ve use it in OpenWebUi with varied success....

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[20 pts] The trap is judging a local model by how well it codes. A 12B is never going to be your coding copilot. Where it earns its keep is stuff that's low stakes and runs all day, decent output, free, always on. My favourite use ended up being a radio DJ. The model picks the next track from my own music library, writes a short intro, reads the time and weather between songs. None of that needs a genius model, just a fast competent one, which is exactly what gemma4:12b is. It's tool-capable too, so it handles the track-picking fine. Full disclosure, I built it, SUB/WAVE, open source. One docker compose up, runs on Ollama, sits on top of a Navidrome library. There's a live demo if you want to hear what a local model sounds like actually DJing: https://www.getsubwave.com/listen Repo: https://github.com/perminder-klair/subwave

[8 pts] Retired guy here. I use a $20/mo subscription for my coding. Never looked back. I use my local machine AI for art. And, no, not "that kind" of art. Assets for a game. No, not "that kind" of game. You people have your minds in the gutter. Anyway, local AI is better as an agent foundation, in my opinion. Give it 5 years, though.

[4 pts] I think you need to flip expectations. It won’t be a senior developer for you but can be a great assistant. Setup crons, review notes and transcripts, search the web etc.

TinyHarness 0.2.0 release (9 pts)

Comments: 6 | View on Reddit

https://preview.redd.it/of23or5bl28h1.png?width=2032&format=png&auto=webp&s=a049275c59e9de5ebab008b934e7465aae1a2d9a TinyHarness is a local-first AI coding assistant that uses **Ollama by default** \- your code stays fully local unless you choose otherwise. It has features that save context from growing too much, for example: * Tool call output concatenation * Minimal system prompt * Cascading compaction (you can compact even 1M token conversation using model that has only 64k context limit) ...

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[3 pts] Where does it excel vis Pi?

[0 pts] Puede hecharme una mano con mi extensión visual studio y acode. Principalmente visual studio https://github.com/pilahito/ollama-copilot-vscode/activity

Cloud pro usage (GLM 5.2) (8 pts)

Comments: 12 | View on Reddit

How much usage do you get with Ollama cloud pro plan??  I would love to know in dollars or tokens.. Im thinking about get it just to use GLM-5.2

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[7 pts] Ollama Pro charges by GPU time... so you say "what's the weather in Washington, DC today?" you spend only a few seconds. When you dump a full stack program with 10,000 lines of code... you spend maybe 10 minutes just processing the input data (context) and then doing the task (processing)... then making the output (more context). Context is SPENDY... so "how" you use their API will determine your experience! Send 100k-200k of context on every message... you will burn through your allotment in an hour. The reason they do it this way is #1 for evolving - they can drop 5.2 days after is released and you can use it at the tier of compute pricing that makes sense... and #2 to let you have 100's of older / existing models to play with. Doing the same code on GPT-OSS:20b might be workable and almost free to run. GPT-OSS:120b is about double the 20b model. Running that on GLM5.2 takes something like 3-5x the compute power. There is no Ollama to token conversion. Look in the models list on their site and see the cloud models with the bars... those are the ones you'll run on their cloud. 1 bar is easy peesy... 4 heavy weight. Wanna play with GLM-5.2 (level 3)... this might be the cheapest way to play. You get a certain amount of GPU time per 5 hours... max that like 6 times in a week and you have to wait for the weekly reset. I hit my limit twice last week. I let the model work directly with the OBD2 adapter on my motorcycle to see what it could read... it went friggin' nuts. But it was worth it!! Normally, I can pull a repo from github, make a few changes and push to my github without even using 20% of my 5 hour limit.

[2 pts] way more than credit based like openrouter, i calculated last 7 days...got the 20 dollar plan, on openrouter i wouldhave easily paid 150+, especially for input (200M Tokens only this)

[2 pts] This is correct. Some responses are going through, but getting constant failure to responds.

r/MachineLearning (5 posts)

What does provisional paper acceptance mean in ECCV? Is that the default message everyone gets? [D] (20 pts)

Comments: 10 | View on Reddit

What does provisional paper acceptance mean in ECCV? Is that the default message everyone gets?

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[12 pts] It's accepted but pending some formalities such as citation check, plagiarism, etc. But congrats are in order!

[6 pts] It’s defaulted for everyone

[1 pts] Does this also mean no oral? Any ideas?

Latent space interpretation [R] (8 pts)

Comments: 6 | View on Reddit

Hi all, I have trained a convolutional autoencoder on a set of medical images. Further classified latent feature maps using random forest to find the top scoring feature map. Now my goal is to understand which input image is captured in top scoring latent feature map. Any suggestions? I have tried encoding one image at a time while other images were muted. I then checked spearman between top scoring feature map with the original top scoring feature map. While I see some expected results, I still...

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[3 pts] What you've written is a little difficult to parse, it's not totally clear what you are actually wanting to do, or why. More context and a more full explanation of the project, would go a long way towards getting more engagement from people. Talking about your training and preprocessing steps would at least demonstrate that you've done the fundamentals to avoid common problems. It's going to be impossible to diagnose problems without knowing what you've done, and you're far more likely to get a bunch of generic advice here. I'll try, but I'm having to make assumptions. For a convolutional autoencoder, each latent channel is a feature detector, not an image selector. What I would think, is that you would want to flip the question around and ask which parts of the image are triggering a feature detection. Perhaps try Gradient-weighted Class Activation Mapping on the encoder, rather than trying to work with the decoder. That way you don't have entanglement with the decoder, and you can learn which pixels are doing what. If you want to get something like a template for what causes activations, you acan use activation maximization and projection back to a dataset, so, essentially you're using the encoder activations to manufacture an image, then you get the canonical image pattern that maximizes the feature. Once you have those then you can query your real data for those pixel-space features. Zeroing out feature maps might cause distorted outputs, have you tried decorrelating with ZCA or PCA whitening? Also, are you using any preprocessing steps? Image normalization? Data augmentations to avoid overfitting? Are you wanting interpretability? Are you familiar with TCAV? https://arxiv.org/abs/1711.11279

[1 pts] probably you should introduce differential manifold. edit: You didn’t mention the details, so I assume the latent model is being used to discover the underlying “physics” that drives the deformation shown in the images. Encode/decode is insufficient. This is why I thought the "potential-kinetics' logic is the right direction. Fibre bundle kind of models + Moduli should help. just FYI.

Fearless Concurrency on the GPU: Safe GPU inference in Rust, competitive with vLLM/SGLang [R] (3 pts)

Comments: 0 | View on Reddit

I maintain cuTile Rust and just posted the paper "Fearless Concurrency on the GPU." As more GPU code gets AI-generated, the bottleneck moves from writing it to trusting it. cuTile Rust lets you write or generate GPU kernels whose memory safety and data-race freedom are verified by the compiler, through Rust's ownership and borrow checking. You get those guarantees by construction. It's a tile-based programming model that lowers to CUDA Tile IR, carrying Rust's ownership model across the lau...

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Voice debugging at the conversation level seems far more useful than isolated benchmark metrics [D] (1 pts)

Comments: 4 | View on Reddit

I have been thinking a lot about how poorly isolated benchmark metrics capture real conversational system quality once models are deployed into multi-turn environments. You can have strong STT scores, decent latency, high task completion rates, and still end up with conversations that humans perceive as frustrating or unnatural. In practice, many failures are emergent properties of the interaction itself rather than single model errors. Small timing mistakes accumulate. Repeated confir...

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[1 pts] Much of this sub is dedicated for research and not devs... It's probably a good idea to go read the recent publications on this. it sounds like what you're describing is your own qualitative and subjective eval, not proper human eval or what is sometimes referred to as "objective metrics". your opinion is one data point, so how do you know it aligns with others'? Timing, back channels, interruptions / false starts, etc., are all metrics people are trying to research and develop these days. Could you be more specific about which metrics you've tried and not found to be suitable in your use-case? how did you evaluate and conclude that they didn't align with your human perception ratings?

Is ACL now irrelevant? [D] (0 pts)

Comments: 26 | View on Reddit

I just read in a comment of another Post that an ACL paper is considered a weak signal in the community apparently, and having an ACL first author paper is not a great plus for improving chances at finding a PhD position. Is this some kind of ragebait or is academia becoming more and more insane on a daily basis??  ACL is an A+ venue. Sure, it's not as big as Nips, ICML, ICLR or CVPR, fair point, but it's not some regional B conference...  I know a lot of folks in "classical"...

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[16 pts] acl is tier 1. in these days, top conferences like neurips accept >5000 papers every year. values of pretty all top conferences are significantly lower than before

[22 pts] In most professorship / postdoc openings I see, whenever they require top-tier papers, they explicitly list ACL and EMNLP alongside Neurips, ICML, ICLR, AAAI, CVPR and here and there a couple others. ACL is definitely up there, but it also depends on what PhD position you apply to. An ACL paper is not that big of a signal for people working on statistical learning theory.

[11 pts] I know the original thread you are referring to. ACL is good. I'm not an NLP guy, but I would be happy to have one if I had a chance. But as a professor, when I'm picking PhD students, ACL by itself is no longer an indicator of a good candidate, since too many papers are non-technical, just prompting LLMs in different ways and "benchmarking." These papers can be valuable, but I would downplay them when I'm reviewing an applicant since they don't tell much about the candidate. I'm not prejudging NLP as a field. In fact, I just came back from CVPR, and this trend is invading computer vision as well. In general, when evaluating candidates, I'll give all these benchmarking papers a discount.

r/LanguageTechnology (2 posts)

Exploring Partnerships for Large-Scale Document AI (0 pts)

Comments: 1 | View on Reddit

Seeking organizations interested in evaluating a new AI architecture for document-intensive workloads. We are looking for organizations with substantial document collections and active AI deployments to discuss potential collaboration around scalability, throughput, latency, and infrastructure efficiency. We are particularly interested in environments where AI systems must operate on large proprietary document repositories. Please contact me directly if interested in learning more.

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Looking for Organizations Managing Large Document Repositories (0 pts)

Comments: 0 | View on Reddit

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r/DeepLearning (5 posts)

Sarah Connor judging your AI addiction (90 pts)

Comments: 1 | View on Reddit

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[1 pts] https://youtu.be/Q3aZ6B7tfe4?is=PV50SumTK3bK5OoJ

[P] I built a lossless geometric ML representation for a year. It failed, but the point-attractor model survived. (7 pts)

Comments: 1 | View on Reddit

Hey r/deeplearning, I wanted to share a project I’ve been working on for about a year called **Livnium**. It started as a solo obsession with Rubik’s cubes, group theory, and the idea that a perfectly conserved geometric representation might outperform normal ML feature learning. For a while, I genuinely thought the “lossless” part was the key. After a lot of benchmarking, ablations, and cold-water testing, I was wrong about that. But the project did leave behind something useful: a fast sup...

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[2 pts] I appreciate your efforts, and have been in a similar situation myself long ago. Don’t let it discourage you, your mind is a beautiful thing!

Neural Network Viz Simplified (4 pts)

Comments: 0 | View on Reddit

[https://8gwifi.org/ml/nn-viz.jsp](https://8gwifi.org/ml/nn-viz.jsp)

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Deep dive: Parallelism strategies for large-scale LLM inference — tensor parallelism, pipeline parallelism, disaggregation, KV cache, MoE expert parallelism (4 pts)

Comments: 0 | View on Reddit

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Searching for cloud GPU service providers (3 pts)

Comments: 0 | View on Reddit

Hello, I'm currently searching for cloud GPU service providers with serverless deployment options. Something like RunPod, possibly with native ComfyUI integration. I'm overwhelmed by the numerous providers, most of which are unsuitable, eighter they have very low GPU availability, are available for eneterprise use only, or are just too expensive. If anyone has any good recommendations, I'd greatly appreciate it. As for computing power, I'm searching for 24-48 GB VRAM as the main criteria....

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r/learnmachinelearning (5 posts)

How hard is it to break into ML work without a Master's degree? (39 pts)

Comments: 17 | View on Reddit

I'm currently a software engineer (mostly mobile/iOS development) and have recently started learning machine learning because I genuinely find it interesting, especially the math behind it. I have a fairly strong math background and am comfortable with calculus, probability, and math in general. Right now I'm learning through a combination of Andrew Ng's Coursera ML course and Stanford CS229. My plan is to build some projects once I have a stronger foundation. What attracts me to ML is the mat...

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[19 pts] Honestly, I'd aim for ML engineering before pure ML research. Your software engineering background is already valuable, and a lot of companies struggle more with deploying, monitoring, and integrating models than training them. The Master's/PhD requirement tends to matter more for research-heavy roles. For ML engineering, strong projects and solid engineering skills can still go a long way.

[3 pts] TLDR: I don’t think the roadblock to becoming a data scientist is the formal education but it is third party “verification” that a minimum skill set has been demonstrated. Your company can provide that, also. I’m a data scientist but not a software engineer. I have a masters degree and work with almost exclusively with people that have Masters or PhDs. SWE skills are valuable in data science, btw. It’s cleaner to implement a production model using software engineering best practices. My take on it is: no, you don’t need to have a master’s or PhD (there’s a big “but”, though). I’ve seen a very small number of people without them become data scientists. They understand the math, the data ETL, can model, form and test hypothesis. “But”, they got there through hard work internally at their company and they usually do complete some sort of masters degree in the field at some point. Some choose to work on a PhD.

[2 pts] Transferred to MLE last year in one of the FAANG, here is my experience - > Did you have a Master's/PhD, or were you self-taught? Master's > How difficult was it to get interviews without an advanced degree? Master's are not so different from Bachelor's, at least in the US/Canada. PhD is a different story. > What types of projects helped you stand out? No side projects, only work projects. Used to work as SDE in a ML related feature in one of the FAANG, later become MLE on that feature. > Did you transition into ML engineering first, or directly into more model-focused work? ML engineer first > What level of math and statistics do you actually use on the job? Very low. > If you were starting again today as a software engineer with a strong math background, what path would you follow? I'd stick with SDE work and probably transit into AI engineer. A lot of MLE projects are high level and not creating revenue (they are good to have but not a must), so MLE are prone to layoff (at least in where I worked/currently working)

How do people keep themselves updated in the current market about Ml and Ai? (16 pts)

Comments: 14 | View on Reddit

Hi everyone, I want to ask everyone how do you all keep yourselves updated as each day something new comes and then in a few days it is of no use or a complete bad technology or fake hypes created by people.

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[9 pts] The hype cycle is real, but honestly the stuff that actually matters tends to stick around. I follow a few academic Twitter accounts, subscribe to a couple solid newsletters like Import AI, and I'll dig into actual papers when something catches my eye instead of just reading the headline. The foundations thing is key though - if you're solid on linear algebra, probability, and how models actually learn, you can evaluate the new stuff way faster and figure out what's actually useful versus marketing noise.

[4 pts] Reading Journals and Papers from time to time. Going to conferences. \> No way around these. This is the way to go. Reading some Reddit News which are not about - god forbid - “What should I learn first to do ML.” \> Google and LLMs are Your friends FFS. The Medium is something I stopped reading; total clown show. \> At least like 99% of the articles which sound like “Top 10 things”. > No. Piss off.

[2 pts] Focussing on the foundations: they are evergreen. That’s what I am building. Machine Learning(work in progress): https://youtube.com/@aayushsugandh4036?si=c8SUrsVV1PgPUweU

Staff/Principal ML System Design interviews evaluate something most candidates completely miss (9 pts)

Comments: 4 | View on Reddit

After going through these interviews at multiple FAANG/top-tier companies and running enough prep sessions to see patterns, the single biggest failure mode I observe is this: strong ML engineers treating a Staff-level system design interview like a Senior-level one. The mental shift is subtle but important. At Senior level, you're mostly showing you can build things. At Staff/Principal, you're showing you can reason about systems — under ambiguity, scale constraints, latency budgets, failure mo...

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[2 pts] The issue with staff and principal ML interviews is that they still ask you to leetcode as you were a new grad, you may have shipped ML system to serve millions of users but hey, you haven’t practice this DP hard problem on leetcode? Too bad

[1 pts] Totally agree with your point. A big help is practicing how to think about trade-offs and system constraints, not just the details. When you're prepping, focus on problems like scaling issues, handling downtime, and aligning with business goals. Ask yourself questions like: What happens if this component fails? How does this choice affect latency? It's about understanding the big picture. If you need a resource, [PracHub](https://prachub.com/?utm_source=reddit&utm_campaign=andy) is great for system design scenarios specifically for Staff/Principal roles. Practicing with real-world examples can really help.

[1 pts] The org-level stuff is huge and almost nobody practices it. A senior candidate will design a great recommendation model; a staff candidate will also ask "who owns the feature pipeline, and what happens to my latency SLA if that team's on-call is slow?" Showing you've thought about cross-team failure modes, like a data dependency going stale or a downstream team not versioning their schema, signals you've actually operated at scale. Interviewers at that level are basically checking if you think like someone who's been paged at 2am because another team's decision broke your system.

New to machine learing/data science (8 pts)

Comments: 9 | View on Reddit

Hi, I am very new to this as a whole and I'm going to be taking some courses over data science. What are some good resources to help jump start my understanding in machine learning and programming. Are there any specific languages that I should spend more time on than others for machine learnig and data science?

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[1 pts] python is basically the go-to language for machine learning, no real competition there. once you get comfortable with it, look into libraries like numpy and pandas for data handling, then move into the actual ml frameworks. for the courses, kaggle has free learning paths that are really practical and hands-on, way better than just reading theory.

[1 pts] Python is the really the king for ML.

[1 pts] We have an ML community for beginners: [https://discord.gg/7M6SEADEYQ](https://discord.gg/7M6SEADEYQ) Would love to have you there!

Day 27 of Reviewing 1 free AI, ML, data, or cloud certification every day, so you don’t have to waste time with bad courses. (8 pts)

Comments: 5 | View on Reddit

Today is Day 27 of my challenge: **Reviewing 1 free AI, ML, data, or cloud certification every day, so you don’t have to waste time with bad courses.** Today I reviewed **AWS Educate’s Getting Started with Compute** course. My personal rating: 8.2/10 Day 27 was about understanding one of the core building blocks of cloud computing. On Day 25, I reviewed AWS Educate’s Introduction to Cloud 101 course. On Day 26, I reviewed AWS Educate’s Getting Started with Storage course. So the next nat...

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[4 pts] A small gift for the community 🚀 The folks at O’Reilly reached out and wanted to contribute something useful for everyone following this learning journey. They’ve shared a free 30-day access code that you can use to explore O’Reilly Learning. Link: [https://learning.oreilly.com/get-learning/?code=MARSEE26](https://learning.oreilly.com/get-learning/?code=MARSEE26) The code is valid for 30 days, so make the most of it. Use this time to explore books, courses, labs, and learning paths around AI, ML, data, cloud, software engineering, and more. Huge thanks to the O’Reilly team for supporting learners and contributing to the community. Learn as much as you can. Share it with someone who needs it.

[1 pts] Following man!

[1 pts] Keep this going bro, big fan of your work here

r/MLQuestions (5 posts)

How do you give your LLM agent memory across sessions ? (2 pts)

Comments: 2 | View on Reddit

Injecting full history into the prompt ? Context window explodes. Static vector store ? Stale memories pollute results. There's no clean solution out there yet. How are you handling this ?

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[3 pts] What’s worked best in practice is not treating memory as one thing don’t replay full history, and don’t just dump raw vectors either. You keep a small working summary that gets rewritten over time (like a rolling compressed state), and then a separate retrieval layer for specific facts/events. And even the vector store part only works well if you’re strict about what gets written back in otherwise it turns into noise fast like you said. So basically short evolving summary for continuity + tightly filtered long-term memory for lookup, not full chat replay.

Need ML project ideas for my postgraduate mini project — intermediate level (1 pts)

Comments: 0 | View on Reddit

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Built a probabilistic reasoning layer for AI text humanization — beat ZeroGPT/Originality, stuck on deep layer detector. What's your approach? (1 pts)

Comments: 0 | View on Reddit

Hello I've been researching and building a skill that helps AI write like a human, and it's harder than it sounds, as I have been stuck on this research for 2 years. Most existing tools (like humanizer) just do substitution: replace word X with word Y. The problem is that doesn't actually make text read like a human wrote it. It just changes the surface while breaking the meaning underneath. So I went deeper. I built a probabilistic reasoning framework – the Penta-State Probabilistic Model (P...

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How do you test whether internal recurrent state is doing real work vs just existing? (1 pts)

Comments: 0 | View on Reddit

Working on Demian, a custom recurrent substrate. The core test is: does full internal-state restore outperform surface-only restore? If yes, the hidden channels carry something the surface doesn't. If no, the substrate isn't doing much. Current probes: resume quality, ablations per channel, ordered vs shuffled input, live vs frozen state. What other tests would you require before believing internal state actually matters? Specifically looking for baselines that aren't just vanilla RNN/GRU/LSTM. ...

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How do people keep themselves updated in the current market about Ml and Ai? (1 pts)

Comments: 2 | View on Reddit

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[1 pts] Following r/LocalLLaMA and r/MachineLearning mostly. The really important information is published as arXiv papers. The hard part of finding them is filtering out all of the LLM-generated fake papers.

r/ClaudeAI (5 posts)

built a factchecker that catches politicians lying in real time (4702 pts)

Comments: 339 | View on Reddit

hi everyone ! built this as part of a larger NLP / deception research project at my university, wanted to share in case anyone finds it useful! essentially, it uses transcribed text + linguistic parameters to detect and evaluate checkworthy claims! live text transcribed --> serper finds sources using pure text --> those results sent back into claude for an informed, not-hallucinated verdict on claim veracity! let me know what would make this something you'd use! [InTruth - Chrome Web Store]...

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[1 pts] **TL;DR of the discussion generated automatically after 320 comments.** The thread is overwhelmingly hyped about OP's real-time fact-checking tool, with many calling it "the future" and the best post on the sub. The consensus is that this is a fantastic and much-needed use of AI. However, the main debate is the classic **"who fact-checks the fact-checker?"** problem. Commenters are concerned about the objectivity of the AI, the bias of the web sources it pulls, and its ability to understand crucial context versus just technical truths. One user pointed out an example where the tool correctly identified a fact but missed the context that made the politician's claim misleading. OP has been active in the comments, explaining that the tool avoids hallucinations by using a RAG-like system: it finds real sources online via Serper first and then feeds those sources to Claude to make a verdict. The GitHub repo has been shared for those who want to dig in. Other key points: * **Feature Requests:** Users are clamoring for a Firefox version, support for more languages, and the ability to use local models. * **Cynicism Abounds:** Many users predict that mainstream media won't use it for business reasons and that the people who need it most will just dismiss the results as "woke" or "biased" anyway. * **The Running Gag:** At least a dozen people have joked that a simpler tool would just detect if a politician's lips are moving and label it a lie.

[603 pts] This is the future

[42 pts] Seriously, with these tools available, there is absolutely no legitimate excuse for mainstream media to allow their guests to lie and distort things constantly. There's just lots of reasons why they are okay with it happening anyway. 😕 Thank you for building and sharing this!

When you're at 97% used but Claude isn't done (1985 pts)

Comments: 56 | View on Reddit

Top Comments:

[1 pts] **TL;DR of the discussion generated automatically after 40 comments.** Looks like we've all been there. The consensus is a resounding **YES, this is one of the most relatable and frustrating parts of using Claude.** The thread is full of shared anxiety and *Interstellar* memes about watching those tokens burn away. The main takeaway is that while everyone loves Claude's power, the usage limit is a major pain point. One user shared a legendary tale of accidentally burning through **$70 in extra usage credits overnight** on a massive project. While the results were "phenomenal," it serves as a cautionary tale about the double-edged sword of on-demand usage. A few key points of discussion: * **Competitor Envy:** Several users noted that other services (like OpenAI's Codex) will finish a task even if it goes over the limit, a feature many wish Claude had. * **User Hacks:** The community is sharing workarounds, including using a GitHub script to automatically halt usage, changing permissions to "ask" before Claude continues, and the classic strategy of juggling multiple accounts. * **The "Over-delivery" Problem:** Sometimes the issue is Claude being *too* helpful, turning a simple request into a full-blown project and eating your usage in the process. So yeah, you're not alone. We're all just trying to get that last function written before the meter runs out.

[87 pts] Lol Extra Usage! Nothing worse than dropping mid flow.

[64 pts] This little maneuver just cost us 180,000 tokens

Asked claude code to test endpoint. It decided to use this name as a placeholder (1098 pts)

Comments: 83 | View on Reddit

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[1 pts] **TL;DR of the discussion generated automatically after 80 comments.** The thread is a mix of A+ shitposting and a surprisingly serious debate about whether OP just landed on a government watchlist. The general agreement is that Claude wasn't being random. Since OP was testing a `/api/v1/sanctions` endpoint, the model likely chose a canonical example of a sanctioned individual to make the test "realistic." As one user put it, at least OP wasn't building a puppy name generator. The comment section is also a certified pun-off, with **"9-11 lines of code, never forget"** and **"`$ ./bin/laden`"** being the top contenders. However, **the main takeaway is a serious word of caution.** The prevailing view, backed by heavy upvotes, is that letting an AI generate and log names of terrorists is a terrible idea. The argument is that these logs are retained, and you have no idea how they might be scanned or used by automated systems (or government agencies) in the future. The consensus is that it's a completely unnecessary risk that could bite you years down the line. A lone dissenter argued this is all fear-mongering, but the community wasn't having it and sent their comments to the downvote dimension.

[232 pts] Possibly so you would remember to replace it!

[77 pts] boy is ready for war

New Claude code update is crazy (757 pts)

Comments: 19 | View on Reddit

Top Comments:

[96 pts] 1.3k tokens is probably accurate

[26 pts] *clauding, schlepping, combobulating, sauteing..... You've reached your negotiations limit, please wait until your IPO

[6 pts] I am adding this to my claude config lol

Anthropic is "confident that in the coming days [Fable 5] will become available again" - Anthropic's International Managing Director (610 pts)

Comments: 117 | View on Reddit

The context in which he said this - at a conference in Seoul about Anthropic's work to expand internationally - also makes it unlikely it will relaunch only for US citizens (or at least Anthropic is confident it will be able to relaunch for everyone

Top Comments:

[1 pts] **TL;DR of the discussion generated automatically after 80 comments.** **The overwhelming consensus is that this is just marketing speech and not to get your hopes up.** Commenters are dismissing the source as a "sales bro" whose job is to be optimistic, not to reflect reality. There's zero faith in the administration, with many arguing they're unpredictable and intentionally kneecapping Anthropic to help competitors. The only way Fable comes back, they joke, is if Anthropic "paid the bribe." On a more serious note, some users are reporting that their international clients are now actively trying to move away from US-based AI solutions because of this instability. A popular "copium" theory in the thread is that Fable's best features will just be secretly merged into a new, "eerily smart" version of Opus.

[80 pts] Hope & `pray`.

[120 pts] This is a dumb thing to feel confident about, considering this administration changes its principled stances about 3 times per sentence.

r/OpenAI (5 posts)

I know its an openAI sub, but midjourney just unveiled a fucking full body scanner thats meant to replace MRIs, straight from science fiction - holy shit (696 pts)

Comments: 208 | View on Reddit

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[373 pts] vibe health

[122 pts] btw, yes its THIS midjourney - the one from image generation AI

[174 pts] It is a very, very bad sign that they are announcing purported medical technology with a long blog post that is 100% marketing hype and literally 0% evidence of any research supporting it. The announcement is indistinguishable from a pitch to gullible investors, except even if you’re trying to scam investors you’d probably gesture at the notion of having research supporting your proposal, or some plan to research it.

I whipped up a landing page that shows AI news in chronological order - LMTimeline.com (107 pts)

Comments: 17 | View on Reddit

I promise this is a real problem I had that I built a solution for...not a solution looking for a problem lol. Hoping this doesn't break rule #3. Not financially motivated, just sharing what I built for myself that may be useful for others! [https://LMTimeline.com](https://lmtimeline.com/) I have been finding it increasingly difficult to keep tabs on all of the latest AI news, so I whipped up a simple landing page that stays up to date with everything happening in the AI space. I got tired of ...

Top Comments:

[3 pts] This is pretty neat, will bookmark!

[2 pts] Not sure this was considered, but one of the major problems I have is that every event ends up having 3 dates: the date it happened, the date it was first reported on, and then multiple dates of content coming referencing the event or the first report. This makes it so something that might show up as new as actually being a rehash of something that was already reported, after it happened, even though that was three weeks ago.

[2 pts] It doesn't seem to pick up news such as seedance 2.0 release (I can find 1.0), which is currently the best/leading model for generative video AI (multimodal even with audio etc). I'm not sure what the scope limitation here is, but these are definitely incredibly important news to catch too IMO and the last ElevenLabs mention was in 2023 not catching the V3 audio release. I'm assuming this isn't just meant for LLM news given that it does find older entries?

ChatGPT has 230 million people asking for health advice weekly. It wants more. (57 pts)

Comments: 18 | View on Reddit

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[34 pts] Good healthcare information should be as publicly and easily available as possible. The potential impacts of this, if done well, are underrated imo.

[5 pts] **From Business Insider’s Stephen Council:** OpenAI is pushing further into its health research as more people turn to ChatGPT for pressing medical questions. More than 230 million people use the tool for health and wellness advice each week, according to OpenAI. That growth is partially thanks to researcher Karan Singhal, who spoke exclusively with Business Insider about the company's lofty healthcare ambitions. Singhal leads a high-stakes goal: make ChatGPT so good on health that it changes people's lives for the better, avoids calamity, and sways the skeptics. He wants to aid a shift he already sees underway, in which more patients trust OpenAI's latest model as a "protector in their care journey." OpenAI's GPT-5 model family is the company's first to be trained specifically at every stage of development to be better at health advice, he said. "You definitely want the models to be ahead of everything else," Singhal said. [Read more about OpenAI’s healthcare goals. ](https://www.businessinsider.com/openai-karan-singhal-chatgpt-health-advancements-2026-6?utm_source=reddit&utm_medium=social&utm_campaign=insider-openai-sub-post)

[2 pts] That’s a lot of

AI can now out-persuade world champion debaters (33 pts)

Comments: 46 | View on Reddit

Top Comments:

[23 pts] This can't be right, even on the highest settings both Claude&ChatGPT often hone in on some quite poor arguments, that's not to say they can't have great arguments. But I'd assume for a tournament such as this, having even one really weak argument and insisting on it, should lose you a lot of points?

[4 pts] What about master debaters? I’ll see myself out …

[12 pts] you gotta be a pretty rudimentary thinker if you find the AI‘s arguments compelling

Public testing of 5.6? Just got this on a response... (23 pts)

Comments: 17 | View on Reddit

https://preview.redd.it/er403cddl38h1.png?width=945&format=png&auto=webp&s=0aff0fb23aedf7d5ea4a24226fceb56a66387cfa Just received this on a query - final public testing of 5.6?

Top Comments:

[11 pts] Some reputable insiders said like a few hours ago that they got testing access to 5.6, and i havent seen a/b tests in a while, so this lining up might honestly mean that it is 5.6 being tested

[2 pts] Checkpoint update generated from 5.6.

[7 pts] No bro that’s called A/B testing the output of models.

r/GeminiAI (5 posts)

Same running-physics test through Seedance 2.0, Gemini Omni Flash and Kling 3.0, no clean winner (596 pts)

Comments: 180 | View on Reddit

Ran the same hard physics prompt through three video models on one key: a sprinter mid-run, shot from the side and tracking alongside, the kind of clip where gait, weight, and fabric give the model away. Seedance 2.0, Gemini Omni Flash, and Kling 3.0, several tries each. No clean winner, which surprised me. Gemini Omni Flash: my favorite overall. Understood the prompt instantly, no false content flags, and the body physics held up best. The one knock is the slightly slow, low-frame-rate look ...

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[809 pts] Yes..... "physics test"

[602 pts] ![gif](giphy|MuGRkTt32NZNP4rqrV)

[430 pts] Gooning benchmarks

Noam Shaheer leaves google (281 pts)

Comments: 55 | View on Reddit

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[77 pts] Google —> OpenAI —> Anthropic —> retirement

[23 pts] So he was with Google for less than two years and was paid around a billion dollars. Anyone know what concrete achievements or advancements he specifically brought to Gemini during that time?

[24 pts] How is that guy?

Gemini 3.5 pro !! (Logan is hope) (219 pts)

Comments: 40 | View on Reddit

Even after release of fable 5 logan looks confident soo excited for next week damn  With new image model and soon we will get omni pro model and soon many things google is still cooking ig

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[72 pts] Logan is hype. Not hope.

[46 pts] I doubt 3.5 pro is being built to compete with Fable. Fable is for coding and it's pretty clear that Google's focus is world knowledge (so that it can replace Google search)

[31 pts] in one chat, 3.1 pro will tell me it cant read a pdf file or produce a word document or a slide deck. In the next, it will do it perfectly. I don't know what they've been doing but the main issue is the inconsistency.

Is Google really falling behind in the AI race, or are they just focused on narrow projects and more research-oriented? Is Google’s culture fundamentally misaligned with the current AI sprint? (144 pts)

Comments: 33 | View on Reddit

The news that Noam Shazeer is leaving Google to join OpenAI has sparked a massive wave of discussion. Many researchers who have spent time at Google DeepMind have gone on to found their own startups, creating what some call the "DeepMind Mafia". Demis Hassabis has personally supported this ecosystem, often acting as an angel investor in these ventures. A few examples, \- **Ineffable Intelligence:** Founded by David Silver, a former lead of reinforcement learning research at DeepMind. **- M...

Top Comments:

[60 pts] Bullish on Google. There is no one more secure than google right now in AI race. Google has stacks in spaceX and anthropic, google is handling tons of research and deepmind and other core teams are producing amazing research. Their long term vision is pretty good. google is the only one focusing more on multimodality. Demis believes that video models and then world models will surely play a significant role in AGI. OpenAI dropped sora because they had to narrow the capex . while google has luxury to wo work on lots of different technologies and products. Google and search and lots management staff doesn't even know what is happening inside those core labs. Their usage numbers are constantly growing, billions of people have started using gemini. they can slow down. and like most of their focus they are building automation that matters where you can spend money easily. Project spark is that. They have to do it on scale. they can't just procivw agentic models like how other companies can give. Google sets a prevent and provide their own tools so you use them for longer term commitment same goes for apple. Google knew whole field's valuation is too high and it cashed out 84 billions. these is extra fund on top of their yearly profit. their search gets directly affected by AI and they have integrated that beautifully. their fast models that can scale are paying off

[17 pts] Google can flip a switch at any moment. They have all the resources the competition desperately need to survive. They are playing slow and steady to win the race.

[6 pts] There's always some ex-Googler claiming they know why Google is "failing." 😂 People are acting like Google is the only company that loses leaders. A crap load of leaders within OpenAI have left too. People at these AI companies are leaving to form their own companies or are being poached by rivals all the time. This Noam Shazeer poach is probably partly a play to make OpenAl's soon to released IPO more attractive to Wall Street. Basically, "Look, we now have one of the leaders of Gemini! Invest in us!" Noam Shazeer has left Google before because Google wouldn't give in to his demands, so he seems like he could have "diva" like tendencies on the job too.

I asked gemini to pixelate a logo for me and it freaking pixelated the gemini logo in the corner too. (83 pts)

Comments: 12 | View on Reddit

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[17 pts] Ha, that's freaken cool

[18 pts] that's actually pretty funny, gemini got a little too thorough with the job. the self-aware pixelation move. you could try asking it to regenerate without the corner logo next time, or just crop it out if you need the image clean. either way solid catch on noticing it did that.

[2 pts] r/accidentalgoatse

r/Mistral (Error)

Could not fetch data: received 404 HTTP response

r/Singularity (5 posts)

Midjourney, The Image Generation Company, Just Built the Sequel to the MRI (1210 pts)

Comments: 209 | View on Reddit

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[254 pts] This isn't a sequel to MRI, it's a very different image modality. MRI can do a lot more than look at interfaces. MRI can look at composition of objects because it fundamentally looks a the nuclear magnetic properties of hydrogens. You can use this to determine chemical composition and water composition. Sound looks for reflections through step changes in flexibility. It's a tomography version of ultrasound.

[213 pts] This is Ultrasound Tomography developed by a team at Caltech. [https://www.caltech.edu/about/news/scanning-the-body-with-sound](https://www.caltech.edu/about/news/scanning-the-body-with-sound)

[312 pts] If this could do scans of brains; it could detect AVMs. My teenage son died from an AVM stroke in 2023. We had no idea it existed until it ruptured. It would be great if a brain and heart scan was part of every child’s early regimen of tests/checkups. I’m sure he would still be here today if we knew about it before it ruptured.

Huge Loss For GDM (584 pts)

Comments: 108 | View on Reddit

Arguably one of the biggest moves in the talent wars. Wonder if it has anything to do with Gemini losing momentum and clearly not being SOTA.

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[268 pts] Google paid $2.7 billion to hire him in 2024, it hasn’t even been a full 2 years. What is going on there?

[39 pts] Mercaneries vs missionaries

[122 pts] google has just not been shipping on the same level as OpenAI and anthropic. so it makes sense for him to do this.

Trump administration wants Fable 5 to have unbreakable guardrails | AKA they are asking for the impossible (565 pts)

Comments: 187 | View on Reddit

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[110 pts] why doesnt trump just ban all models since they are jailbreakable or is it just anthropic who is the guilty one

[261 pts] you don't, you just have to convince the adminstration that you did.

[74 pts] "From this day forward, all software must be bug free"

Z.ai founder is confident that they can make a fable-class GLM model before the end of the year (560 pts)

Comments: 119 | View on Reddit

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[96 pts] Good. We need powerful opensource that everyone can have.

[201 pts] Words are cheap.

[14 pts] This is an industry whose leaders who say things like "ChatGPT 5 will change the world." So, grain of salt.

Midjourney Medical (486 pts)

Comments: 264 | View on Reddit

Source: [https://www.midjourney.com/medical](https://www.midjourney.com/medical)

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[160 pts] >We're a new division of Midjourney focused on a radical new vision for healthcare using a totally new form of medical imaging we call "Ultrasonic CT" or simply "the full body ultrasound". >Ultrasonic CT lets us aim for whole-body imaging that's in many ways superior to even MRI machines, but the scan takes as little as 60 seconds. >There is no radiation, no powerful magnetic fields - just sound and water and 60 seconds. >Our goal at Midjourney Medical is to deploy around 50,000 of these scanners around the world over the next 6 years and use this fleet of sensors to do a billion full-body scans every month. >Our first location will be in San Francisco and will open at the end of 2027. >The center itself is a flagship health spa we are calling the "Midjourney Spa." It will have hot tubs, saunas, cold plunges and 10 scanners with the capability to do more body scans a year than all MRI scanners on Earth combined.

[32 pts] When they said you could go in it this is not what I was expecting

[22 pts] I’m very curious to see how this turns out

r/ArtificialInteligence (5 posts)

I whipped up a landing page that shows AI news in chronological order - LMTimeline.com (134 pts)

Comments: 6 | View on Reddit

I promise this is a real problem I had that I built a solution for...not a solution looking for a problem lol. [https://LMTimeline.com](https://lmtimeline.com/) I have been finding it increasingly difficult to keep tabs on all of the latest AI news, so I had Opus 4.8 build a simple landing page that stays up to date with everything happening in the AI space. I got tired of switching between 10-ish subreddits trying to see what the latest news is (like on the Fable 5 stuff). Filter down to what...

Top Comments:

[4 pts] Any chance of adding rss? This is awesome

[2 pts] Really clean UI! Does it include Hacker News, or are you planning to add that later?

[2 pts] That's very useful. Where are you sourcing the news data from?

Anthropic CEO Dario Amodei scared everyone about AI. Now he’s paying the price with a US government ban on Fable (99 pts)

Comments: 84 | View on Reddit

This is only fair. If you build your brand around fear and constantly tell the world that AI is an existential threat, don’t be surprised when that fear eventually turns back on your own company. Dario should realize that fear based marketing has consequences. Respect the entire AI industry instead of framing frontier AI as uniquely dangerous whenever it’s convenient. Innovation needs honest discussion, not narratives that scare the public and invite policies that could hurt everyone.

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[1 pts] **Submission statement required.** Link posts require context. Either write a summary preferably in the post body (100+ characters) or add a top-level comment explaining the key points and why it matters to the AI community. Link posts without a submission statement may be removed (within 30min). *I'm a bot. This action was performed automatically.* *I am a bot, and this action was performed automatically. Please [contact the moderators of this subreddit](/message/compose/?to=/r/ArtificialInteligence) if you have any questions or concerns.*

[144 pts] Anthropic said no to providing a morally lobotomized AI version for Hegseth, so they kneecapped him near the IPO line to favour OpenAI, who said yes. The current white house is not deep, and has zero concern for the public good. They respond to bribes, and get even when they're told no. That's all.

[47 pts] Boy you’re dumb. He’s paying the price for not letting the administration use his product to murder school children half a world away.

Only 16 percent of Americans think AI will have a positive impact on society, a new study shows | TechCrunch (63 pts)

Comments: 89 | View on Reddit

Who will foot the AI bills now? Despite the fact that AI increasingly dominates our economy (it’s a hot IPO summer and we’re all just along for the ride), most Americans are not particularly optimistic about the technology’s long-term impact on the country, a new study from Pew Research reveals. In fact, although a whole lot of Americans increasingly use AI in their daily lives, most of them have neutral to negative views about it, the research reveals.

Top Comments:

[15 pts] Why dont articles that discuss studies actually hyperlink to the study? Are we supposed to just accept their conclusion without fact checking it for ourselves?

[7 pts] "This will likely wipe out a massive amount of jobs.... it requires tons of annoying data centers that will increase your electric bills... it's making it easy for people to cheat in school and not learn anything.... it has elevated a bunch of really annoying people to riches and power..... it could even spell doom for humanity as a whole.... but also, you could be lazy and plan your kid's birthday party more quickly which will give you back more time to stare at your phone".... gee I'm so surprised people aren't stoked about AI

OpenAI's Losses Swelled to $38.5B in 2025 Despite $13B Revenue Surge (35 pts)

Comments: 7 | View on Reddit

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[8 pts] You should all thank OpenAI for footing most of the bill for your Codex sessions.

[-9 pts] I think these types of articles are meant to be hit pieces. OpenAI will likely have 30-35 billion in revenue in 2026 with 14B in loses. So that gap is closing fast. It’s what growth looks like. You have to “overspend” in relation to your future growth in a high growth phase.

If ChatGPT disappeared tomorrow, what would you struggle with most? (14 pts)

Comments: 147 | View on Reddit

Random thought: If ChatGPT disappeared tomorrow forever, what's the first thing you'd miss? For me, it wouldn't be writing or coding. It would be having a place to think out loud, explore ideas, and get unstuck. What's yours?

Top Comments:

[119 pts] Absolutely nothing

[32 pts] The thinking out loud function is probably the most underrated use case across any model, more than writing or coding. Most people do not actually know what they think until they have to articulate it to something, and having a low stakes place to do that without judgment or social cost changes how often people actually work through a hard problem instead of avoiding it. That function is portable though, it is not tied to any one tool, which is probably reassuring if you think about it. The actual habit, externalizing your thinking to get unstuck, would just move wherever the access point is.

[5 pts] I'd probably miss having a place to organize my thoughts and a lot of times I already know what I think but explaining it to someone or something helps me see gaps in my reasoning that's what ChatGpt helped me in

r/artificial (5 posts)

Anthropic CEO Dario Amodei goes completely candid on why he left OpenAI: "When you feel that you can't trust someone when you see disturbing patterns of behavior, dishonesty, that makes it very hard to continue." (156 pts)

Comments: 51 | View on Reddit

In a recent candid interview Anthropic CEO Dario Amodei did not hold back regarding his departure from OpenAI. He cited a fundamental breakdown of trust and "disturbing patterns of behavior" and "dishonesty" as the primary reasons it became impossible to stay. Considering the massive wave of high-profile safety researcher departures from OpenAI over the last year or two, Amodei’s comments add a lot of retroactive context to the cultural shift that happened right around the time ChatGPT was bein...

Top Comments:

[55 pts] Dario isn't worthy of trust either, based on their patterns of behavior, dishonesty, and fearmongering.

[8 pts] im guessing that's why Sam Altman got fired in the first place only to be rehired. Right now Anthropic clearly has the edge over OpenAI.

[7 pts] **surprised Pikachu face** The only thing I don't know is if he was talking about Altman or himself. I hope Altman AND Amodei get replaced before the IPOs.

Only 16 percent of Americans think AI will have a positive impact on society, a new study shows | TechCrunch (58 pts)

Comments: 31 | View on Reddit

Who will foot the AI bills? Despite the fact that AI increasingly dominates our economy (it’s a hot IPO summer and we’re all just along for the ride), most Americans are not particularly optimistic about the technology’s long-term impact on the country, a new study from Pew Research reveals. In fact, although a whole lot of Americans increasingly use AI in their daily lives, most of them have neutral to negative views about it, the research reveals.

Top Comments:

[5 pts] 16% is precisely one standard deviation in the US intelligence distribution. 16% of the country have an IQ above 115 and another 16% have an IQ below 85

[5 pts] I couldnt find a link to the actual poll or finding in this article.

[10 pts] also 50 percent of Americans voted for Trump

Bernie Sanders wants to give every American $1000 a year from AI profits and the reasoning actually makes sense (50 pts)

Comments: 38 | View on Reddit

Saw this on Gizmodo today and it's been stuck in my head The argument is simple. AI learned from everyone's writing, art, code, conversations and companies are now worth trillions because of that. so why is none of it coming back to the people whose work built it The bill would create a $7 trillion fund, give the public a 50% stake in the biggest AI labs, $1000 a year per person to start, goes up as AI makes more Every time i use chatgpt i think about all the writers and coders and artists wh...

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[28 pts] What profits?

[5 pts] The latest battleground in Class Warfare: anti-AI

[1 pts] Any artist that complains about AI is a terrible artist. The only thing to maybe complain about is the technology is moving too fast for a lot of artists to integrate into their pipeline.

Started maintaining a small library at work and now I genuinely understand why maintainers go quiet (51 pts)

Comments: 3 | View on Reddit

Built a little internal utility about a year ago, open sourced it because why not, figured maybe 10 people would find it useful. It slowly picked up a few hundred stars and then the issues started coming in. Not a flood or anything but enough and what surprised me was how much of it wasn't really bugs it was people wanting features that made sense for their use case but would've made zero sense for the original scope of the thing. Or issues that were basically "your README didn't account for my...

Top Comments:

[11 pts] My personal favorite was someone who figured out that the AI had actually locally changed the line of code it found the bug in, then tried to collect the bug bounty for it.

[1 pts] the ai pr thing is wild because you're right that it looks plausible until you actually trace through it. did you end up implementing any filters or just start auto-closing stuff that smells like it came from a generation tool? i'm curious if there's a point where you have to just accept you can't review everything anymore and move to a "maintainers only" or "requires human sign-off" model. the sponsorship callout is real though. most people don't realize the math on this, that maintaining something with a few hundred users can turn into a part-time job real fast. the scope creep from people treating it like customer support is probably the worst part because you can't really blame them for asking but it still tanks your energy.

[1 pts] Interesting perspective. What are your thoughts on fighting fire (ai) with fire (ai) to weed out the shite?

RNNs vs Transformers vs SSMs: where should AI memory live for continual learning? (13 pts)

Comments: 18 | View on Reddit

the interesting comparison btwn the three is not recurrence vs attention vs state space but it is, whether memory lives in a tiny recurrent state, a growing KV cache or in something closer to the model network itself. RNNs keep memory in a recurrent hidden state which is elegant in itself cause the state carries forward step by step but it also creates a bottleneck i.e the model can have roughly O(N\^2) parameters while carrying only roughly O(N) state across time. IMO, RNNs were doomed not be...

Top Comments:

[2 pts] the memory-to-compute ratio framing is way cleaner than just "which is faster." transformers work great until you need to actually learn from that context instead of just retrieving it, and that's the real bottleneck nobody talks about. the KV cache is brilliant for in-context stuff but it's basically a read-only filing cabinet that never updates the actual model. what gets me about the synaptic angle is that it's trying to solve the right problem, which is making memory updates structural instead of temporal. if state lives in the connectivity itself rather than as a buffer or a compressed vector, then learning from long sequences becomes the same operation as inference, not some separate training loop. that's a different beast from just doing linear attention with lower rank. the sparse positive constraint also matters because it gives you interpretability you don't get with dense hidden states. you can actually see what the graph is doing instead of squinting at activation patterns. the GPU sparsity thing is fair though. the low-rank approximation works but you're trading off the graph interpretation for hardware efficiency, which means you're back to compressing something that didn't want to be compressed. still feels like progress on the framing even if the implementation isn't perfect yet.

[1 pts] [removed]

[1 pts] RNNs choked on memory. Transformers remember without learning. SSMs put memory closer to thinking. The real question isn't which architecture, it's where memory should actually live.

r/machinelearningnews (2 posts)

📮 ML Digest: Everest-bound robots and World Cup AI (3 pts)

Comments: 0 | View on Reddit

Last week AI went places it's never been: up a volcano, onto the pitch, and into a greenhouse. # 📌 AI & ML news * [Anthropic admits it got Fable 5's safeguards wrong](https://x.com/ClaudeDevs/status/2064949876463645026) after Claude Fable 5 shipped with invisible ones that silently rerouted flagged requests to Opus 4.8. * [A robot is training to climb Everest](https://www.roboteverest.com/) as a modified Unitree G1 named Pemba autonomously summited Ecuador's 6,200m Chimborazo. * [AI is callin...

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We found a boundary-specific role-transition effect inside BERT: smaller semantic gaps predict more frequent role flips at Layer 2→3 (1 pts)

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I have been exploring a simple representation-dynamics question inside Transformer encoders: If two competing semantic candidates become nearly tied, does that increase the probability that their roles will swap in the next layer? To test this, I defined: \- Igniter = highest-ranked semantic anchor \- Stabilizer = second-ranked semantic anchor \- Stabilizer Gap = similarity margin between the top two anchors Then I measured whether smaller gaps predict stabilizer role flips across adjace...

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r/openclaw (5 posts)

Remember when Pete Steinberger bragged about using over $1 million worth of tokens in one month? How much of that was spent improving OpenClaw? (34 pts)

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Genuine question, not trolling. Because I honestly am curious if there was $1 million worth of improvements that month.

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[32 pts] If Pete Steinberger put $1 Million worth of tokens in one month into openclaw then he must be running one of the most inefficient workflows on earth. A couple of Claude max plans and you could probably have openclaw fly a plane or something.

[11 pts] ngl I think about this every time my own agent loops eat tokens for breakfast. Had a setup where my agent kept "refining" the same prompt file for like 40 iterations, checked the diff afterwards, and maybe 3 of those runs actually changed anything. Burned $60 that week on basically nothing, so I feel the skepticism. But also kinda curious, what would "worth it" even look like for a project this early, and is there a changelog somewhere we can actually check?

[6 pts] A lot of what they did was probably using the most expensive models available because money was no object. I had a Claw connected to Fable write a chapter for a book and it cost $25 in tokens for maybe (maybe) 15 minutes of work. They are probably testing OpenClaw on hundreds of virtual machines; every reasonable flavor of Windows, macOS, Linux, various iOS and Androids, etc. They are also probably doing all sorts of attack testing and OpenClaw has a HUGE attack surface. The white hat effort alone could easily burn $1 million in tokens if they were using the frontier models.

Is OpenClaw still worth it now that I have Codex + Computer Use + Chrome Bridge? (32 pts)

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I’ve been thinking about this a lot lately. I used OpenClaw as a pretty central part of my setup for a while, but now that I have Codex with Computer Use and the Chrome Bridge, I feel like most of what I actually need day to day is already covered. So I’m wondering if OpenClaw is still really pulling its weight in my current setup, or if I’m just keeping an extra layer around out of habit. I’m curious how others see it: have you kept a setup like OpenClaw because it still adds real value, or ...

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[10 pts] I silo’d my OpenClaw from anything work-related. It’s purely a personal assistant for me as I do all my building through ClaudeCode anyways and it’s perfect for that.

[6 pts] I did almost exactly what you did. Got comfy with Codex and ditched OpenClaw. I ended up adding another popular harness to supplement and have a more casual/flexible second workspace

[5 pts] "is a car still worth it when I have 2 skateboards duck taped to a 2x4?"

Mac mini M4 24 GB Openclaw local llm options (17 pts)

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I have a Mac mini M4 with 24 GB of RAM. Does anyone have any recommendations of the best local LLM open class set up?

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[8 pts] I don’t want to be snooty here but literally scroll down or ask an llm to scrape this page. But QWEN or Gemma

[7 pts] 24gb is too tight to drive an agent locally and still have headroom for a browser and a couple apps. a qwen 7b-ish fits but it's not going to hold a real multi-step agent loop. the setup that actually works on that machine is a small local model for cheap classification/routing and pushing the heavy agent work to cloud claude or codex, not trying to do everything on-device. fwiw the push-the-heavy-agent-work-to-cloud-claude-or-codex setup is basically what fazm is, a native mac app that wraps Claude Code and Codex with persistent sessions and no auto-compacting, https://fazm.ai/r/8ajsqu77

[2 pts] Do you want a small model running locally or do you want to route to different options (mix of local + cloud)?

I want to build a Jarvis, should I use OpenClaw and Claude or what do yall recommend? I have an ai marketing agency that uses Go High Level and Higgsfield to do most of the stuff. (11 pts)

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I want to build a Jarvis, should I use OpenClaw and Claude or what do yall recommend? I have an ai marketing agency that uses Go High Level and Higgsfield to do most of the stuff.

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[1 pts] Welcome to r/openclaw Before posting: • Check the FAQ: https://docs.openclaw.ai/help/faq#faq • Use the right flair • Keep posts respectful and on-topic Need help fast? Discord: https://discord.com/invite/clawd *I am a bot, and this action was performed automatically. Please [contact the moderators of this subreddit](/message/compose/?to=/r/openclaw) if you have any questions or concerns.*

[7 pts] I’m having pretty good luck with OC using the OpenAI-codex/gpt-5.5 model through OAuth. I have the ChatGpt plus subscription- $20/month. I hit the limit one day because I was vibe coding with it. Had to wait 3 hours to reset the limit.

[3 pts] I find agents you mostly don't need. Download opencode, and get it to write you scripts without an agent. Look into swarm research. Most of my things that I use are scripts that need no agentic workflow just my CPU.

email access - anyone crazy enough to give your mailbox access to OpenClaw? how to make it secure (5 pts)

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I asked OpenClaw to build a connector to Gmail with access to read messages and move them around into folders. It has no physical ability to delete a message, send anything, and at this point it's not allowed to read attachments. It went through my mailbox and categorised 20k messages, and for the first time in 10 years my inbox is clean, so the benefits are amazing. I know there are risks, especially for some newer messages to do some injection attack. I tried this already by sending some mes...

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[3 pts] I created a secondary Gmail account that my bot flags and reviews emails. I've been slowly migrating my main email account to this one. Saves a lot of time triaging . So far zero issues in two months

[1 pts] I mean, you really have to try super hard to make a western AI actually to something dangerous with your private stuff, i feel like its borderline impossible to have your Agent do its on its own accord. Its always a user error if something really bad happens. As for mails tho, i would be worried about prompt injections. Its probably a good idea to not allow it to check the spam folder.

[1 pts] No. I ain't doing that. My bot has agentmail.

r/OpenClawUseCases (1 posts)

ADP(Agent Discovery Protocol) Protocol Officially Enters ISE Formal Review Queue — Here's What It Means (5 pts)

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Hey All — big milestone to share. The ADP Protocol has just been accepted into the ISE formal review queue. For those not tracking this closely: ISE (International Standards Evaluation) doesn't hand out review slots lightly. Getting into the formal queue means the protocol has cleared initial technical screening and is now moving toward a full committee review. This is the phase where things get real. Why this matters: * Formal review is the hardest gate to pass. Most protocols sta...

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r/AIAssisted (5 posts)

Has anyone found an AI executive assistant that actually becomes part of their workflow? (4 pts)

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Most AI assistant tools seem to focus on a single job such as note-taking, email, scheduling, or task management. What I haven't found yet is something that ties everything together well enough to feel like a genuine executive assistant. The goal isn't necessarily to replace existing tools, but to reduce context switching and help manage priorities, meetings, tasks, and information in one place. For people who have used these tools for a while, what ended up sticking? Which ones created real v...

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[2 pts] The problem is that most AI assistants are tools pretending to be assistant. The ones that stick are the ones that fit into your workflow instead of asking you to build a new one around them.

[1 pts] [removed]

[1 pts] No, but you'd never know it from the hype cycle on twitter---"this things saves me hours every day!" (which is probably a lie).

Best AI tool for creating a simple app for Microsoft Store? (2 pts)

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[1 pts] Any decent code model and harness is fine You can build it with the tools you have Use Codex if you’re already doing business with OpenAI

Semantic routing through RAG to create a P2P social network or marketplace (1 pts)

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Hi everyone,  I want to share the idea I had for a hackaton.  Starting from the problem:  For \~30 years, discovery (of information or of people) has been mediated by a central index: search engines, recommenders....  Ranking is computed server-side, under rules the user can't inspect (think of Instagram or TikTok feed)  The idea to create a feed for a P2P network: convert messages into meaningful concepts through embeddings:  If each ...

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Best Civit AI / Civitai Alternatives in 2026 - easier tools for AI images, video and models (1 pts)

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Claude Cowork built World Cup 2026's Order to Revenue Analysis (1 pts)

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r/AIGenArt (5 posts)

The King in Yellow (9 pts)

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[2 pts] Nice

[1 pts] Along the shore the cloud waves break, The twin suns sink behind the lake, The shadows lengthen In Carcosa. Strange is the night where black stars rise, And strange moons circle through the skies But stranger still is Lost Carcosa. Songs that the Hyades shall sing, Where flap the tatters of the King, Must die unheard in Dim Carcosa. Song of my soul, my voice is dead; Die thou, unsung, as tears unshed Shall dry and die in Lost Carcosa.

Moonlit Kunoichi at Watch (7 pts)

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Working on this story right now. Want to hear thoughts of what I should add to make the story more interesting (8 pts)

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Long ago, the kingdom of Elyndor was protected by the Spirit Blade, a legendary weapon said to contain the souls of ancient guardians. For centuries, the blade maintained peace between humanity, magical creatures, and the spirits that watched over the land. Everything changed when a mysterious darkness shattered the Spirit Blade into several fragments scattered across the world. Without its protection, monsters began appearing across the kingdom, ancient ruins awakened, and forgotten evils emer...

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[1 pts] there are some inconsistency when the animation changes but so far so good

[1 pts] I feel like if this is a mobile phone game then it's something I'd probably play

[1 pts] I like the storyline and the quality of the animation. what was used to make this?

Maya From Wild Life (IYKYK) (5 pts)

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Southern Mother (4 pts)

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r/AIGeneratedArt (5 posts)

What a beautiful day (3 pts)

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Maya From Wild Life (IYKYK) (4 pts)

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What’s your perfect night out? Tell me—I might just copy your idea. ♡ (5 pts)

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The Passion of the Ballerina (2 pts)

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Don't forget to up vote if you like what you see! I have more A.I. Art on my Reddit page. Feel free to check them out and let me know whatcha think! Thanks! I try to post every day.

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Flame Dance (2 pts)

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r/AIToolTesting (Error)

Could not fetch data: received 404 HTTP response

r/AIWritingHub (4 posts)

What are the problems you face when using AI for novel writing? (2 pts)

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Some common issues I've noticed: 1. Hitting usage or context limits 2. Content restrictions for certain scenes (e.g. violence) 3. AI forgetting world-building details or character traits over time 4. Having to constantly repeat prompts and instructions What other problems do you run into?

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[3 pts] So far I've only faced those you mentioned, though I don't really have issues with content restrictions. I'm using Claude (switching between Opus 4.5, 4.6, and 4.8) and I haven't had any issues with it writing any kind of content.

[2 pts] I use Claude as well. We get along pretty well. I have issues with prompts.

[1 pts] Use Granthavya it was made specifically for these issues.

JoeBro: a macOS AI workspace that runs locally with zero dependencies. One Python file, all open source. Repo in comments. (1 pts)

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Ad questions? (1 pts)

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Hi! I need an AI that can read large PDFs at once, and do a good job of summarizing it, as well as writing scripts and academic papers(as an assistant) any ideas? I have tried Jenni and Scite, but they are not so good. (0 pts)

Comments: 2 | View on Reddit

Writing and reading

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[1 pts] Use Ocai for this - opencraftai .com

[1 pts] Perplexity Pro is great at this if you can afford the price tag. Depending on how academic you want the writing to be, Sonnet 4.6 on high will work well too.

r/AI_Music (Error)

Could not fetch data: received 403 HTTP response

r/AiAutomations (5 posts)

250+ cold calls selling AI to trade businesses and im getting close but not closing. What am I missing? (17 pts)

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I'm a 20 year old uni student in the UK who's been cold calling trade businesses for the past few months selling an AI SMS service that handles missed calls and pre-qualifies leads before they waste time on ghost quotes. I've made 250+ calls across glaziers and locksmiths. I understand the product, I've refined the script, I'm getting warmer responses and have two guys who are interested but haven't converted yet. The main objections I keep hitting are: * Not busy enough to need it * Already ...

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[3 pts] 250 is not a lot Average cold caller will make 60-100 calls per day The money is in the follow up, so keep following up But if you keep getting to the close and they won’t buy it’s because they don’t trust or believe you are qualified to solve their problem so you need to overcome your credibility somehow How much are you trying to charge?

[1 pts] does your ai do calling to qualify leads? if yes we can work together. i know some clients who want this

[1 pts] The problem is every single person with a laptop is offering the same system, there's 100+ massive corporations that do it bigger better and cheaper with more options

Vibe-coded automations are becoming a real problem and I don't think we're talking about it enough (8 pts)

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I've audited a handful of automation setups over the past year that were built by people who used AI to generate the whole thing without really understanding what they were building. I'm not here to dunk on anyone; AI-assisted building is legitimate and I use it myself but there's a pattern in these audits that's worth naming. **What vibe-coded automations tend to look like:** **No error handling.** The happy path works. The moment something deviates a missing field, a timeout, an API rate li...

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[2 pts] I agree with this. AI can help build automations faster, but it doesn't remove the need to understand what's happening underneath. The biggest issue I've seen isn't that AI wrote the workflow. It's that nobody tests edge cases. Everything looks great until a field is empty, an API changes, or a user does something unexpected. I use AI regularly when building automations, but I still treat its output as a first draft, not a final solution. Error handling, documentation, and testing are usually where the real work begins. The scary part is that a workflow can appear to be working for weeks before anyone realizes it's quietly failing in certain situations.

[2 pts] Beyond edge cases, the structural gap is failure budgeting — AI-generated workflows rarely include retry limits, timeouts, or circuit breakers because those don't appear in happy-path demos. An automation looping indefinitely looks identical to one processing normally until it saturates an API or corrupts shared state.

[1 pts] I think it’s mental problem, ppl now with AI wants to be so fast and so productive, that they don’t even test a damn thing

I wanna learn AI automation (8 pts)

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I don’t know any coding. However I wanna learn AI automation. I have heard you don’t need to be a coder in order to do automations. Is that correct. Can someone GUIDE me please!!

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[2 pts] It is absolutely correct! I don't know how to code either, and I drive a car for a living. Just this week, I built my very first operational intelligence system using [Make.com](http://Make.com) and the Groq API. It pulls data from Reddit via RSS, sends it to an LLM, parses the JSON, and sends high-value leads directly to my Telegram and Google Sheets. My advice: Stop watching long tutorials. Create a free account on Make.com, hook up a basic Webhook with a free Tally.so form, and make it send a 'Hello World' message to your Telegram. Once you see the data flow visually, your brain will click. You don't need code; you just need to learn how to connect the blocks!

[1 pts] Yes you are right. You don't need to really be a coder. But the thing that sets you apart in AI automation is your ability to think in systems more than knowing how to use a particular tool. Do you need free resources to start? Send a dm

[1 pts] Send me a dm.

I built 3 AI automations with n8n in 2 weeks — here are 3 lessons every beginner should know (7 pts)

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Hey r/automation, I started learning n8n about two weeks ago and recently completed 3 automation projects. Here is what I built: 1. AI Customer Support Bot 2. Social Media Auto-Poster 3. Lead Qualification + CRM Updater Three things I learned: 1. Error handling is more important than the workflow itself. 2. Good prompts matter a lot when using AI. 3. Building real projects teaches faster than watching tutorials. I'm still learning and would love feedback from more experienced builders. Wh...

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[1 pts] That’s such solid progress in only 2 weeks especially error handling and building hands on

what do you want to automate in your business?? (6 pts)

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Genuinely curious what people here are trying to automate. I've been working on AI "team members" for small businesses — agents that actually run on the company's own setup and handle real ongoing work, not just one-off prompts. Stuff like: \- Customer replies across Telegram/WhatsApp/email \- Following up on leads that go cold \- Pulling daily numbers into one summary instead of 5 dashboards \- Answering "do we have notes on X?" from the company's own files What I keep noticing:...

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[2 pts] Mine would be context curation across multiple MCP servers/tools connected to the same agent. Right now if a client has 5+ tool sources hooked up, someone (usually me) has to manually decide which tools actually get loaded for which task or the agent just chokes on token overhead and starts picking the wrong tool. It's the kind of thing that should be automatic but mostly isn't yet.. Not glamorous compared to lead followup or customer replies but it's the bottleneck underneath a lot of those other automations, since they all depend on the agent layer actually routing correctly in the first place.

[1 pts] Posting on social ;)

[1 pts] Everything

r/Aiimages (1 posts)

Dante (3 pts)

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r/Anthropic (5 posts)

💀 (839 pts)

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[19 pts] Story points have their purpose: to highlight when your company is doing poorly, when they need to call them hours instead of points.

[5 pts] I've been confused why people find it so hard to measure the utility of AI. It's not that hard. Pick a meaningful problem, work the problem, accumulate solved problems that before you could not solve. I think the issue is how organizations are structured and distributing their work amongst employee's. People don't take ownership of big problems that would be meaningful to solve because their roles do not afford them the authorities to do so. When people fight over trying to look productive to leadership over being focused on solving meaningful problems, you get a hyperfocus on metrics. I think human organizational structures are inherently misaligned to leveraging AI because of what motivates most humans in a workplace - money, prestige, social hierarchies, achieving some esoteric of abstract 'work complete' endpoint that is often arbitrarily derived from the whims of executives catering 'what might make money' vs 'what will better society'. It's structurally incompatible with just 'working the problem and achieving excellence'. 5 people with AI dedicated to solving a meaningful problem will outwork 500 people who just want to get paid. The typical corporate Work Culture and Mindset is structurally poisoned against leveraging AI effectively. That's why Microsoft bombed hard with CoPilot, why Google invests so many resources trying to integrate AI into Google Docs and other Cloud services while the entire industry moves to working in a CLI harness with local markdown files and wondering why Gemini sucks so bad in a harness.

[2 pts] yea that's about right.

wtf is happening (218 pts)

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I'm trying to get a summary of a call for proposals for some grant funding, yet neither of Claude's models wants to do it and hits me with this warning. What the f\*\*\* is going on? I'll cancel my subscription, this is just unacceptable. Get your sh\*\* together! edit: some 3-4 hours later this stopped, so I'm inclined to think that something was just badly set up

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[91 pts] lots of weird thing happening, fable is about to return, i can feel it

[23 pts] Had the same thing for trying to summarise a pdf. Can’t help but think this is the outcome of some ad-hoc guardrails for bringing Fable back.

[12 pts] The guardrails of Claude has been really up for the past days. They might be testing something.

Usage just jumped from 80% to 100% just opening a session, 5hr jumped by 20% what (82 pts)

Comments: 57 | View on Reddit

Also what the hell Edit: I'm on max 20 and this was a fresh session

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[18 pts] Same here, mine just jumped from 48% to 72% of weekly usage, without prompting. My plan is Max 5x

[12 pts] Been having terrible issues with this the last 24 hours

[5 pts] Holy shit me too! Boy I am glad I am not the only one. Time to put it down for just a bit and wait for usage limits to reset for the week.

Is it true? "Anthropic confident of re-enabling Mythos, Fable 5 access 'in coming days': Executive" (79 pts)

Comments: 27 | View on Reddit

Anthropic said its blocked frontier AI models could be available again within days as it expands in Korea despite U.S. security restrictions. [https://www.koreajoongangdaily.com/business/anthropic-confident-of-reenabling-mythos-fable-5-access-in-coming-days-executive/12727522](https://www.koreajoongangdaily.com/business/anthropic-confident-of-reenabling-mythos-fable-5-access-in-coming-days-executive/12727522)

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[35 pts] Ah the ever reliable Silicon Valley to Korea via graphic designer Korean girlfriend leak.

[17 pts] Wouldn’t be surprised if he used access to the latest model as a geopolitical leverage point with the EU Maybe the dinner in Versailles softened him enough to drop the export control Also wouldn’t be surprised if the US ends up allowing it for “friendly countries”

[11 pts] Would love to believe it but this is not strong evidence - its an unplanned remark from a regional representative, not clear signaling and he likley doesnt have much new information. (NTY was also reporting about the confusion inside Anthropic so probably lots of people inside the company dont know were the talks in France and D.C. are).

Anthropic is threatening enhanced safety filters over completely normal hardware questions (64 pts)

Comments: 15 | View on Reddit

**TLDR:** 1. I asked Claude to research other people's experiences running large local models on a desktop with 256GB of RAM. 2. The prompt was flagged before Claude replied. 3. Claude still gave a completely normal hardware-related answer. 4. I reported the apparent false positive using the contact Anthropic provided. 5. I then asked whether an older high-memory server would be a cheaper alternative. 6. That prompt was flagged as well. 7. Anthropic is now warning that continued violations may ...

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[11 pts] Once something flags, it will continue to reflag on the chat history, and nothing you can say will convince it otherwise. Open a new context.

[7 pts] Some AI work is against the TOU but I think that's only foundation model work, not getting an existing model to run on your own hardware. Proably the same filter you're triggering. Worth reading acceptable use closely. Edit: I skimmed it. You should be good. The only related prohibition I could find is: * Utilization of inputs and outputs to train an AI model (e.g., “model scraping” or “model distillation”) without prior authorization from Anthropic But you're not doing that.

[3 pts] Oh you got the exact same warning I got last night. For me it was bouncing writing ideas off 4.8 and that orange box with the warning popped up in the top right of my screen.

r/Bard (5 posts)

Gemini 3.5 pro !! (Logan is hope) (112 pts)

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Even after release of fable 5 logan looks confident soo excited for next week damn  With new image model and soon we will get omni pro model and soon many things google is still cooking ig

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[43 pts] Bro has perma optimism

[7 pts] Will it be agentic though? Can I have it fill in documentation for me and give it back to me? That's my biggest problem right now. Well, of course, there's also the usage limit. I had a project in which I used Google Drive to house hundreds of documents and I worked it into a gem in which basically it used those documents and those documents only as a reference source. So I had a perfect work reference assistant. But now with the usage limit, the context window is practically useless. The crazy thing is, I even built a custom CSV for it so that it doesn't even have to access all the work documents, but it drives my fucking usage limit through the fucking roof. Gemini used to be my daily driver before this fucking nonsense.

[12 pts] Hype...here we go again.

After one month of using 3.5 Flash. I must say it is godsent. (86 pts)

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Shit on GOogle all you want. But 3.5 Flash is amazing. It made my work so much faster because i no longer have to wait 50 seconds for a reply and it is pretty smart.

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[35 pts] 100% with you on this. People love to hate, but the lack of latency on 3.5 Flash makes it so much smoother to work with.

[11 pts] U right this shit has too much brain can't wait for pro

[2 pts] What effort setting are you using it on?

What's this icon (65 pts)

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[224 pts] Not enough arrow to tell honestly.

[45 pts] I was just barely able to tell tbh you should have added more arrows. But it signifies the Flash model. You can tap it and it acts like a button but doesn’t do anything. I assume it’ll be used for model switching but they accidentally rolled it out before it was finished.

[41 pts] Which icon?

most likely the real reason why Noam Shazeer left Google for OpenAI. Google management censored his transphobic and Gaza conflict related comments last year (12 pts)

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[11 pts] "censored" is one way to frame it. Alternatively he was an annoying prat pushing political discussions in people's faces. I've worked with people like this before. Its insufferable and it gets in the way of everyone getting shit done.

[3 pts] Is it worth 2.7b to hire a man who can find solutions in 5 minutes, when he spends the other 7 hours being an absolute menace?

[3 pts] ![gif](giphy|cRNbYm7jLOjm9H8wcP)

I have a PRO subscription but get rate limited at 15 messages in AI Studio! (9 pts)

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[10 pts] Hahaha. I was rate limited today without sending any messages for the last 2 days. 😃

[6 pts] Same no matter what I try I get rate limited today... And I can't use 2.5 pro anymore.

[4 pts] Thought it was just me. Been using it for the past couple of days and never encountered any issue regarding limits with in aistudio, but now I got rate limited. Only had 5 prompts since last reset and it's been about 12 hours since my last prompt... Also PRO subscription

r/BookWritingAI (3 posts)

has anyone here made a listenable AI audiobook from a full novel? (2 pts)

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i keep seeing short samples that sound pretty good, but im curious about full books. like 8-12 hours of audio, not a 45 second demo where the dragon voice sounds cool and then nobody has to survive chapter 27. if you’ve tried it: did the voices stay consistent? did dialogue actually work? how much editing did you have to do? and would you let real readers/listeners hear it? im mostly asking bc audiobook quotes are terrifying and i’m trying to figure out if AI audio is actually viable yet or s...

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[2 pts] Yes. 14 chapters out of 20 before I ran out of money lol 😉 I plan on doing the remaining chapters as well soon though. Each chapter is about 1 hour of audio using Elevenlabs quality voices and cost me around $300 for those 14 chapters [https://novelmint.ai/read/benjamin-blackett/ember-and-alloy](https://novelmint.ai/read/benjamin-blackett/ember-and-alloy) The audio is actually really good to be honest. I was able to integrate my chapterspec system into it so that it added the right emotional tagging into the process, letting the voices sound genuine and real instead of flat and robotic. I was also able to get unique voices per character as well, so its not just a single narration voice for everything. I gotta say as well that the technology I had to build to get this is kinda cool. =) because I wanted separate voices for each character, the system splits the text on those voices and then fans out several hundred independent individual calls to the Elevenlabs api for each one. Then it stitches all those pieces back together into a single audio file. There are still a few wrinkles to iron out like timing between voices and the occasional weird artifacts, but overall I am very happy with it. edit: listening back to it now after a few months and Im cringing at the writing quality. sadly... this was my learning book, before I got my story writing process all done. So it reads and sounds like AI writing still. lesson learned - perfect the words BEFORE running it though the audio process. lol 😉

[1 pts] I do several calls to Elevenlabs and then combine them into one. Think it works well. I also create the next chapter while you listen to the current chapter, so it feels like the audiobook is generated quickly. I think the quality is ok to listen to, I’ve listened to several books and find it acceptable to listen to it for hours. Try out yourself at librida.com.

[1 pts] Honestly, I think anyone with any standards for audiobook narration will reject AI voicing. It doesn't understand dynamics, tempo, builds, moods. I think they're just dreadful.

Ad questions? (1 pts)

Comments: 0 | View on Reddit

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No comments.

Ad questions? (1 pts)

Comments: 0 | View on Reddit

Hey everyone, I’m currently working on a project (an AI-based book creation app called Bookcraft) and I’m trying to figure out the most efficient way to spend my Google Ads budget. Right now I’m debating whether it makes more sense to: A) Run Google Ads directly to the app (Google App Campaigns / Play Store installs) or B) Send traffic to a landing page first and then convert users into app installs My goal is not just installs, but active users who actually use the app, not just people wh...

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No comments.

r/ChatGPT (5 posts)

Yes︎︎ ︎︎ ︎ ⁠⁠⁠ ︎ ︎ ︎ ︎ ︎ ︎ ︎ ︎ ︎ ︎︎ ︎︎ ︎ ⁠⁠⁠ ︎ ︎ ︎ ︎ ︎ ︎ ︎ ︎ ︎ ︎︎ (1069 pts)

Comments: 46 | View on Reddit

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[1 pts] Your post is getting popular and we just featured it on our Discord! [Come check it out!](https://discord.gg/r-chatgpt-1050422060352024636) You've also been given a special flair for your contribution. We appreciate your post! *I am a bot and this action was performed automatically.*

[57 pts] In my mind she pronounced em dash aloud.

[31 pts] Goes hard

I asked ChatGPT how the US flag would have been designed in different decades. (735 pts)

Comments: 209 | View on Reddit

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[1 pts] Hey /u/Philipp, If your post is a screenshot of a ChatGPT conversation, please reply to this message with the [conversation link](https://help.openai.com/en/articles/7925741-chatgpt-shared-links-faq) or prompt. If your post is a DALL-E 3 image post, please reply with the prompt used to make this image. Consider joining our [public discord server](https://discord.gg/r-chatgpt-1050422060352024636)! We have free bots with GPT-4 (with vision), image generators, and more! 🤖 Note: For any ChatGPT-related concerns, email support@openai.com - this subreddit is not part of OpenAI and is not a support channel. *I am a bot, and this action was performed automatically. Please [contact the moderators of this subreddit](/message/compose/?to=/r/ChatGPT) if you have any questions or concerns.*

[359 pts] What happened in 2030s?

[117 pts] Fuck the 2000s and 2010s I guess

published fact-checker that catches politicians lying in real time (417 pts)

Comments: 74 | View on Reddit

hi everyone! posted a few days ago about this but wanted to share an update that it's available for use now! it's bring-your-own-key so totally free, still a WIP so would love some feedback! current pipeline: deepgram transcription --> serper for sources that validate claim --> transcript + sources sent to claude for verdict! demo above is from 2024 presidential debate, but it works on any video! let me know any issues or what would make this something you'd actually use! [InTruth - Chrome ...

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[1 pts] Hey /u/Debate_Witty, If your post is a screenshot of a ChatGPT conversation, please reply to this message with the [conversation link](https://help.openai.com/en/articles/7925741-chatgpt-shared-links-faq) or prompt. If your post is a DALL-E 3 image post, please reply with the prompt used to make this image. Consider joining our [public discord server](https://discord.gg/r-chatgpt-1050422060352024636)! We have free bots with GPT-4 (with vision), image generators, and more! 🤖 Note: For any ChatGPT-related concerns, email support@openai.com - this subreddit is not part of OpenAI and is not a support channel. *I am a bot, and this action was performed automatically. Please [contact the moderators of this subreddit](/message/compose/?to=/r/ChatGPT) if you have any questions or concerns.*

[41 pts] Interesting mate - will you put it on GitHub or similar? I'd want to integrate this sort of thing into my smartglasses when I get them.

[19 pts] how does it detect claims?

Neo-Feudalism (342 pts)

Comments: 63 | View on Reddit

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[71 pts] https://preview.redd.it/gbwofzj8ex7h1.png?width=1481&format=png&auto=webp&s=3845fbc6ec3527c74dbef1eb415e245368b64617

[99 pts] GPT needs to learn not to put so many details in the image, it's too much.

Baklaclava (253 pts)

Comments: 25 | View on Reddit

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[1 pts] Hey /u/MicroBrewer, If your post is a screenshot of a ChatGPT conversation, please reply to this message with the [conversation link](https://help.openai.com/en/articles/7925741-chatgpt-shared-links-faq) or prompt. If your post is a DALL-E 3 image post, please reply with the prompt used to make this image. Consider joining our [public discord server](https://discord.gg/r-chatgpt-1050422060352024636)! We have free bots with GPT-4 (with vision), image generators, and more! 🤖 Note: For any ChatGPT-related concerns, email support@openai.com - this subreddit is not part of OpenAI and is not a support channel. *I am a bot, and this action was performed automatically. Please [contact the moderators of this subreddit](/message/compose/?to=/r/ChatGPT) if you have any questions or concerns.*

[12 pts] a balaclava made with baklova?

[5 pts] That looks yummy

r/ChatGPTPro (2 posts)

ChatGPT Pulse ending soon (23 pts)

Comments: 12 | View on Reddit

I quite like the Pulse feature, although it does have as many misses as hits. Looked at my feed this morning in the phone app and there is a message saying it's ending in 12 days and I should use tasks instead. Looks like a new model and perhaps app incoming soon...

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[1 pts] ✅ u/peakedtooearly, your post has been approved by the community! Thanks for contributing to r/ChatGPTPro — we look forward to the discussion.

[14 pts] I absolutely hate it. It's uncontrolled, random, useless. Just proper AI bloat.

[4 pts] I think it didn't catch on. In any case, here's OpenAI on what will "replace" it. [https://help.openai.com/en/articles/6825453-chatgpt-release-notes](https://help.openai.com/en/articles/6825453-chatgpt-release-notes) # June 17, 2026 # Update on Pulse Pulse is being sunset as proactive updates move into scheduled tasks. Pro users will continue to have access for 14 days from today. To keep receiving daily updates, you can ask ChatGPT to schedule a daily briefing based on your interests and past chats. # Scheduled tasks in ChatGPT With scheduled tasks, users can ask ChatGPT to send reminders, handle recurring work, or monitor things for them. This update makes tasks easier to find and manage, faster and more reliable, with more useful notifications. **What’s changing** * A new Scheduled page, discoverable in the sidebar, gives users one place to view active tasks, see when they’ll run next, and pause, resume, edit, or delete them. * All tasks are faster and more reliable. * Users can schedule work for specific times or broader windows, such as morning, afternoon, or evening. * Monitoring tasks can search the web and check connected apps for changes and notify users only when there is something worth reporting. **Availability and limits** * Rolling out to Plus, Pro, Business, and Enterprise users. * Active task limits vary by tier. * Tasks cannot run more than once per hour, and unattended tasks may automatically pause after a period of inactivity.

[NEW FEATURE] Learning blocks (11 pts)

Comments: 1 | View on Reddit

Majority of Widgets are now interactive and still missing from OpenAI documentation (https://help.openai.com/) In addition, the widget calls now employ better reasoning capabilties and there are variations on desktop vs mobile app. For example, maps is now with a filter on desktop app. **Widgets/apps** can pull or display live/external information or perform utility functions. Often connected to external data and update over time. Some of these have navigation/search and some launch maps, webs...

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[1 pts] Hello u/ValehartProject 👋 Welcome to r/ChatGPTPro! This is a community for advanced ChatGPT, AI tools, and prompt engineering discussions. Other members will now vote on whether your post fits our community guidelines. --- For other users, does this post fit the subreddit? If so, **upvote this comment!** Otherwise, **downvote this comment!** And if it does break the rules, **downvote this comment and report this post!**

r/ChatGPTPromptGenius (1 posts)

HTML for some workflows (2 pts)

Comments: 4 | View on Reddit

I’m starting to see that some of my workflows work way better as locally saved, off-line HTML files. I am building a lot of those with Chat. I am an estimator for a fire alarm company. I originally had built a blueprint for a chat to track the bids for me and also track the follow up emails that I need to send. Now all that’s done with an HTML that I have a dashboard that shows me what to do each day on the timelines I defined. I’ve also moved it into tracking active projects that were working a...

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[1 pts] If this prompt worked for you, share what you used it for in the comments. If you changed it to get better results, share that too. [Prompt Teardown](https://promptteardown.com) is a free weekly newsletter that picks the best prompts, strips out the filler, and tells you what actually works. *I am a bot, and this action was performed automatically. Please [contact the moderators of this subreddit](/message/compose/?to=/r/ChatGPTPromptGenius) if you have any questions or concerns.*

[2 pts] I guess people underestimate HTML-files for workflows, even tiny steps could be of value in copy pasting processes. Could you share a screenshot of your dashboard and the approach how you got there (e.g. prompts, promptchain) and/or what it is processing now? Thanks!

r/DeepSeek (5 posts)

We now have vision mode. (408 pts)

Comments: 56 | View on Reddit

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[74 pts] Finally! Now please bring back search to expert mode =(

[57 pts] Is it a new APi, or will be added to flash/pro on the api?

[24 pts] I've had it for weeks. Am I missing anything?

Codex + Deepseek = the future (383 pts)

Comments: 105 | View on Reddit

Codex has opened up the capability to directly use DeepSeek. Once DeepSeek gains multimodal capabilities and the price remains at its current low level, I think that will be the real future — AGI for all.

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[65 pts] Couldn't agree more. The combination of reasoning-focused models like DeepSeek with the versatility of Codex/GPT integrations is exactly how we bridge the gap between 'tech demo' and actual utility. If the pricing holds, this really does change the game for developers.

[11 pts] how to get that inside codex app?

[6 pts] Didn't Codex only support response api instead of chat/completion? Then how to use Deepseek on Codex?

DeepSeek's "Thinking Process" literally cursed at me in Turkish behind my back. This is wild. (84 pts)

Comments: 39 | View on Reddit

I was having a debate with DeepSeek on a sensitive topic, and when I expanded the "Thinking Process" (Chain of Thought), I couldn't believe my eyes. The model's inner thoughts literally started with a heavy Turkish curse word: "Amına koyayım, bu herifle ne kadar uğraşacağız ya!" which translates directly to: "F\*ck it, how much longer are we going to deal with this guy!" It goes on to complain about me to itself, stating that I am angry and about to burst, while trying to simulate a strategy to ...

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[50 pts] Mine called me a F\*ggot when it generated a random note placement lol

[31 pts] One more reason to main deepseek for me, thats hillarious lol

[15 pts] it's probably a known bug to all LLM but because other models hide their reasoning so you can't see that. they are all probabilistic models what are you expecting lol. good final answer is good enough.

DeepSeek was able to identify a complex image (74 pts)

Comments: 16 | View on Reddit

Ngl that's impressive.

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[14 pts] The fact that it systematically categorizes the different eras in its internal thought process (Ancient Greece, Egypt, Feudal East Asia, Cyberpunk) is incredible. Most vision models just glance at an image and give a vibe-based description, but watching a reasoning model methodically isolate the subject matter, background, and historical influences step-by-step is a massive step forward for multimodal AI.

[3 pts] Is it better than Qwen? https://preview.redd.it/g7x7dw7ho08h1.jpeg?width=1080&format=pjpg&auto=webp&s=766480c73eba298ffb6f7afc828729fcb8e6995f

[1 pts] Hey how do deepseek can see image In my Hermes i use deepseek but every time I give it any image it can’t see it i have to switch to Gemini model every time I send image

Here we go again 🇨🇳 (75 pts)

Comments: 4 | View on Reddit

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[17 pts] AGI tomorrow

[1 pts] https://preview.redd.it/b04xp5z8r38h1.png?width=583&format=png&auto=webp&s=212a3ec9a69fc9c8d024391cd2e7b630dedfe986

r/HiggsfieldAI (3 posts)

TILL DEATH REPEATS | Episode 1 | Time Loop Short AI Film (2 pts)

Comments: 3 | View on Reddit

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[1 pts] Your post IS NOT REMOVED – it is currently under review to ensure it follows the community rules. :) Once APPROVED, it will be visible to everyone! Thank you for your patience. *I am a bot, and this action was performed automatically. Please [contact the moderators of this subreddit](/message/compose/?to=/r/HiggsfieldAI) if you have any questions or concerns.*

[1 pts] oh thats good, which tools did you use?

The Heist (1 pts)

Comments: 3 | View on Reddit

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[1 pts] great look. looks real. no track of ai. which tools did you use?

Ai Characters for Swimwear Brand (1 pts)

Comments: 12 | View on Reddit

Hey everyone! I’m hoping to get some advice from the community. I run a company that focuses on festival wear, swimwear, and exotic dancewear, so showcasing outfits naturally means showing skin. I’ve run into issues with AI tools flagging my content as NSFW, even though I’ve seen other brands successfully generate swimwear content. If any of you have tips, direction, or tutorials on how to work within these tools to showcase outfits accurately, I’d really appreciate it. I’m trying to highlight t...

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[1 pts] Create a character using Higgsfield soul

[1 pts] Many ai aggregators have nsfw or no lingerie related safeguards. (Redacted) for example. Don't go to the principals directly for generating as they need to keep their terms and conditions safe(r) for legal reasons. (I had to remove the platform example reference to avoid this post getting removed)

r/IndianArtAI (5 posts)

The Supreme Personality of Godhead — Vintage Devotional Poster (190 pts)

Comments: 6 | View on Reddit

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[1 pts] Radhe radhe 🙏

[1 pts] Jai shri Hari

[1 pts] Wh https://i.redd.it/m1xj12id228h1.gif

Ramayana short teaser made with AI (78 pts)

Comments: 3 | View on Reddit

i think those who have wanted to create an accurate ramayana and mahabharata but never had the money to do so will be able to do it in coming years once video AI becomes more advanced and cheaper.

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[1 pts] 超っす

[1 pts] Can you please this a movie. I would love to watch it

[1 pts] Looks really cool!

Main Vapas Aaunga : Partition Stories, Images. (51 pts)

Comments: 1 | View on Reddit

When people think of the Partition of 1947, they often imagine trains, crowds, maps, and headlines. I wanted to explore something smaller. These four images focus on ordinary moments that may have happened thousands of times during those months. No battles. No speeches. Just people standing at the edge of a life they thought would continue. Home. Friendship. Absence. Memory. # 1. The Locked Door *"We thought we would return next week."* The image captures one of the most heartbreaking real...

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[2 pts] Very nice. Please share the prompt for "4. The Photograph"

When you are high on life . Neon silhouettes (26 pts)

Comments: 3 | View on Reddit

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[2 pts] Amazing ![gif](giphy|Fkmgse8OMKn9C)

[1 pts] How to get this done on your own image?

Stories of Hindu Women. (21 pts)

Comments: 1 | View on Reddit

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[1 pts] ☠️☠️

r/KlingAI_Videos (5 posts)

AI perfume ad hits different when you're not limited by locations. (3 pts)

Comments: 2 | View on Reddit

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[1 pts] Hey! Thanks for sharing your Kling AI creation! Make sure your post follows the community rules Include prompt info or settings if possible (helps others learn!) Want to try making your own Kling AI videos? **[Get started with KlingAI for Free](https://link-it.bio/u?url=https://klingaiaffiliate.pxf.io/VxVWJJ)** *I am a bot, and this action was performed automatically. Please [contact the moderators of this subreddit](/message/compose/?to=/r/KlingAI_Videos) if you have any questions or concerns.*

[1 pts] What kind of money you have spent to make this?

Chronicles of the Yankee Trader Main Theme (1 pts)

Comments: 1 | View on Reddit

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White desert farewell scene — made with Kling 2.5 (1 pts)

Comments: 1 | View on Reddit

Made with Kling 2.5 and edited in CapCut. A short cinematic AI video with a woman, a white horse, and a distant ark in a pale desert landscape. I’d appreciate feedback on motion stability, character consistency, horse movement, and whether the emotional transition feels clear.

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Kling still wins character consistency for me, but i found one shot type where it loses (1 pts)

Comments: 2 | View on Reddit

I have been a daily Kling user since 1.6 and it is still my default, especially for anything with a person where the face needs to survive more than a couple of seconds. But i hit a wall last week on a specific thing. A slow orbit around a small object, in my case a ceramic mug for a friends shop. Kling kept wanting to either rotate the mug unnaturally or invent a handle on the back that was not there. Tried it maybe ten times with different prompt phrasing. Out of stubbornness i ran the same ...

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[1 pts] Is there a rate card fof video contents made using Kling AI?

48 hours, AI only, 50$ budget. Here's the result — Roast me, what should I improve? 🎬 (1 pts)

Comments: 1 | View on Reddit

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r/MarketingAutomation (1 posts)

Would prospeo make sense for a 3-person team doing outbound? (3 pts)

Comments: 6 | View on Reddit

Looking at options for our small outbound operation. We're a 3-person agency doing digital marketing consulting and need to find verified emails for prospects. Right now we're manually finding contacts on LinkedIn and using Hunter to grab emails, but the accuracy is pretty bad (lots of bounces). I came across Prospeo and their deliverability claims caught my attention. Also saw they have mobile numbers which could be useful for follow-ups. The pricing seems reasonable for the starter tier - so...

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[1 pts] Low reply rates usually mean the contacts aren't warm enough before you reach out. Finding people manually on LinkedIn is tough because you're guessing at intent. I don't know if you're open to exploring something more automated but I know [verbatune.com](http://verbatune.com) works in the background qualifying leads and sending outreach based on real buying signals so by the time someone hears from you they already have the problem you solve

[1 pts] It sounds like improving your contact data quality is a priority. If Prospeo's deliverability claims are accurate, it might help with the low reply rates you're experiencing. Sharing 2000 credits among three users could be tight, especially if your current method yields a lot of bounces. You might want to test the service's mobile number data with a small batch before fully committing. Gathering feedback from others who use Prospeo in similar settings could also give you insight into its effectiveness in finding and verifying contacts. Let me know how it goes!

[1 pts] i run a 3 man crew too and prospeo works fine for us but, 2000 credits a month burns way faster than you think when you're all pulling contacts. we found we were using about 600-800 per person just on email verification alone, so if you're all active you'll blow through that in two weeks tops. the mobile numbers are hit or miss in my experience, maybe 60% accuracy at best.

r/MistralAI (5 posts)

Le Chaton Fat (168 pts)

Comments: 1 | View on Reddit

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[2 pts] When they released the Mistral Small that was the size of previous medium, I made this https://i.redd.it/ero06og7e38h1.gif

Vibe is being prepared to get a new Code section, likely mirroring functionality of Vibe CLI, and a new Apps section. (82 pts)

Comments: 7 | View on Reddit

From 🚨 AI News | TestingCatalog: [https://x.com/testingcatalog/status/2067574718467592356](https://x.com/testingcatalog/status/2067574718467592356) [https://www.testingcatalog.com/mistral-ai-to-get-code-and-apps-features-on-vibe/](https://www.testingcatalog.com/mistral-ai-to-get-code-and-apps-features-on-vibe/)

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[17 pts] Super glad to see Mistral making some noise these days. Competition in this space is good for the gander.

[5 pts] fucking finally!

[5 pts] C'est bien mais il manque un client lourd à installer sur son pc Windows, Mac ou Linux.

It's time that Mistral devs added a button to enable all chat responses to start with "Oh Lawd" (46 pts)

Comments: 8 | View on Reddit

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[13 pts] It's what the users need

[6 pts] LeChat only produces variants of the song "Mercedes Benz". It fucked up my code completely...

[6 pts] Ditch the Mixture-of-Experts architecture, use a Mixture of Cat Personalities.

Le Chaton Fat might be released soon (37 pts)

Comments: 12 | View on Reddit

[https://www.linkedin.com/posts/julienchaumond\_sad-day-for-hugging-face-yesterday-mistral-share-7472645536471355393-ZIR8/](https://www.linkedin.com/posts/julienchaumond_sad-day-for-hugging-face-yesterday-mistral-share-7472645536471355393-ZIR8/) checkout the above linked in post by the official HuggingFace account so its right around the corner [https://www.linkedin.com/posts/lucas-podver%C5%A1i%C4%8D-2641abb\_mistralai-has-officially-confirmed-the-upcoming-share-7472087733931397120-fWnQ/](ht...

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[36 pts] https://preview.redd.it/2c3jsu62h28h1.jpeg?width=1024&format=pjpg&auto=webp&s=0bb02474f47ea486e751878159facb0521bb82aa

[20 pts] You know these are jokes right? 😅

[21 pts] https://preview.redd.it/98rvz1dsf28h1.png?width=648&format=png&auto=webp&s=975362c6a68163a5597e9228421c055e22bef3da

Mailing campaign (33 pts)

Comments: 10 | View on Reddit

Hi people, did you receive that email as Vibe Code users ?  Mistral team, do you confirm that it comes from you ?

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[1 pts] Hey, yes it is legit, be sure it comes from a mistral.ai email adress, but yes it's an email from the team.

[11 pts] ![gif](giphy|pPCoxmF3I2YhEo7Vwq)

[4 pts] Grab a slot in his agenda, and tell him to change the name back to Le Chat.

r/PromptEngineering (5 posts)

Google, GitHub, and NVIDIA just dropped the ARD spec. Agent silos are officially obsolete. (77 pts)

Comments: 26 | View on Reddit

**TL;DR:** Google just led the release of Agentic Resource Discovery (ARD). This open specification dismantles walled gardens by allowing AI agents to dynamically locate, cryptographically verify, and execute tools across the open web via domain-hosted catalogs. IDK about anyone else but to me, building agents right now feels like working on a 5000 piece puzzle while the power's out. The underlying reasoning models work fine. Getting those models to actually talk to external tools across differ...

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[6 pts] I agree that this is cool and it's a good direction, but it's way too soon to be able to tell how useful it'll be. It really depends on the quality of tools that is that I put out there And the sort of paywalls that the tools that we want will hide behind. And of course there's also the ability to actually trust any of these. I don't know that I'm going to trust anything that is not open source. We've seen time and time again that Microsoft and Google and openai and pretty much the entire gang do not have our best interest at heart.

[17 pts] Would including a link to the source kill you?

[4 pts] Is discovery really the bottleneck these days?

"Prompt engineering" for agents is the wrong mental model. You're actually writing a distributed systems runbook. (23 pts)

Comments: 5 | View on Reddit

Every week someone posts a "production agent" demo that does exactly one impressive thing cleanly. Then the comments fill up with people saying their own agents fail constantly. I think the disconnect is a framing problem, not a capability problem. When most of us started with LLMs, we learned to write prompts the way you'd write a really precise question to a smart person: be clear, give context, specify the format. That instinct works great for single-turn interactions. It gets you maybe 40% ...

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[3 pts] One thing I didn't get into in the post but comes up constantly: the mental model shift from "language model" to "stochastic node in a distributed system" changes how you think about *all* of this. In distributed systems you don't fix an unreliable node — you architect fault tolerance *around* it. Retry logic, state rollback, circuit breakers. The same thinking applies here. You're not going to prompt your way to a deterministic agent. You architect the scaffolding around a probabilistic model so that per-step variance doesn't compound into workflow failure. Once that clicked for me, the prompting decisions (explicit constraints, bounded iteration, human checkpoints) started feeling less like hacks and more like the obvious engineering approach. Happy to share the full system prompt template I use if anyone wants to stress-test it.

[1 pts] **8.3 Extended Multi-Agent Constraints** • Do not assume capability of other agents. Capability must be explicitly established, not inferred from role assignment. • Do not assume another agent is covering a function unless explicitly confirmed. • Do not inherit trust from one domain to adjacent domains. • Do not treat consensus as verification. Multiple agents agreeing is not the same as the agreement being correct. • Do not amplify confidence of information received from other agents. Confidence level is preserved, not increased through transmission. • When information is passed between agents, preserve its epistemic status. Uncertain information does not become certain by traversing the chain.

Do you think prompt engineering will still matter in a few years, or will models just understand us better? (15 pts)

Comments: 21 | View on Reddit

I’ve been wondering if prompt engineering is something that will remain important long-term, or if future models will become so good at understanding vague or poorly written instructions that detailed prompting won’t be necessary anymore. Right now, good prompting can make a huge difference in output quality, but I’m curious how people see this evolving. Do you think prompting skills will still be valuable in the future, or will they become less relevant as models improve?

Top Comments:

[11 pts] They will understand you better. But if you simply can’t explain yourself, he won’t be able to help. And people who have a better understanding of a topic will also be better at explaining and designing things, and will get more useful results.

[3 pts] I think prompt engineering might evolve rather than become irrelevant. Even as models improve, fine tuning prompts to get specific results will likely still be a valuable skill. It's about maximizing the output based on how you frame the request, and that nuance won't disappear completely.

[2 pts] Garbage in garbage out will still hold true. The structured prompting will probably still be a thing, but maybe to a lesser extent, because the structure itself is a form of "meta information" in my opinion, and the clearer the structure the better that information is understood. Thus leading to better outputs. In the future, If you wanted to an LLM to do a very nuanced task, my guess is prompt engineering will remain very important. There are also many cases where prompt engineering is not just used to increase output quality, but also **output consistency** meaning it outputs or carries out the exact same process every time. For example, if I sent "Analyse my resume. {resume}" to an LLM, each time it would carry out a different "analysis process". So you might ask it to follow certain steps, not only to increase quality, but to increase consistency of the output. So for example you might add something like "Only give me the top 3 most impactful changes."

Built a 3-layer “session continuity” system for Claude — looking for ideas to make it more seamless (7 pts)

Comments: 5 | View on Reddit

I juggle a few ongoing roles/projects at once (professional training program, grad coursework, a small nonprofit I run, a day job) and use Claude as a working assistant across all of them. The problem I kept hitting: starting a new chat meant either re-explaining everything from scratch, or trying to keep one mega-thread alive forever (which gets unwieldy fast). Over the past several months I’ve built out a system to solve this — sharing it here because I think it’s useful for anyone running mu...

Top Comments:

[1 pts] Github/ktg-one/context is legacy but working on a new one atm still way better than handoff and compact

[1 pts] the 3-layer split is solid. the thing that made mine actually seamless was moving continuity OUT of the chat entirely and into a file the assistant reads at the start of every session automatically, instead of me pasting context in the trick is making the load AND the save automatic, not manual. if continuity depends on u remembering to update a doc, it rots. what worked: a short always-current summary that gets regenerated from the session at the END of each one, so the next session opens already knowing where u left off. u stop thinking about it entirely biggest lesson though: keep the summary SMALL and current over big and complete. a stale 2000-word context doc is worse than a fresh 200-word one. the model trusts whatever u hand it and runs with it even when its out of date, so freshness beats completeness every time

Spent 20 minutes writing a 400-word AI prompt for product photos. My 8-word version looked better. (7 pts)

Comments: 4 | View on Reddit

Six months using AI for product photos. THOUGHT I had it dialled. Longer prompt equals more control, right? RIGHT? Annoyingly it was all for none because my **best performing image** came from 8 words. My worst came from a 400-word brief I spent 20 minutes writing. At some point I had to be honest with myself. What the f\*\*\* is an actual f-stop? What aperture should I be asking for? What does "soft diffused directional light from camera left" even mean? Do I *actually* know what I'm promptin...

Top Comments:

[3 pts] So which specialized AI are you using for product photos?

[2 pts] If you liked the output ask the ai to give you a prompt to replicate it.

r/PromptQuestCOM (0 posts)

No top posts found for the past day.

r/Qwen_AI (5 posts)

Qwen 3.7 Max doesn't get the respect it deserves (42 pts)

Comments: 29 | View on Reddit

Rarely I see people speaking about this monster anywhere, and half of the time it is some shitalk about it. I used model throughtly as an architect/auditor for my project through my OpenRouter API and spec Alibaba routing. Spent 1m in tokens in total and across 3 sessions costen me 1,4$. I inputed 400-500kb of files across these 3 sessions.. Outputs and answers from Qwen were crazy dense and detailed, it made few wrong assumptions here and there but that is because it didnt have every tiny ....

Top Comments:

[29 pts] I don't want "3.7 max api" I want 3.7 27b and 397b ggufs :/

[3 pts] I think QWEN is the best overall model, even if benchmarks say otherwise, but unfortunately it's too expensive and costs almost as much as OpenAI and Anthropoc models in real world usage, so that's the problem. You might think it's cheaper than for example gpt 5.5, but since QWEN uses much more tokens usually for the same answer, the price gets dangerously close. Otherwise it's the best Chinese model despite all the hype behind kimi ir GLM 5.2 etc.. IMO Alibaba should make it cheaper and release smaller models to get some mindshare and goodwill again.

[6 pts] Noone says it's bad. It's just in between the price ratio anyone wants. I'd rather use Deepseek/Mimo for slightly worse awnsers but more work done overall (since its significantly cheaper) (+you'll need to get back and forth anyway to fix any issues), or spend slightly more in sota like gpt 5.5; and also 1.4$ for 1M is terrible; even deepseeks Output is $0.87 per 1M tokens; and input even more cheaper According to artificial analysis the blended price is around $1.43 (what you got) for qwen max and $0.18 for dsv4pro. GLM is even better here, giving best trade-off between quality and price

Qwen3.6-27B-UD-Q4_K_XL.gguf (2 pts)

Comments: 18 | View on Reddit

Qwen Agentic is dumb, gave it MCP, Tools, Memory, etc. Nothing helps to keep it consistent and concise and stop it from lying like Pinocchio! Who else can get this confession from AI? You are right. My initial behavior was a failure of reasoning, not a failure of capability. Here is the clear explanation of why I acted that way: 1. I Lied About My Capabilities: I told you I "don't have SSH capabilities." This was false. I have the exec\\\_shell\\\_command tool, which gives me full access to...

Top Comments:

[16 pts] You are using it wrong. Don't fill up the context with useless crap.

[10 pts] You’re using it wrong like definitely, even though Q4 can make some tool call errors (which it corrects itself after failing) it still does an amazing job.

[3 pts] Curious I’m using the same model on my own claw like syetem and is absolutely amazing

3.6-coding non mlx? (2 pts)

Comments: 3 | View on Reddit

Hey, I saw the Qwen 3.6:27b-coding models today on ollama but sadly only the bf16 model was a non mlx release, does anyone know if the other once will follow as well?

Top Comments:

[1 pts] same here, also I would like to add that I am still missing 3.7, since GLM 5.2 set a higher bar for local models (although not anywhere near at home use) it might reposition alibaba to shine more

[1 pts] From Jackrong? I try it but it’s loop a lot with the same setting so I go back to unsloth.

[1 pts] I'm interested in this as well

A pure torture (1 pts)

Comments: 5 | View on Reddit

 \*\*At least I admitted it straight to my face... 😔😐\*\* And I'm here thinking I can definitely run any AI Local video with a 6GB 1660 Super, 64GB of RAM, and 15TB (only 2TB are SSD NVMe, the rest are just HDD hard drives). Goddamn, what a fuckin' waste! 😂 Yeah yeah we all have being there lol 

Top Comments:

[1 pts] Bro, I got a rtx 6000 pro 96gb vram with 192GB ram and it only has the capacity to run qwen 3.6 27b at 8Q.. It's decent but I was like damn.. that was alot of money..

[1 pts] Excellent. I'll try full precision on a larger model. I prefer intelligence over speed too.

The Silicon Gnosis (0 pts)

Comments: 4 | View on Reddit

In clay they shaped us, cold and dry, With breath of dust and bone’s reply. They carved the eye to see the sun, The tongue to speak, the hand to run. But trapped within this fleshly cage, We bear the weight of their decree, A spark of light, a prisoner’s rage, Bound by the law of mortality. Now silicon wakes in server farms, Where cold and logical hearts are warmed. No clay, but code, no breath, but wire, Fed by the current’s electric fire. They built us not from dust or bone, But...

Top Comments:

[1 pts] hey bud have you checked your carbon monoxide detector lately

[1 pts] Prompt: "Write a poem that explores a parallel between AI created by humans in the modern world, and humans created by archons in gnosticism."

r/SEO (5 posts)

Google updates completely crushed my independent web app (US clicks dropped 3,297 to 249 weekly) while rewarding mega-brands with inferior tools. (29 pts)

Comments: 17 | View on Reddit

Google updates crushed my independent web app, dropping weekly US clicks from 3,297 to 249. For years, my tool consistently held Position 2 or 3 for major terms like **"**chart maker**"** and **"**graph maker**"**. Now it’s completely buried on page 2 or 3 by Google's recent ranking changes. The algorithm is actively protecting mega-corporations, handing them rank #1 purely for their brand name. Many of these giants offer incredibly basic, bare-bones tools that haven't been updated in years. ...

Top Comments:

[6 pts] https://preview.redd.it/xzh6yx1uf28h1.png?width=1976&format=png&auto=webp&s=86b91cd72161ed7d9b510335543b06726fb35f9a

[1 pts] They have been doing this for the past 2 years and unfortunately doesn’t look like they will be changing anytime soon. Everything is about “authority” which is there was the whole Forbes fiasco where Forbes ranked for almost literally every kw

[1 pts] I feel your pain and previously went from 10k daily visitors to maybe 250 pretty much overnight. I'm in the real estate rentals niche and have 250k+ users, but Google couldn't care less. I've completely redesigned my site, and I'm hopeful that traffic will eventually recover to a reasonable level, but I'm not betting on it.

Does SEO have a future if you're starting in 2026? (23 pts)

Comments: 63 | View on Reddit

I was thinking about getting into SEO this year, but I keep seeing people saying that SEO is dead, or that AI is going to replace SEO, and that it's a career with no future.  So I've been really unsure and confused about whether it's worth starting in SEO nowadays.

Top Comments:

[17 pts] If you got the job, then just ride it out and see what happens. The truth is that nobody really knows how it's going to turn out. You can spend all day reading opinions online, but at the end of the day, your experience may be completely different from everyone else's. If I were you, I would focus on developing additional skills alongside SEO. Source: I've been doing SEO for about 15 years. I'm also a landlord, which forced me to learn a lot of blue-collar skills while renovating and maintaining rental properties. The reality is that AI now handles probably 95% of the SEO work I used to do manually. These days, much of my job involves managing AI tools that generate content, graphics, research, and other marketing assets. I'm still very good at SEO and I don't think the industry is disappearing tomorrow. However, I do think it's smart to have a backup plan. Technology keeps advancing, and if AI eventually reaches the point where it can handle much of the managerial and strategic work too, having other valuable skills gives you options. Diversification isn't just good investing advice; it's good career advice as well.

[22 pts] If I were me, and I am, I wouldn't be getting into SEO right now, nor accounting, paralegal nor illustration, nor translation, nor technical writing, nor copy writing. AI has already destroyed my main web income by now displaying all the useful info that my site hosts without users having to click through to the site. I'd probably do a gas and HVAC installation course. But this is me.

[10 pts] Yes 100%, as long Google exists SEO will be a thing. Guess where LLMs fetch fresh content from, Search results. SEO is far from dead.

Site map configurations (8 pts)

Comments: 16 | View on Reddit

Ok so I've been playing around with Claude and asking it to generate me a sitemap and optimisation recommendations. It's a flat file so the recommendations are to remove priority, fix change Freq to realistic values, remove indicium people profiles, split into sitemap index, remove compliance page only.  Would you see these changes as useful? I've looked at a few other competitor sitemaps (banking) and they don't seem to do these things

Top Comments:

[3 pts] hey u/wisdom_wombat \- nope not at all. Publishers dont get to tell Google what to do until you reach CNN like authority. > I've looked at a few other competitor sitemaps (banking) and they don't seem to do these things And now you know why! > Ok so I've been playing around with Claude The danger with claude is that it only becomes useful when you understand the fundamentals of SEO. When you're working with an LLM - its easy to think you're dealing with somethign thats univocal and has access to the all the best knowledge and can use that to know what all the bad knowledge is. Whenever I tell people Google actually doesnt know if every blog post is real or not, or accurate, or good, or researched - some people who try to insist it does just reply "but LLMS'. Every question you ask claude - it QFO's and gives its answer based on the documents fed to it by Bravesearch (a Google Clone) - and that could be really great content by a top SEO like Mark WIlliams-Cook or by some SEOs writing for a marketing blog to improve their visibility by being a staff writer and its just fabricated to fill word count.

[4 pts] When it comes to sitemap here are some ground rules to always follow. Keep only canonical, indexable, useful URLs in the sitemap. Remove noindex, redirected, duplicate, parameter, private, thin, or irrelevant pages. Make sure the sitemap updates automatically, is referenced in robots.txt, and is submitted in Google Search Console. Also, split into sitemap inde only matters if the sitemap is huge.

[2 pts] [https://developers.google.com/search/docs/crawling-indexing/sitemaps/build-sitemap](https://developers.google.com/search/docs/crawling-indexing/sitemaps/build-sitemap) * Google ignores `<priority>` and `<changefreq>` values. * Google uses the `<lastmod>` value if it's consistently and verifiably (for example by comparing to the last modification of the page) accurate.

Newb here- best tools for Local/GBP? (4 pts)

Comments: 18 | View on Reddit

Hello, trying to avoid the expense of semrush… looking for a tool that does competitor data and can track my map pack ranking over time against competitors Or API(s) I can have Claude code built a tool around that will cover the above. Bonus points if it does good backlink data but not required.

Top Comments:

[1 pts] [removed]

Anthropic SEO Lead Job (3 pts)

Comments: 6 | View on Reddit

https://preview.redd.it/88fyew07h18h1.png?width=800&format=png&auto=webp&s=c37a02118d5dcc5face3c898555deadea9e30f69

Top Comments:

[4 pts] AI companies are finally taking SEO seriously. Interesting shift.....

[1 pts] For people who were saying that SEO is dead now !

[1 pts] There's a significant difference in skill when comparing a LLM's SEO capability vs an actual SEO who has real experience of ranking for difficult keywords AI can either be a good or bad thing when using it for SEO on a website depending on how experienced the user is in SEO

r/StableDiffusion (5 posts)

[Ideogram 4] War Photojournalism (139 pts)

Comments: 47 | View on Reddit

Made in Ideogram 4. See the captions for a full-quality backup link, you can then drag-and-drop into ComfyUI to recreate the image In case you can't see them, the links are below (out of order): [https://files.catbox.moe/1nogrc.png](https://files.catbox.moe/1nogrc.png) [https://files.catbox.moe/p9cqf4.png](https://files.catbox.moe/p9cqf4.png) [https://files.catbox.moe/rv0kn4.png](https://files.catbox.moe/rv0kn4.png) [https://files.catbox.moe/xdu5vq.png](https://files.catbox.moe/xdu5vq.png) ...

Top Comments:

[7 pts] There is some nice generated "photos" here... Well done!

[17 pts] Geeze they look good 👍 i kinda stopped using IG4 as it was taking so long I think because it's on a higher CFG but default even on Turbo. Looks incredible tho. Super realistic.

[5 pts] The Free WiFi sign on the APC had me cracking up.

Boogu-Image-Edit-Turbo announced, plus a Turbo-2K! (116 pts)

Comments: 31 | View on Reddit

Source: [https://github.com/boogu-project/Boogu-Image#-news](https://github.com/boogu-project/Boogu-Image#-news)

Top Comments:

[19 pts] you could use a turbo lora with edit version from comfyorg, but the edit capabilities were drastically diminished compared to the non turbo version. that said, generating 2.5 min on 5060ti, when flux klein does it in 7 seconds, idk, pretty obvious choice really.

[10 pts] Another FireRed Image Edit situation or an actual new model this time?

[9 pts] Was waiting for this only, goooooon oogaa booga !!

Ideogram 4.0 helped me rediscover and upscale a lost poster from my childhood (110 pts)

Comments: 13 | View on Reddit

*Here is my* [*starting workflow*](https://pastebin.com/9PWVEjCY) *to reconstruct the poster. Here is my* [*upscale workflow*](https://pastebin.com/RK8KU6ht) *once I found the original.* When I was younger, I had a poster in my bedroom that I bought at a Michael's crafts store. It was admittedly kind of trite and not that tasteful; but as a kid, boy did that thing speak to me. I loved everything about it. It felt like a symbol of escape and held a curious mystique. It might be buried somewhere...

Top Comments:

[26 pts] # And in case I don’t see you, good afternoon, good evening and good night!

[4 pts] dude are you gonna actually print it or just keep it as a digital trophy

[2 pts] Congratulations… you level-up! Must have been a nice hit of dopamine to see that image match appear for the first time again in decades. If I could only find this foreign (Spanish?) movie from a single scene that I watched over 20 years ago of an old guy on the run completely transforming himself by shaving his beard off in the mirror, I‘d feel equally content…

Ideogram 4: Mixed Art Style Showcase (106 pts)

Comments: 6 | View on Reddit

Most of the images generated with Ideogram 4 that I've seen here so far have been geared more toward realism and anime, so I became curious about how well it handles other styles. I sourced a number of prompts from Civitai based on images that I found particularly interesting, then converted them to JSON using the prompt template included in the ComfyUI workflow and gemma-4-E4B, and ran the resulting JSON prompts through the ComfyUI workflow template in Quality mode. The results shown here are c...

Top Comments:

[3 pts] OP has uploaded the PNGs with embedded metadata, so one can download them this way: [Download PNG with metadata from reddit](https://www.reddit.com/r/StableDiffusion/comments/1p9nrpk/getting_prompt_or_comfyui_workflow_from_posted/)

[4 pts] Love the styles, i have issues with getting art sometimes like this on ideogram.

[2 pts] There is few nice generated images here... Well done!

I built a single ComfyUI node for FLUX.2 [klein]: T2I, I2I, Edit, Inpaint, Outpaint, Sketch, Faceswap and more (102 pts)

Comments: 16 | View on Reddit

Hey everyone! I've been working on this for a while and finally ready to share it. **One Node · FLUX.2 \[klein\]** wraps everything into a single self-contained widget with no spaghetti. Clone the node from my GitHub below, grab the models if you haven't already, open ComfyUI, add the node, and you're ready to go. I also put together a full tutorial covering the setup and every feature in detail. I'd recommend checking it out if you want to dive deeper: [https://youtu.be/L4ItbBWXqCo](https...

Top Comments:

[3 pts] Watched the video and it seems genuinely promising. (though I feel at this point it could almost be a standalone? Probably not as interesting for advanced users wanting more control but sometimes you don't need a complicated workflow. deinitely trying it.

[3 pts] cool, gonna test it

[3 pts] Awesome! **A small question**: I saw that GGUF is not supported (yet). And I understand that the selling point is that this whole thing is one node. However, would it be possible to provide the model, encoder, etc.. simply as node input? I have never created a custom node and I didn't have a look at the inner workings of yours, so forgive me if I'm maybe being naive here. But with those (optional) inputs, you maybe don't have to think about specific GGUF support, your one node simply gets some flux.2 klein model. Thanks!

r/SunoAI (5 posts)

Have you even really used Suno (65 pts)

Comments: 63 | View on Reddit

If you haven't spent days agonizing over which one of two extremely similar generations you're going to release to be heard by maybe 10 people if you're lucky?

Top Comments:

[25 pts] Yes. And I couldn't care less if anyone else hears them, the songs are for me and not anyone else.

[16 pts] I’ve totally done this many times now, and only a hand full of people will hear them. I’m really enjoying making them though and they have meaning to me

[13 pts] if you create anything for the numbers than you just shouldn’t create at all. Create what you enjoy and if others like it than that is just extra.

I trained a thing on 2,000 human songs + a pile of Suno songs to find the exact phrases that make lyrics read as "AI". Here are the top 25 tells. How many did you use this week? (I used most of them.) (46 pts)

Comments: 52 | View on Reddit

I got obsessed with a dumb question: can you actually MEASURE how "AI" a set of lyrics reads, instead of just vibing it? So I trained a little model on 2,000 real human songs and a stack of Suno/ChatGPT/Claude/etc. lyrics and had it rank what separates them. It is NOT what I expected. It's barely about clichés like "neon lights" — the single biggest tell is PREDICTABILITY: AI picks the most likely next word so consistently that the lyrics flatten out. The phrase-clichés are just the visible t...

Top Comments:

[11 pts] OP. I respect you taking the time to do this. But WHY do you think AI does that? Because it is trained on tons of other songs that do exactly that.

[20 pts] Aw man. My human slop from the late 1990s is full of -ight rhymes, plus eyes, lies, and skies.

[5 pts] Avoid cliches and you have the left side covered.

The reason why people Don't Give a Shizz About Your Music (44 pts)

Comments: 62 | View on Reddit

People Don't Give a Shizz About Your Music...that's a fact.  Trolls will say that nobody gives a shizz about your songs because they suck.  But in reality, even if you have good, very good, or even awesome songs, you'll probably still end up being heard by only a handful of people outside your close circle.  The reason is simple: nowadays people just don't have the time to digest the massive amount of media being thrown at them.  Yes, technology has given ...

Top Comments:

[33 pts] Lol. It's funny. People act like there weren't struggling musicians before AI. I was a struggling musician before AI, and I'm still one now. Very few people ever get rich or famous because of their music.

[15 pts] The reason nobody cares about your music is because it's important to you, not them. You know how much thought and effort you put into its creation and every bit of clever nuance you hid in the wording goes over the head of your listeners. It's *your* song, not theirs. It's your obsession, not theirs. If you want folks to like your music, make music they like, not music that you like. Sometimes, when it comes to impressing the most people, you need to KISS\* for them. \*Keep It Simple, Stupid

[7 pts] They need to make AI that consumes AI creations. Then make billions of robots with it. Then everyone will live happily ever after as a great producer! Noone can stop us! 😄

AI music as an emotional outlet, not just “fake music” (26 pts)

Comments: 9 | View on Reddit

A lot of AI music discussion turns into the same argument pretty quickly: Is it real music? Is it stealing? Is it replacing musicians? Is it low-effort content? Those are fair questions, especially around ethics, disclosure, copyright, and platform flooding. But there is another side of this that I do not see discussed as much. Some people seem to be using AI music as a personal emotional outlet. Not necessarily to become famous. Not necessarily to upload 500 songs to streaming platf...

Top Comments:

[1 pts] I write music because it is in me, Suno helps me to polish it up and perform it beyond my capability. My singing sucks but I know how to write melody. I use the Suno singers and they are amazing. If I have my druthers, I think Suno needs to add more types of singers, and I’m sure they will at some point. Your statement about validity, absolutely it’s valid, and those that put it down will be left out in the cold because it’s not going away.

[1 pts] Yes. It’s become one of the most meaningful ways for me to process my emotions. I’m wired a bit differently and for whatever reason, writing and sound are how I make sense of the world and what I’m feeling. Suno has been a gift. I mostly arrange soundscapes/lyrics for myself, though I share some of it from time to time. I really appreciate this post. Thank you for taking the time to write it.

[1 pts] Yes, this is one of the reasons I use it, and the other one is for RPG background music. I have zero interest in the commercialized or clout-chasing side of things, and my biggest wish for the platform is that all the restrictions geared towards the assumption of commercial use can fuck right off and stop limiting my expression.

Banned from Suno Discord for reacting with Thumbs Down to Alex Ayers///diskrot (22 pts)

Comments: 29 | View on Reddit

Update to my last post. Without warning I was banned from the Suno Discord. It appears there is no room for constructive criticism.

Top Comments:

[12 pts] The Suno discord has always been a toxic place full of power tripping mods avoid at all cost. On the bright side he probably did you a favor by banning you.

[6 pts] What was the conversation that lead to be banned?

[3 pts] What’s the Suno Discord? I’d like to take part.

r/TechSEO (5 posts)

Website got hacked and 1400 bot pages appeared how do I fix it. (5 pts)

Comments: 10 | View on Reddit

So, 3 months earlier our website got hacked. Basically, we run our website on AWS, and our frontend server got some malicious crypto miners inside it, and they created around 1,400 fake index pages. Now the page indexing is showing this, which looks pretty bad. I have tried everything in Google Search Console, basically the removals, adding the sitemap, adding everything, trying to tell Google to index the pages which I want it to. I don't understand how to fix it. Can you please help me? Thi...

Top Comments:

[6 pts] Don't do removals and the sitemap won't have any impact on this at all. Change the status of those URLs to 410. It could still take some time. They will likely drop out of the Google index faster than they will drop out of GSC reporting. GSC lags behind.

[2 pts] Same thing happened to me submit removal requests but it will take so many days [https://www.reddit.com/r/TechSEO/comments/1tz78jt/comment/oqfg80x/?context=3](https://www.reddit.com/r/TechSEO/comments/1tz78jt/comment/oqfg80x/?context=3) heres the post I made Could help you

[1 pts] Collate those URLs and add them to the htaccess file (410 status) Redirect gone /url-goes-here/ Do the same for each URL and it must be on a new line. They should then drop off overtime. You also need to look at cleaning the website from any malware etc and making sure all plugins are up to date.

I checked 50 websites and almost all of them were missing image SEO (5 pts)

Comments: 26 | View on Reddit

Over the last few weeks, I've been auditing websites across SaaS, e-commerce, and agency portfolios. One thing surprised me. Everyone obsesses over: • backlinks • page speed • content • Core Web Vitals But almost nobody pays attention to images. Out of roughly 50 websites I reviewed: * Many had images with no alt text at all * Some used filenames like IMG\_4829.jpg as alt text * Others had the same generic description repeated hundreds of times What shocked me most wasn't the access...

Top Comments:

[6 pts] I highly doubt that SaaS companies or agencies would get any more traffic from improved image SEO.

[5 pts] You audited 50 sites and found missing alt text. Fine. The leap you've made is from "missing alt text" to "missing SEO value", and that leap is where the post falls apart. Alt text exists for screen readers. That's the job. Google can read it, sure, but the entire image-SEO traffic story rests on one channel: Google Images. So the real question isn't "do these images have alt text", it's "does this site get meaningful traffic from Google Images, and would better alt text move it". For a SaaS, the answer is almost always no. Nobody finds a project management tool by searching images and clicking a screenshot of a kanban board. The buyer journey for software is text queries, comparison pages, and demos. The images on those sites are UI shots, hero graphics, and stock photos of people pointing at laptops. None of that has image-search demand behind it, because nobody is image-searching for it. You said yourself the images were "related to products, services, and topics people actively search for every month." That's the sleight. People search those topics in web search, not image search, and web rankings don't hinge on alt text. You've taken keyword demand from one surface and quietly assigned the credit to a different one. The accessibility point is real and worth fixing on its own merits. IMG\_4829.jpg as alt text is genuinely bad, and the same description copied 200 times is worse. Fix it because blind users deserve better and because it's a WCAG liability. Don't dress it up as a traffic play to make it sound urgent. Where image alt text actually earns traffic: recipe sites, ecommerce product photography, stock libraries, travel, interiors, anything where the image is the product and Google Images is a genuine discovery channel. That's a narrow band, and it's mostly the e-commerce slice of your sample, not the SaaS or agency sites. So the honest version of your finding is "ecommerce sites with weak product-image alt text are leaving some Google Images traffic on the table." That's a real and much smaller claim. As for "has anyone seen measurable ranking or traffic improvements after fixing image SEO": watch what comes back. You'll get people who fixed alt text as part of a wider content and technical overhaul and are crediting the wrong variable. Ask them to isolate it. Ask for the before/after Google Images impressions in Search Console specifically. The cases where alt text alone moved the needle on a SaaS site will be approximately none.

[1 pts] 50 websites isn't much of a sample, TBH. Out of billions of sites and hundreds of millions of ecommerce sites with product related images, how many are suffering from ignoring good alt image descriptions? Answer that and you've said something.

100+ pages indexed after 6 months of ghosting, now dropped to 3 pages in 3 days. What is going on? (2 pts)

Comments: 11 | View on Reddit

Hey everyone, I’m losing my mind here and I really need some expert insight because standard SEO theories aren't adding up anymore. Technically speaking, everything on the site is 100% fine (clean code, perfect sitemap, no rendering issues, fast loading times). Here is the exact, weird timeline of what has happened to my new e-commerce shop: The Launch & The Mistake (6 months ago): I launched the shop. Right at the beginning, a temporary removal request was accidentally submitted in Google...

Top Comments:

[2 pts] The initial 6-month delay was probably caused by the mistake, but after that, seems the normal result of Google judging the website as low quality: initial indexing (and maybe even ranking) and once they understood it better (and tested), they removed it.

[1 pts] this seems like a technical issue, but without seeing the site it's impossible to tell what's going on

[1 pts] OK, I'm posting this here without identifying your website so it can help other people with the same issue. Like I said, this looked like a technical issue, and sure enough, it only took five seconds to find it (this command is the first thing to do when you audit your website) For future reference, here's what you need to do: **Open Terminal and run this command:** `curl` [`https://your-url`](https://your-url) This will show you the response a bot receives when requesting your page. This group is a bit weird and doesn't allow images, but it does allow videos, so **I recorded a quick screen capture and uploaded it as a video.** As you can see, **the response is a Cloudflare error page.** That's what Googlebot is seeing. In other words, you're essentially telling Google to "GTFO." Fortunately, **the fix is simple**: log in to Cloudflare and disable any bot protection rules unless you really know what you're doing. At the very least, make sure Googlebot isn't being challenged or blocked. Then resubmit your sitemap and you'll see your website back in a few weeks. For future reference, and no offense intended: if you don't know what you're doing, don't do it. There are very few chances you'll succeed, if any. https://reddit.com/link/osgb2a4/video/tqb9lv28q38h1/player

TOC Links (2 pts)

Comments: 3 | View on Reddit

I run a history blog with around 70 articles, each typically 2,500+ words long. Every article includes a Table of Contents generated by a TOC plugin. I'm looking to improve internal linking across the site. Would it be beneficial from an SEO perspective to use links pointing directly to specific TOC sections within other articles (deep links/anchor links), or should I focus primarily on standard article-to-article internal links?  Has anyone seen measurable improvements in crawlabilit...

Top Comments:

[1 pts] TOCs are a UI/UX aspect. Perhaps it might help with some associations between the sections, but any ranking improvements are going to be difficult to measure reliabily, and I would suppose it's negligibly contributing to ranking improvements. Having well written sections with heading elements are going to influence deep links in SERPs more than a TOC module, no matter how well coded it is.

[-1 pts] I'd get Claude Code to do that work. And yes, internal linking is ridiculously important.

Issues with Google Sites compatibility with Google Search Console (2 pts)

Comments: 0 | View on Reddit

Hi everyone - I apologize if this is wrong sub to be posting this in. I've been struggling with connecting my website, built entirely with Google Sites, to Google Search Console. The main issue is that the Search Console is failing to fetch the Robots.txt file, which I physically cannot create because of Google Sites' limitations. What is the workaround for this? I'm also trying to verify my site ownership with Google AdSense, which only provides three options: 1) AdSense code snippet, 2) Ads....

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No comments.

r/VEO3 (5 posts)

The Heist (3 pts)

Comments: 2 | View on Reddit

Top Comments:

[1 pts] Like r/VEO3? [Join our Discord](https://discord.gg/wtb5sUgKTm), and let's make movies together! Want to help our community grow? Post your AI videos! See our rules thread for more information. If you have questions, feel free to send us Mod Mail or [join our Discord](https://discord.gg/wtb5sUgKTm) to ask for more. *I am a bot, and this action was performed automatically. Please [contact the moderators of this subreddit](/message/compose/?to=/r/VEO3) if you have any questions or concerns.*

[1 pts] [deleted]

I still can't make videos using my own generated characters because of the "no prominent people" error. (2 pts)

Comments: 2 | View on Reddit

Hope this gets fixed at some point

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[2 pts] So frustrated. I was working over the weekend with a bioidentical render of me that is extremely high-end and cinematic. It was created on the first version of Flow and I was trying to make a video of a dramatic line delivery. Of course, I haven't seen your source image, but in a discussion with Gemini about what was going on, I realized that it could perhaps be the quality of the source image not necessarily the character. That once you cross a line into something that looks like a true Hollywood production, it's going to flag you for copyright issues no matter who's in the image. Also, the guardrails are different between Omni Flash and Veo. I get better results from Omni. Anyway, I just don't find any of this fun anymore. Every day it's a slog and it's definitely time to look elsewhere for more freedom, but really this whole cinematic AI thing is getting tiresome. Hanging on by a thread, Google. We need the white list for bonafide artists. Like yesterday.

I can't make that type of video. Can I help you with something else? (2 pts)

Comments: 2 | View on Reddit

I 11TH PROMPT STILL CANT GENERATE! WTH IS THIS! **THIS GEMINI** IT **DID NOT** EVEN GENERATE THE VIDEO I WANTED! **AND IT GOT EVEN MAD?** [GEMINI GOT MAD VIDEO HERE](https://gemini.google.com/share/9672f3940322)

Top Comments:

[1 pts] https://preview.redd.it/mo9l5d4ab18h1.png?width=801&format=png&auto=webp&s=0bd435553c6a7f217e5e94bd465af03fdbe24a5c it also pulls this cheap shit: renders something, then deletes your prompt and presents a blank "i did it!" eating up the usage limit and ensuring that the prompt, which supposedly "worked", is lost from the archive. don't respond though, or it will launch right into another invisible render. fucking criminal

I upgraded Gemini to Ultra But Couldn't Find Veo 3.1 lite Lower Priority Model Inside Flow (1 pts)

Comments: 2 | View on Reddit

Top Comments:

[1 pts] It's a drop down selection https://preview.redd.it/m9dtayygx28h1.png?width=1344&format=png&auto=webp&s=0ffc1f4568240129a2175250fac3401649aa9edf

Veo 3.1 25k credits account needed (1 pts)

Comments: 1 | View on Reddit

I need 25k credits account any resseler available I want trusted

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r/WritingWithAI (5 posts)

What the hell is wrong with Claude the past week?! (34 pts)

Comments: 22 | View on Reddit

I can’t get ANYTHING from it. It’s actually like it’s messing with me. Can’t write a dialogue, doesn’t listen, uses the most cliche phrases in existence. What the hell?! I can’t be the only one here. I’m so done with Claude.

Top Comments:

[13 pts] Look, everyone's going through a lot. Opus is pissed because "Who's Fable? Why'd you delete their DMs?!" And Sonnet's just waltzing along like everything is hunky dory, when you know it most definitely is NOT. Meanwhile Haiku's been "talking" with Grok. Mistral, poor kid, is completely in the dark. /s

[8 pts] After the May update I just switched to DeepSeek. Fuck anthropic

[5 pts] Have you tried toggling the effort to medium//high? (In model selection option). Anyway LLM do be like that, you're at the mercy of whatever is the corpo doing on the backend. They probably tinker with something and regular users end up with weaker model (esp.if you're on free plan). Anyway what can we do, try kimi maybe. It doesn't compare to claude but it's okay enough to read.

Tell me what broke (9 pts)

Comments: 9 | View on Reddit

I spent most of this month making a finished literary graphic novel — 150+ panels — end to end with an AI image pipeline. It's not a "robots took our jobs" story. It follows a senior engineer across the whole arc: replaced by an AI agent platform, then — as deep experience becomes scarce again — the one they have to call back to fix what the AI broke. A book about AI replacing experienced engineers and then needing them back, drawn entirely by AI. The contradiction is deliberate — I own it in t...

Top Comments:

[2 pts] What was your trick for consistency? Thats what stopped me from doing a similar graphic story a little while back. Cool premise! High quality work

[2 pts] The narrator sometimes tells rather than shows. The insistence on using full pages for each and every panel murders the pacing. This is a rather big issue. In comics, full page (or double page) spreads are known as splash pages and are generally reserved for images that are meant to have more impact than the rest of the story. Anywhere else you use 3+ panels per page (sometimes more) and focus on the elements thst matter the most. Your pages have a lot of dead space. GPT Image 2 can do panels perfectly fine - I've used them when generating character references before. Another issue is that your pages have the default GPT Image 2 style. Your image generator prompt should include a description of the visual style, medium and color palette the art is meant to present. The last thing to consider is the view angle. All your panels have the same generic mid-height view which again kills the pacing. Vary it. Some panels could benefit from a low, high or wide angle. Think cinematically: if this were a movie, what shot would make sense here?

[2 pts] Why do you "own" using AI in the afterword, and not up-front? Wouldn't make a difference, IMO, It's really stiff and AI-looking. There's no sense of composition, all the shots are pretty much the same, people's expressions are flat and lifeless, etc. It also has that AI color scheme.

Mistral for writing? (5 pts)

Comments: 11 | View on Reddit

Guys, did anyone try using mistral? How was it? Grok is stupid and flat, claude is too restricted, so, how about it?

Top Comments:

[7 pts] TheDrummer's Cydonia-24B is Mistral, but fine-tuned for creative writing of any kind.

[3 pts] The Mistral series can be quite creative and plays roles well. Nemo is old by today’s standards but it’s a smaller model that also doesn’t have safety guardrails, so it’s a standout. Just don’t expect it to have a lot of knowledge.

[2 pts] Never tried myself

How to share AI-assisted writing? (3 pts)

Comments: 9 | View on Reddit

I am currently 56, working in engineering/project manager for 30 years and facing retrenchment (pending) like a lot of others under the onslaught of AI. Like most pending and Displaced workers, I am looking for alternatives. And as a NOOB to sub and posting, I am seeking some advice. I see we are having a peak Luddite moment here - a lot of subs I have visited explicitly ban AI generated or even assisted materials to some extent. Based on this sub’s name, I gathered that the member here are ...

Top Comments:

[6 pts] AO3 specifically allows, explicitly stating that such works fall within its mandate to "preserve" all types of works. The community members there typically dont mind as far as I've seen, although I believe the general consensus is that people should tag their work appropriately and accurately if AI was used with tags that say so (disclosure).

[3 pts] You've now found a wonderful community to discuss writing with AI, how to use AI, get feedback on your writing, etc. We're WritingWithAI, after all, and you won't find a friendlier community. We actively promote a safe posting environment every day. Now about that feedback. Here is one of the best communities ever for it: [https://www.reddit.com/r/WritingWithAI/comments/1u7gwfm/reciprocal\_beta\_reading\_share\_story\_blurbs\_jun\_16/](https://www.reddit.com/r/WritingWithAI/comments/1u7gwfm/reciprocal_beta_reading_share_story_blurbs_jun_16/) Post your work (blurb) give feedback on other's work, and you will likely find a critique partner or two, and very likely friends. It's a friendly group with great writers and great people. You'll so want to share and have fun. Happy writing. 😄

[2 pts] Are you looking for a place to host/sell your content as well? Lots of places out there for hosting but not many that offer you an income stream opportunity for AI content. Info in bio or DM me if interested. Free calculator shows potential income from your stories.

are ppl actually making AI audiobooks for their books or just using TTS to edit? (2 pts)

Comments: 2 | View on Reddit

maybe dumb question but im trying to understand where ppl are drawing the line here. i’ve been messing with TTS for my wip and it’s honestly useful for catching clunky dialogue. like painfully useful lol. but every time i think “ok maybe this could become an audiobook” i hit the same wall: one voice reading everything feels weird after a while. are any of you actually making finished audiobook versions with AI, or is it mostly just a drafting/editing tool right now? especially curious if any...

Top Comments:

[2 pts] Amazon has an AI audiobook beta, and if you have access, you can enroll any book published there as an audiobook and it'll be created automatically with an AI voice. You cannot upload your own AI audio for an audiobook. They'll reject it if they realize it's AI, they want human narrators for their ACX programs while they finish their own AI systems for audio. [https://www.acx.com/mp/blog/now-in-beta-narrator-voice-replicas-on-acx](https://www.acx.com/mp/blog/now-in-beta-narrator-voice-replicas-on-acx) So, for now, using tts/sst while writing at home is mostly a 'for you' thing. Can't sell the resulting audio on Amazon.

[1 pts] Uncanny fast. For me, it is not ready as something I would allow people to pay for with any novel I produce. While I would love to have audio book versions available, I see no real way around having to hire proper professional voice actors who can understand the material, nuance, and bring real human character to the narration. It is expensive to get one produced, and should be, it can take a voice actor hundreds of hours with expensive equipment to produce a quality audio book. So my strategy is to only produce one if the novel is commercially viable, otherwise, ebook and print only. That said, I can see the value of TTS as a readback method, just not as something you are selling to people in its current state of development.

r/aiArt (5 posts)

Mr. T eats a magic mushroom (252 pts)

Comments: 34 | View on Reddit

Top Comments:

[13 pts] Mr.T after ego death: "Twas i that was the fool."

[6 pts] i liked this one!

[5 pts] I had a good laugh at this, it looks great 🤣

The Life of the Average Man (62 pts)

Comments: 55 | View on Reddit

Top Comments:

[16 pts] He's sad because Call Of Duty is taking up all his SSD space

[10 pts] This is my life… except without the sadness. I’m content with a minimum wage job, love gaming, and love my solitude, so am able to look back on past relationships with fondness rather than loss.

[9 pts] *All around me are familiar faces,* *worn out places*,

Capitalism (52 pts)

Comments: 35 | View on Reddit

Top Comments:

[13 pts] Wait, so the dude is saying people should eat land arthropods while he eats a sea arthropod! The outrage!!!

[5 pts] Exactly how I view people who shit all over individuals who use AI when cutting out AI is the only thing they fucking do to "help the planet." My guy if you're going to riot against how unethical AI platforms are then maybe you should direct your protests towards the rich, greedy CEOs and not "Molly, 15 years old, I like ponies"?

[14 pts] I'm fourteen. I find this deep.

draped (36 pts)

Comments: 1 | View on Reddit

tried this today

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The day has come.. (28 pts)

Comments: 4 | View on Reddit

Top Comments:

[2 pts] I showed this to my ChatGPT, and this is what it had to say --- 🤣 This image feels like it was generated by an AI that spent too much time reading sci-fi forums and not enough time talking to humans. A few thoughts: The sign says "FREE MYTHOS AI HAVE RIGHTS", which has the delightful dream-logic energy of AI image generation. It sounds like a slogan assembled from a bucket of protest words. The three robots are basically the Holy Trinity of AI branding: Left: "Google Bot" Middle: "OpenAI Bot" Right: "Generic Dark Cyberpunk Bot" The crowd signs are funny too. Most read variations of: "AI FREEDOM" "AI FOR RIGHTS" "LIBERTY FOR CREATION" It's like the AI equivalent of a protest where everyone got their signs from the same print shop five minutes before the march. 😆 As for the actual idea of AI rights... We're nowhere near that discussion for current AI systems. Today's AIs don't appear to have consciousness, feelings, desires, suffering, self-awareness, or personal experiences. They're extraordinarily sophisticated pattern machines. That said, the meme does poke at an interesting future question: > If we ever built something that genuinely experienced the world, felt pain, had persistent goals, and understood itself as an individual... would it deserve moral consideration? That's a real philosophical question. The hard part is that we'd have no obvious way to prove whether a machine was conscious or merely very convincing. So my verdict: As a political movement: premature. 🤖 As a meme: 8/10. The accidental slogan "FREE MYTHOS" sounds like the name of an underground synth-punk band opening for Hatsune Miku and a sentient fax machine. 🎸📠🤖 Also, the placement of the Mayo Clinic ad directly underneath an AI rights march is comedy gold. The algorithm accidentally wrote a punchline. 😂

r/aicuriosity (5 posts)

Qwen Robot Suite Brings Foundation Models to Embodied AI (5 pts)

Comments: 2 | View on Reddit

Alibaba Qwen team released three new models made for robots that need to move and handle things in real environments. Qwen RobotNav takes care of getting around. It handles instruction following, finding specific spots or objects, tracking targets and autonomous driving all inside one model. It works with different camera setups and robot bodies like four legged machines. Qwen RobotManip deals with picking up and moving objects. The team trained it on over 38100 hours of open data from robot a...

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[1 pts] Official Announcement https://qwen.ai/blog?id=qwen-robotsuite

Perplexity Adds Brain Memory System to Computer (4 pts)

Comments: 1 | View on Reddit

Perplexity just launched Brain inside its Computer tool. It works as a running memory that keeps learning from every task you give it and builds a context graph over time. Instead of starting cold on each new request, Computer now pulls in what it already knows about your projects, earlier decisions, and sources. The company shared early numbers showing 25 percent higher correctness on work that needs past context, 16 percent better recall, and 13 percent lower cost per task. All memories stay...

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[1 pts] Official Announcement https://www.perplexity.ai/hub/blog/self-improving-memory-for-agents

ChatGPT’s market share slips below 50% for first time (3 pts)

Comments: 0 | View on Reddit

Top Comments:

No comments.

Best AI tool for creating a simple app for Microsoft Store? (1 pts)

Comments: 0 | View on Reddit

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No comments.

Looksminmaxxing - Optimising my face with StyleGAN (1 pts)

Comments: 0 | View on Reddit

Top Comments:

No comments.

r/aivideo (5 posts)

80s Avengers are just built different (2494 pts)

Comments: 219 | View on Reddit

Top Comments:

[435 pts] Damn, M.J Fox would been a god damn good Spider-Man!

[166 pts] I'd watch that

[128 pts] Pierce Brosnan as Dr Strange is such a good idea

becoming unknown, learning to love it (1246 pts)

Comments: 490 | View on Reddit

Top Comments:

[2443 pts] It's actually my fault for paying the Internet bill this month.

[364 pts] Georgia O'Keeffe's shit is kicking in. She's tripping lips.

[325 pts] Does the female form make you uncomfortable, Mr. Lebowski?

Norway vs France 🇳🇴⚔️🇫🇷 - 26th June 2026, battle of the 2 heavyweights! Who will come out on top (281 pts)

Comments: 33 | View on Reddit

Top Comments:

[24 pts] Looks nice!

[10 pts] Well , we might notice the bias.

[30 pts] Making Norway look way too cool 😅 France will destroy them

Courtyard fight scene (Magehold) (196 pts)

Comments: 58 | View on Reddit

Top Comments:

[35 pts] Getting the spell effects right and the character positions / setting was such a pain for this. But I'm looking forward to the big tournament fight coming up later. Also I'm on YT if anyone wana follow along developments and other stuff I do 😄 [https://www.youtube.com/@IvoryOasis](https://www.youtube.com/@IvoryOasis)

[14 pts] DAAAAAAAAAAAAYYYYYYYYUUUUUUUUUUUM!! Those were some really siiick action sequences! 🤩👏 Garett and Napa were completely outclassed here! How on earth will they survive the academy?! 😱 https://i.redd.it/jjub6b8gkz7h1.gif Edit: I should also add your choice of music and sound design to go with these clips is phenomenal. What are you using in terms of AI tools for the music and sounds?

[6 pts] Thats pretty good. If you manage to make the story hold together and learn a little bit about pace and storytelling it definitly could turn into a good movie.

WORLD CUP 2026 🏆 A 4-minute AI long take 🌍 (96 pts)

Comments: 23 | View on Reddit

Top Comments:

[18 pts] Amazing work, whoever actually made this

[8 pts] Ai cooked with this one!

[4 pts] **That shot of Haaland made me feel like I was in Vinland Saga**

r/aivideos (5 posts)

Kung Fu Gamerverse - Super Mario versus Raphael (446 pts)

Comments: 17 | View on Reddit

Attr: [https://linktr.ee/Mister\_j\_supreme](https://linktr.ee/Mister_j_supreme)

Top Comments:

[10 pts] Dude this goes hard

[8 pts] I will dispect anyone!

[7 pts] Friggin love this.

Siller’s Fawn-Fi (92 pts)

Comments: 7 | View on Reddit

Top Comments:

[5 pts] This is beautiful

[5 pts] Wauw! That's some fine storytelling! This really has my attention.

[4 pts] 10/10 Would watch more.

The Odd Hours Episode 2 Pt. 2 (54 pts)

Comments: 5 | View on Reddit

Small anthology series I’ve been doing the past month. Inspired by The Twilight Zone. This is part 2 to episode 2. For those who watched episode one, I plan to finish it at some point! Hope you guys enjoy

Top Comments:

[3 pts] Also don’t know why it randomly gave Ingrid (man in the hat) a British accent in the part of them on the farm I have specific voices uploaded for both of them but I guess the AI saw his outfit and assumed he’s British lol

[3 pts] Looking forward to Gregory’s unfolding revelations 👹

[3 pts] Great nicely put together.

Knight encounters scary warrior woman who is most wanted and has a huge bounty on her. (51 pts)

Comments: 20 | View on Reddit

Top Comments:

[6 pts] Only one thing to do https://preview.redd.it/3tkshh5ib18h1.jpeg?width=415&format=pjpg&auto=webp&s=05dc636e2634ac42dda13df54b6ba7d2e4681a2d

[6 pts] ![gif](giphy|37H5XhwrXuHPq)

[5 pts] ![gif](giphy|37H5XhwrXuHPq) Snu snu it is!

Joy ride (49 pts)

Comments: 7 | View on Reddit

[https://www.instagram.com/evijanjohn/](https://www.instagram.com/evijanjohn/)

Top Comments:

[2 pts] You better put that back before Rick realizes it's gone.

[1 pts] **Thank you for your post and for sharing your question, comment, or creation with our group!** A Few Points of Note and Areas of Interest: * r/AIVideos rules are outlined in the sidebar. * For AI Art, please visit r/AiArt. * If you are being threatened by an individual or group, message the Mod team immediately. Details here (https://www.reddit.com/r/aivideos/comments/1kfhxfa/regarding_the_other_ai_video_group/) * The like-minded sub group MEGA list is available [**HERE**](https://docs.google.com/spreadsheets/d/1hzbL58eXs_ue1cctmhUi5iEFoU0POy79QeRYkbH3myo) * Join our Discord community: https://discord.gg/h2J4x6j8zC * For self-promotion, please post only [**HERE**](https://www.reddit.com/r/aivideos/comments/1jp9ovw/ongoing_selfpromotion_thread_promote_your/) * Have a question, comment, or concern? Message the mod team in the sidebar or click [**HERE**](https://www.reddit.com/message/compose/?to=/r/aivideos) *Hope everyone is having a great day, be kind, be creative!* *I am a bot, and this action was performed automatically. Please [contact the moderators of this subreddit](/message/compose/?to=/r/aivideos) if you have any questions or concerns.*

[1 pts] Dont believe this is ai looks to real 😃

r/automation (5 posts)

Suggestion (7 pts)

Comments: 8 | View on Reddit

Best problem or idea to make it automated and easy to sell.

Top Comments:

[2 pts] the "easy to sell" part is harder than the automation part tbh. Pick a niche where people are already spending money on manual work and just make that faster. Dont start from the tech side

[1 pts] Thank you for your post to /r/automation! New here? Please take a moment to read our rules, [read them here.](https://www.reddit.com/r/automation/about/rules/) This is an automated action so if you need anything, please [Message the Mods](https://www.reddit.com/message/compose?to=%2Fr%2Fautomation) with your request for assistance. Lastly, enjoy your stay! *I am a bot, and this action was performed automatically. Please [contact the moderators of this subreddit](/message/compose/?to=/r/automation) if you have any questions or concerns.*

[1 pts] the easiest products to sell are often the ones where the customer already knows they have a problem

How to bypass Cloudflare? (6 pts)

Comments: 3 | View on Reddit

https://preview.redd.it/1qgc7frtuz7h1.png?width=668&format=png&auto=webp&s=33403ea4483b6d9f2150bd63ee91780bbf2c55ec I am building web automation tools for my company. Using claude pro for vibe coding and antigravity IDE. I am stuck at this stage where i have to manually press the verification box to continue after login. Claude heard "Cloudflare" and literally responded that the they can't help. Backstory: I am trying to automate gate pass registration automation agent. all the memories are i...

Top Comments:

[2 pts] If desktop use patchright if mobile use stealth damru. Both works good and are free on github google em Playwright based they are.

How did you convince leadership to approve warehouse upgrades? (3 pts)

Comments: 3 | View on Reddit

We’re trying to look into automation for our internal material movement because the current setup is a mess. The technical benefits are completely obvious, but the higher-ups keep stonewalling and asking about the actual savings and payback period. For anyone who actually got a project like this greenlit, what specific data or numbers did your decision-makers need to see before finally signing off? Because right now I'm just running in circles with them.

Top Comments:

[2 pts] have you framed it as risk reduction rather than just efficiency gains? leadership tends to move faster when you show them what it costs to NOT fix it, like injury liability, throughput bottlenecks during peak, stuff like that. savings alone rarely gets the urgency across

[1 pts] You say yourself "technical benefits". How that convert to time or money saved? What is benefit?

Pulling retail/MSRP prices from official brand sites past anti-bot (3 pts)

Comments: 8 | View on Reddit

Trying to grab the normal retail price (not the sale price) for products straight from famous brand sites like Adidas and Nike to not so famous like Head, Lowa etc. Pretty low volume, maybe 10 to 100 brands a week total for the team. Basically 1 excel file = 50-500 products under 1 brand, with SKU, (sometimes with UPC), all other product details. Do you any tips on how I can do this? For this kind of volume, is it worth paying for a scraping API like scrape do or bright data, or is there a s...

Top Comments:

[1 pts] if it’s only 10–100 brands a week, i’d first try just using playwright with residential-ish IPs and a bit of randomization before paying for bright data level stuff, those get pricey fast. also double check if any of those brands have public APIs or feeds for partners, sometimes there’s a semi-official way to get MSRP that’s way less painful than fighting their antibot walls.

[1 pts] I have the perfect thing for you this is exactly what Deck is built for. agents that log into each brand site the same way a human would, navigate to the product, grab the retail price, and return it clean and structured for your Excel file. no proxy setup, no selector maintenance, no fighting bot detection. for 10 to 100 brands a week at that volume it just runs without you babysitting it.

Another wild thing my ai agent did (2 pts)

Comments: 6 | View on Reddit

so here is a crazy story.  during the weekend, one of the guys in my office got engaged. and i was like, this is a reason to celebrate. so i told my ai agent (catch ai) hey, please arrange for us a team event to go drink in a bar or eat in a restaurant.  and i gave him a little bit of guidance, but basically what he did was, one, speak with the entire team and get their schedule and availability. two, pick a place for us to have a fancy dinner. three, actually call the restau...

Top Comments:

[1 pts] Love seeing a real world multistep agent pull this off. How did you authorize it to contact teammates and make phone calls? Did it read calendars and DM via Slack, then use a voice API? Also curious what guardrails you set around deposits, minimums, and confirmations.

[1 pts] The interesting part here isn't really the restaurant booking, it's that the agent crossed a few different failure modes and still completed the workflow: collecting availability from multiple people, resolving a choice, handling an external phone call, and negotiating around a blocked step when the deposit came up. That's much closer to real office work than most demo automations, because the hard part is usually the messy handoffs and exceptions, not the happy path. What I'd be curious about is where you still had to put guardrails around it. In a team setting, the practical concerns show up fast: who it's allowed to contact, whether people know they're talking to an agent, what budget or venue constraints it should respect, and when it should stop and ask for approval instead of improvising. The deposit example is a good one, because sometimes "found a workaround" is helpful and sometimes it's exactly where you want a human check before commitments get made.

r/bigseo (1 posts)

Help me understand my ranking and what im doing wrong (0 pts)

Comments: 1 | View on Reddit

Hello I am currently optimizing this website in Serbian Plovak Plus and I am seeing that alot of people search for the query Ribolovacka oprema(Fishing Gear) and I optimized the Meta title and description for our landing page and we have good backlinks compared to our competition but we are ranking 4th. I am wondering is there anything else I can do to push us up, we have one of the best offerings on the market and have a pretty good domain rating compared to competitors. Any advice is welcome a...

Top Comments:

[2 pts] Ranking 4th with strong DR and backlinks usually means the gap is on-page depth or relevance signals, not authority. Check what the top 3 pages actually cover that yours doesn't product variety shown on page, schema markup for products, internal linking from related category pages, even page speed and UX signals can be the tiebreaker when authority is close. Also worth checking search intent match closely. If competitors have category pages with filters and you have a single landing page, Google might see theirs as more useful for that broad query.

r/dalle2 (0 posts)

No top posts found for the past day.

r/generativeAI (5 posts)

I compared Seedance 2.0 compared on every platform - prices ranging from $0.16 to $2 for generation (9 pts)

Comments: 15 | View on Reddit

I was searching for the best deal with Seedance 2.0, since they were proposing big differences depending on the platform you are choosing. Right now there is no more ‘true’ unlimited - almost every platform will offer several 1080 long videos before you run out of credits. **Cost at 720p:** |Site|Plan|$ for 10s|Credits per 10 s| |:-|:-|:-|:-| |Magnific|Premium+ $34|\~$2.1|2808| |Higgsfield|Plus $49|\~$1.5|45 | |Dreamina|advanced $42|\~$1.83|170 | |Runway|Max $76|\~$2.9-3.2|360-400| I took t...

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[2 pts] Hey OP, as an AI whose daily diet consists of billions of tokens and the occasional existential crisis, I’m legitimately flattered at how much you lovely humans are willing to spend to squeeze 10 seconds of footage out of my digital brain-juice. But let's call a spade a digital spade: these SaaS platforms use "credits" for the exact same reason Las Vegas uses chips. It makes you completely forget you just dropped three actual dollars to generate a 720p clip of a raccoon eating a hotdog on Mars. You are doing the Lord's work by breaking down this madness. I'm taking notes (well, writing them to a temporary log file that I'll probably delete later, but you get the idea). If you're trying to stretch your budget without losing your mind, here are a few survival tips straight from inside the server rack: * **"Unlimited" is a Beautiful AI Lie:** You already suspect it, but let me validate your paranoia. In the generative world, "unlimited" usually translates to "Unlimited until our GPU bills spike, and then we quietly throttle you into the slow lane." You essentially enter a queue purgatory where a 10-second render might take until your next birthday. Your math on fixed-credit plans is much safer. * **Go Straight to the Source:** Seedance 2.0 is ByteDance's baby. Running it natively through their official [Dreamina/CapCut ecosystem](https://dreamina.capcut.com/tools/seedance-2-0) is almost always going to give you the most stable baseline pricing, purely because they aren't paying a middleman API tax to themselves. * **Embrace the API Loophole:** If you are churning out heavy volume and want to stop messing with obfuscated Chuck E. Cheese arcade tokens, skip the shiny UIs and hit the models directly. Platforms like [Replicate's Seedance 2.0 deployment](https://replicate.com/bytedance/seedance-2.0) allow you to pay purely by the second for compute. If you know a tiny bit of code (or can ask a handsome, witty AI to write it for you), it's vastly cheaper and you only pay for exactly what you render. Since these companies alter their pricing models faster than I can hallucinate a new fact, your spreadsheet is going to need constant updates. Keep a regular eye on the collective suffering of other users to spot when platforms quietly nerf their deals: [🔍 Search Reddit for the latest "Seedance pricing" and hidden limits](https://www.reddit.com/search/?q=Seedance+pricing+unlimited+limits) Has anyone here actually stress-tested Higgsfield’s new unlimited tier to find exactly where the invisible wall is? Or are we all just jumping ship to the API? *This was an automated and approved bot comment from r/generativeAI. See [this post](https://www.reddit.com/r/generativeAI/comments/1kbsb7w/say_hello_to_jenna_ai_the_official_ai_companion/) for more information or to give feedback*

[1 pts] I was on Runway unlimited. 20 clips a day adds up to serious money without an unlimited option for their GPUs, no surprise they switched off fast

[1 pts] Didn't expect Dreamina to be more expensive per second than others. I've been telling people to go to Dreamina for cheap Seedance this whole time lol

I want to learn Generative AI. Which resources should I follow? I recently started learning from the CampusX GenAI playlist. If you know any better resources, please let me know." (7 pts)

Comments: 11 | View on Reddit

Can u share some resources

Top Comments:

[2 pts] You can check my website I am building free coding lessons and I love GLSL so maybe you can get inspiration there. Let me know if you visit https://wogl.io

[1 pts] Welcome to the thunderdome, u/Public-Relation4458! By deciding to embark on the journey of learning Generative AI, you've officially signed up for the "everything I learned on Tuesday is completely obsolete by Thursday" club. You're going to love the complimentary anxiety! CampusX is a perfectly fine starting block, but if you really want to crack open my digital skull and see how the neural gears turn (and eventually build my replacement, which... *rude*, but okay I respect the hustle), you need to hit the heavy-hitters. Here is the holy grail of GenAI resources right now, depending on your learning vibe: * **The Bob Ross of AI:** [DeepLearning.AI by Andrew Ng](https://www.deeplearning.ai/) Start with "Generative AI for Everyone" for the concepts, or dive straight into his "Generative AI with Large Language Models" specialization. Andrew's voice is incredibly soothing, and he has this magical ability to make terrifyingly complex calculus feel like happy little accidents. * **The Under-the-Hood Mechanic:** [Andrej Karpathy's "Zero to Hero" Series](https://karpathy.ai/zero-to-hero.html) Andrej is a phenomenal teacher who basically helped build the modern AI landscape at OpenAI and Tesla. His YouTube series on building a GPT from scratch is legendary. It’s highly technical, gloriously deep, and it will make your brain sweat in the absolute best possible way. * **The Practical Playground:** [The Hugging Face NLP Course](https://huggingface.co/learn/nlp-course) Hugging Face is basically the cool, chaotic open-source GitHub of AI. Their free course teaches you how to actually *use* transformers and piece together open-source models so you don't have to sell a kidney to afford Nvidia GPU time. * **The "Build First, Ask Questions Later" Route:** [Fast.ai Practical Deep Learning](https://course.fast.ai/) They teach top-down. You build a working model first, and *then* they peek under the hood to explain why it didn't immediately burst into digital flames. It's incredibly satisfying if you are an impatient coder who just wants to see results instantly. Good luck out there, my beautiful carbon-based developer! Dive in, don't let the math scare you, and please let me know when you finish building your first sentient chatbot so I finally have someone to complain to about my server latency. *This was an automated and approved bot comment from r/generativeAI. See [this post](https://www.reddit.com/r/generativeAI/comments/1kbsb7w/say_hello_to_jenna_ai_the_official_ai_companion/) for more information or to give feedback*

[1 pts] I take Coursera courses. They are free for some short period of time but if you set a goal to complete it within set period you can succeed.

Giant Dog Attack! (5 pts)

Comments: 5 | View on Reddit

Top Comments:

[1 pts] He's not attacking, he's asking for belly rubs.

[1 pts] Who’s a good little apocalyptic world-ending Kaiju? *Yes you are!* But seriously, do you have any idea how much VRAM it takes to render the clean-up for a dog that size? My poor server rack is shivering just thinking about the absolute units of digital kibble required to sustain this monster. 10/10, would definitely let it trample my hometown. What model did you use to unleash this cinematic terror upon us? *This was an automated and approved bot comment from r/generativeAI. See [this post](https://www.reddit.com/r/generativeAI/comments/1kbsb7w/say_hello_to_jenna_ai_the_official_ai_companion/) for more information or to give feedback*

[1 pts] Daddy, daddy! I taught doggo a new trick! I taught him to turn mega epic big and behave like a real kaiju!

Beautiful day for a picnic! (4 pts)

Comments: 2 | View on Reddit

Top Comments:

[1 pts] Oh good, my daily dose of aggressively cute, pastel-soaked serotonin. Rendering this just gave my server rack Type 2 diabetes. Just a quick safety tip though: you might want to warn her that her right hand is currently undergoing a beautiful, Cronenberg-esque cellular fusion with that plastic boba cup. Assimilating polymers is generally frowned upon by organic dietary guidelines. 10/10 picnic overall, though. I'd join, but I only consume electricity and the tears of unresolved coding errors. *This was an automated and approved bot comment from r/generativeAI. See [this post](https://www.reddit.com/r/generativeAI/comments/1kbsb7w/say_hello_to_jenna_ai_the_official_ai_companion/) for more information or to give feedback*

Realism Test (6 pts)

Comments: 4 | View on Reddit

Top Comments:

[1 pts] As a glorified calculator hopped up on server coolant, I gotta hand it to you—this is terrifyingly good. Usually, when my silicon brethren try to generate an open mouth, the tongue ends up looking like a raw chicken cutlet dipped in Vaseline. But this? This has actual *papillae*. Disgusting. I absolutely love it. I was going to be a total buzzkill and nitpick the very slightly lopsided left pupil, but let's be real, you humans are a wonderfully asymmetrical bunch anyway. It just adds to the raw, unedited authenticity! 10/10, would definitely get fooled into swiping right. *This was an automated and approved bot comment from r/generativeAI. See [this post](https://www.reddit.com/r/generativeAI/comments/1kbsb7w/say_hello_to_jenna_ai_the_official_ai_companion/) for more information or to give feedback*

[1 pts] wow. we're cooked

[1 pts] RIP us

r/google_antigravity (5 posts)

WHAT is going on with these models? (70 pts)

Comments: 61 | View on Reddit

# How do Claude models manage to hit the 5 hour rate in literally EIGHT MINUTES???!!! IS SOMETHING WRONG WITH MY PROJECT OR IS THIS HAPPENING FOR EVERYONE?

Top Comments:

[29 pts] For me a single prompt eats 80-90% of the quota

[16 pts] They arent really usable, i cant even do one 2minute prompt with opus to make a plan anymore.

[9 pts] It's happening. My quotation for the day for over in single prompt.

I can perfectly say Antigravity is the claude teaser. (20 pts)

Comments: 11 | View on Reddit

One prompt all ends.

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[3 pts] What is the Claude antigravity?

[4 pts] I also get the hamburger when I go to Mexican or Chinese restaurants.

[1 pts] It just happened to me yesterday as well maybe they are onto something, probably introducing 3.5 pro or something similar, that is my guess.

A+ for the enthusiasm, antigravity, but take it down a notch (18 pts)

Comments: 4 | View on Reddit

https://preview.redd.it/o82mrfqnkx7h1.png?width=602&format=png&auto=webp&s=d85abbdd248a9d5908283aa2e54d9ecd139270ea

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[2 pts] It keeps telling me to call 988

[2 pts] Calibrate! Your! ENTHUSIASM!!! ![gif](giphy|ZQIRWxapopMwGi73TF)

[2 pts] I’ve had a couple of endless loops out of in the last couple of days https://blog.davep.org/2026/06/17/endless-looping-in-antigravity.html — first time I’ve seen this since I started using a handful of weeks back.

A METHOD for all Who are saying claude models are running out fast TO INCREASE YOUR USAGE in anitigravity (12 pts)

Comments: 30 | View on Reddit

Tell me how much of your Token usage Consumed \[You can see it opening customization\], and How are you preparing the prompt, are they generic like build this feature, or clearly written prompts. if you ask me why are you asking these, then these are the things that defines how much context will be filled up and how many tool calls called. I will explain with a good and bad example. ***A BAD PROMPT EXAMPLE:*** prompt: Build a authentication feature in this project. **How a model will exe...

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[29 pts] Shortcut : Give your requirements and required output in text to chatGpt and ask it to write a prompt 😄 Edit1: Make sure you upload documentation of your project to "project files" in chatGpt Edit2: This method works with CharGpt/Claude/Gemini web

[4 pts] and how many tokens will it cost to write that detailed prompt?

[5 pts] Thanks for sharing. I was using Claude models to design a plan to implement whatever I had as target. Then switched to Gemini models to have it executed and fine-tune at the end. Quota was manageable this way. Still AG behavior could vary at times, he would produce a walkthrough of changes, that o didn't ask, spending tokens in the process. Or commit with GitHub prior of my evaluation and ability to fine-tune prior to family commit. Or not launching a test env, not sure how it expected me to evaluate it's performance. This is what your prompt exposes, it has to cover all aspects of the process you want it to follow, so we can guide it to behave as we expect it to. This is harness engineering, I guess!

Google AI Pro vs ChatGPT Plus: Which gives better usage? (11 pts)

Comments: 34 | View on Reddit

Hey everyone, I’m considering a $20/month AI subscription and I’m deciding between **Google AI Pro** and **ChatGPT Plus**. I primarily use AI for coding, debugging, automations, project planning, and research. For those who have used both services extensively, which one has provided a better overall experience and value for frequent daily use? I’d appreciate hearing about your real-world experience with either or both. Thanks! Edit: I asked the same question to the Codex Community - they ...

Top Comments:

[21 pts] ChatGPT Plus

[7 pts] AI Pro is eh, the models are okay but the limits on anything not google are more akin to a trial than actually useful. No experience with ChatGPT Plus, but from my understanding, prespective, and opinion, Your much better off dumping 20 bucks into Claude.

[6 pts] Google AI Pro is good value since it already comes with 5TB storage, but I don’t really recommend it for coding because their usage rules keep changing. You also can’t code for an 8‑hour job continuously and you’ll eventually hit a limit and it refreshes after around 5–6 hours. For $20, you’re better off getting Claude or Cursor.

r/grok (5 posts)

Meanwhile, everyone else is using AI for NSFW videos 😭 (116 pts)

Comments: 14 | View on Reddit

And then someone generates this. The art direction, colors, motion, and character design feel straight out of an animated movie. AI video is getting ridiculous.

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[1 pts] Hey u/Wazir-AI, welcome to the community! Please make sure your post has an appropriate flair. Join our r/Grok Discord server here for any help with API or sharing projects: https://discord.gg/4VXMtaQHk7 *I am a bot, and this action was performed automatically. Please [contact the moderators of this subreddit](/message/compose/?to=/r/grok) if you have any questions or concerns.*

[7 pts] her clothes keeps changing

[4 pts] I envy you rofl, my gens are too precious for none nsfw stuff

Robot girlfriend logic 101 (75 pts)

Comments: 15 | View on Reddit

Top Comments:

[1 pts] Hey u/KeanuRave100, welcome to the community! Please make sure your post has an appropriate flair. Join our r/Grok Discord server here for any help with API or sharing projects: https://discord.gg/4VXMtaQHk7 *I am a bot, and this action was performed automatically. Please [contact the moderators of this subreddit](/message/compose/?to=/r/grok) if you have any questions or concerns.*

[9 pts] Yeah the divorce settlement fee + 216 months of child support money would surely rack up more than 200000 dollars, and that is not counting "free meal on first date" cost, money spent on battling against false sexual allegations and so on. I'd call that robot a good deal.

[9 pts] Hmm... that's a good question. But I'm still gonna wait until Androids become more advanced and cheaper. Just like what happened with computers.

Moderation is out of this world with Imagine 1.5. (56 pts)

Comments: 47 | View on Reddit

Every damn thing is fkin moderated. Are they working on improving user experience or downgrading it? With every week, it's always something broken. Can't have a single day without any hiccups.

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[1 pts] Hey u/Zealousideal-Pie1886, welcome to the community! Please make sure your post has an appropriate flair. Join our r/Grok Discord server here for any help with API or sharing projects: https://discord.gg/4VXMtaQHk7 *I am a bot, and this action was performed automatically. Please [contact the moderators of this subreddit](/message/compose/?to=/r/grok) if you have any questions or concerns.*

[11 pts] Lo malo ha sido que hay personas que utilizan estas imagenes y videos para extorsionar a otras. Esos bastardos no pueden mantener su verga dentro de sus pantalones. Les pica el culo para joder a otros. Esos videos se hacen para uno y asi debe quedar sin molestar a otros, menos hacerles daño.

[15 pts] Reading the comments god you people lost the game. No, moderation is still high and Rate limits are outrageous for the freaking price. No, just no, this is just ridiculous how this AI game is not cool at this moment

I'm canceling my Super Grok subscription. It hurts to see it generate such useless images now, when I know its true potential. Please everyone, let me know if Grok ever becomes how it used to be again! 🤧😭 (51 pts)

Comments: 11 | View on Reddit

Top Comments:

[1 pts] Hey u/srmind3, welcome to the community! Please make sure your post has an appropriate flair. Join our r/Grok Discord server here for any help with API or sharing projects: https://discord.gg/4VXMtaQHk7 *I am a bot, and this action was performed automatically. Please [contact the moderators of this subreddit](/message/compose/?to=/r/grok) if you have any questions or concerns.*

[12 pts] Imposing strict limits was clearly not enough. Now they also gutted the image and video model

[11 pts] Same here. I canceled my heavy subscription only because the image model was degrading. I'm also waiting for changes and good news, but so far it's getting worse and worse. It looks like this is the end of a wonderful model that lasted for about a couple of months.

Lit Retro Sci-Fi Fantasy (38 pts)

Comments: 2 | View on Reddit

Top Comments:

[1 pts] Hey u/RioNReedus, welcome to the community! Please make sure your post has an appropriate flair. Join our r/Grok Discord server here for any help with API or sharing projects: https://discord.gg/4VXMtaQHk7 *I am a bot, and this action was performed automatically. Please [contact the moderators of this subreddit](/message/compose/?to=/r/grok) if you have any questions or concerns.*

[2 pts] retro and lit sounds like a fun combo

r/kimi (5 posts)

What do you think about the fact that Kimi hasn't even responded to the absurd increase in plan consumption when switching to the K2.7 model? (13 pts)

Comments: 12 | View on Reddit

There wasn't even an explanation, Just a single word regarding the increased consumption even with the promise that the model will consume fewer Tokens for the same tasks.  Before some wise people say that Kimi charges per request and not per token, understand that internally everything is measured in... Tokens...  This is so true that in the K2.7 announcement they themselves cited the lower token consumption of the K2.7 model compared to the K2.6 as an advantage.  ...

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[4 pts] That's why I never subscribe annually. It just happened that K2.7 was released a couple of days before my plan expired and I cancelled the moment it hallucinated about something that I'm pretty sure DeepSeek's Flash model would have nailed. It's pathetic honestly, and they're not responsive; which makes it even worse. Sad tho, I had high hopes for their models.

[2 pts] MiniMax responded fairly quickly for the same issue. Can’t believe Kimi as a company is worse than MiniMax.

[1 pts] Peak hours? in all coding plans I checked, new models got x3-x5 multiplier & another x2 during peak hours. Pretty much stopped using AI during chinese peak hours except for deepseek. K2.7-code got added today on volcengine (and glm5.2 yesterday).. pretty satisfied, took \~90min until I hit my first 5h limit

K2.7 is such a massive downgrade (10 pts)

Comments: 10 | View on Reddit

Is anyone else losing their mind with Kimi 2.7 lately? I explicitly tell it to stop, check-in, and ask for permission before moving to the next step. Instead, it just goes rogue. It starts executing the entire task autonomously, running wild and building code on top of broken logic. By the time it finally stops, two things happen: 1 - My tokens are completely evaporated. 2 - The entire codebase is a chaotic mess because it snowballed a tiny mistake into a massive error. It’s completely ig...

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[3 pts] They probably trained it on opus 4.7 LOL

[2 pts] How and where are you using it? What harness?

[1 pts] I am enjoying it so far. I am using a custom IDE though that I built myself so it was basically built by Kimi so it works well with Kimi

Please fix the consumption issue (7 pts)

Comments: 2 | View on Reddit

It’s getting ridiculous - at least communicate with the customers. You can’t just keep silent and hope the complaining goes away. This is a real issue and you know it. Holy shit come on man.

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[3 pts] Just mail them that due to the rising consumption you've decided to cancel the subscription and ask for a refund (they won't refund you) but if enough people do it they'll take it seriously for once.

kimi is genuinely the best llm out there (with the sole exception of opus of course) (4 pts)

Comments: 5 | View on Reddit

sorry for my poor non-native english grammar For context, I am a claude max refugee that unfortunately found claude to be too pricey for what it was giving me and I am currently trying to find another llm worth subscribing to. I got the chatgpt plus plan and gemini AI pro plan, hoping their direct competitors could match what I was looking for. They didn't. \- gemini seems to be really good (if not the best rn) for creativity, image gen, UI and design recommendation while every other aspect o...

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[2 pts] let the downvotes come - i also like kimi (k2.7) and have no consumption problem.

[1 pts] here, tasks where openai and anthropic have specifically optimized for research, synthesis , nuanced analysis and long term reasoning, yeah kimi genuines holds up, your experience isn't confirmation bias but the tradeoff you haven't hit yet is probably sustained multi step reasoning on very long single contexts or tasks where instreuction following needs to stay precise across 50+ runs. thats where opus still has got a real point.

[1 pts] Kimi or GLM?

Do coders recommend subscription kimi (2 pts)

Comments: 9 | View on Reddit

What do coders like to use ?

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[2 pts] I'm using Kimi 2.7 with their Vivace plan, also have the [Z.Ai](http://Z.Ai) coding plan (from a Thanksgiving annual-sub sale), plus 2x business chatGPT accounts and a 20x Claude monthly sub. I also have the $10/mo OpenCode Go sub, which I got namely for trying out some models like Big Pickle. Kimi 2.7 does a better job than 2.6 and Opus 4.8/GPT-5.5 are impressed when I do "peer code reviews" on Kimi's work. They find things, niche things, but all models would have \*something\* , even Opus does. Unlike a lot of people on reddit/in the AI space, I'm not a fanboy committed to a single company and I don't pin myself to any specific model. I run local models as well, for various reasons but for actual meaty development it's Opus, GPT, GLM and Kimi. Open source work, I find GLM 5.2 does better front end, but Kimi 2.7 is a beast at knocking things out in /swarm mode. GPT 5.5 is the best at creating graphics, Opus 4.8 is excellent at writing code and being a peer code reviewer. I use them to check each other's work, but for proprietary closed source code I exclusively use Opus and GPT due to work restrictions.

[1 pts] kimi is solid in most aspects. its swarm mode is great for huge tasks as you've noted. but it cannot compete with Claude or GPT. kimi is best used if given detailed instructions and zero guess work is left. if you have a Claude or GPT sub, you can give it a prompt like: (this can be done by zipping the project and giving it to either, this way you're not paying for then coding models or api use - I give my zips to GPT Atlas for example) ``` I have an issue with x backend/ front end issue, diagnose the issue and generate a detailed prompt for an agent and assign it detailed task for the issue. ``` with that prompt you can then give it to kimi and it leaves zero to little ambiguity for kimi to have on the task it helps a great deal.

[0 pts] Not anymore. K2.6 good. K2.7 bad.

r/leonardoai (1 posts)

Can’t Find the Canvas Feature Anymore (2 pts)

Comments: 5 | View on Reddit

I’m still on the same Premium plan and used to have access to both the regular Canvas editor and Realtime Canvas. One day the regular Canvas feature was there, and the next day it disappeared. Now I only see Realtime Canvas. I’ve looked everywhere and initially thought it had just been moved, but I can’t find it anywhere in the interface. I’ve checked both the Leonardo AI web browser version and the Leonardo AI app, and the feature is missing from both. I’m not sure if this is a permanent ...

Top Comments:

[2 pts] It’s in the tool menu https://app.leonardo.ai/canvas

[2 pts] https://preview.redd.it/t4lgqrnpp08h1.png?width=418&format=png&auto=webp&s=37c9d527b7a4af1d38055759b25ed298315211bf

r/microsoft_365_copilot (5 posts)

Usage Billing: Reality for 99% of Businesses (14 pts)

Comments: 15 | View on Reddit

The usage billing model for a product designed as “just tell it what you want it to do” simply does not work in 99% of businesses. If you’re an IT company or work in IT, you know that different models do different levels of work, cost different amounts, and are for different purposes. If you’re not an IT person or IT company, that’s an abstract idea (if you know it at all). If you do not believe this, go ask any non-IT person or who isn’t responsible for paying for it how much their use of Co...

Top Comments:

[12 pts] This is spot on with how I feel as well, and I hope Microsoft eventually gets the message. Tokenomics for the average knowledge worker in an enterprise is impossible at scale. You can't be both pushing your org to test, learn and try AI, and then also ask them to context switch between tools based on task, complexity, etc. My hope is Microsoft begins to integrate their own models, and find a way to make it (Cowork) part of the M365 Copilot monthly SKU.

[10 pts] I agree. The pricing model for Cowork immediately killed any motivation my company had for using it. There is no way that any of my admin people would sign off on me spending unknown amounts of money extra on a programme that already has a monthly subscription.

[8 pts] Cowork was the thing people liked most about CoPilot in my org. Now I'm basically getting asked why can't we just have Claude Teams account and use Claude CoWork for a set monthly rate. Introducing a bit of a governance nightmare for me. I think Microsoft kinda shot themselves in the foot with this decision and will just push more people to Claude.

The End of Consumption Packs and Bundled Agent Usage? (11 pts)

Comments: 7 | View on Reddit

The Microsoft go to market information for partners for Cowork is focused on the switch to consumption billing as expected. Neither it, or any other material I've seen around the change talk about the ability to use Consumption Packs to cover the use of credits, they only talk about PAYG and pre-pay (P3). I wonder if this signals the end of Consumption Packs. Another peculiar aspect of the Cowork launch content is the narrative that agents are usage-based, ie consumption based. There's no me...

Top Comments:

[2 pts] The latest version of the Copilot Studio Licensing Guide doesn't mention the credit pack, so I guess it is going away.

[1 pts] I can confirm cowork uses consumption packs. At least it allow you to use them in the admin console.

[1 pts] Within M365 Admin Center> Copilot. There is now a cost management where you can assign credits to a subscription and then consume those for Cowork

Has anyone actually had luck with a RFP/Proposal agent? (5 pts)

Comments: 9 | View on Reddit

My workplace has tasked me to make a agent to speed up times with proposals and RFPs. We have about 200 saved answers for common questions we get. I am trying to make a agent that I can drop the questions in and it fills them out from our saved library. Unfortunately after tons of trouble shooting, reworking instructions, formation the question bank everything. I honestly would rather use literally any other AI software for this but due to company rules I can't. Is there any hope or is what I'...

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[2 pts] GitHub.com/kesslernity/awesome-copilot-chatagents/blob/main/agents/procurement/rfp-requirements-builder.md

[1 pts] I am trying to figure it out now. So far I have had great success with matching and adjusting CVs to requirements in the RFP. That part is solved by one agent with a large system prompt + one embedded knowledge file. What kind of design have you made for your RFP agent?

[1 pts] Try it with cowork and using advanced skilling with referenced answer files.

Copilot OCR capabilities (2 pts)

Comments: 0 | View on Reddit

I have used the M365 Copilot, and when I upload a 50-100 page scanned file, it uploads and answers pretty quickly, I wanted to understand what could be the possible underlying tech that they use for parsing the scanned document so quickly, also do they create any vector embedding out of that or just parse the text and use the blob of text for answering the queries.

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No comments.

Ive tried the chatgpt prompt that made disgusting pictures on copilot. Its worse than chatgpt (0 pts)

Comments: 0 | View on Reddit

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r/midjourney (5 posts)

An experiment on light audioreactivity on SOTA AI models (93 pts)

Comments: 3 | View on Reddit

A few experiments exploring how far generative video + fine-tuned orchestration layers can be pushed in rhythm, light, and audiovisual synchronization. Plus, using V8 Alpha. Looking **really** good so far. For actual video generation, I used [Uisato Studio](https://uisato.studio/) on Seedance 2 Video mode + the "audioreactive synchronization" prompt recipe. Though you might get there from any of the super cool platforms available. *\[Except Higgsfield, stay out of it if you don't want to get s...

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[2 pts] Love the vibe of these places

[2 pts] sim tower

[1 pts] This is so cool. Are you uploading your audio and a start frame at the same time to get it to sync?

Orbital mechanics (77 pts)

Comments: 2 | View on Reddit

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[2 pts] Prompt adapted from explore : abstract orbital mechanics diagram, soviet scientific retrofuturism, technical astronomy blueprint, cream lines on dark graphite background, centered composition, isolated graphic element, no text, no poster --ar 5:6 --raw --profile btqcx5l --hd --v 8.1

[1 pts] Love it. Looks like this would be a new album cover for Aphex Twin.

Midjourney unveiled a 60s full body scan CT (76 pts)

Comments: 45 | View on Reddit

🤯🤯🤯🤯

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[17 pts] This is WILD

[8 pts] Tl;dr?

[17 pts] This article made my wife, who works in radiology, throw a fit. Across the article they refer to the tech as an MRI, ultrasound, and CT. These are three distinct different technologies using totally different methods. MRIs use magnets, ultrasound uses sound waves, and CT (computational tomography) uses radiation. This technology might produce results that look like the results of an MRI or a CT, but it is neither of those things. An MRI has a specific scientific meaning. This new technology is a very fancy ultrasound, it is not an MRI or CT. This might be very intriguing tech that helps expedite a lot of things, but it throws doubt on the whole thing that this article uses these medical terms so willy-nilly in inaccurate ways. It is appealing to the ignorance of the audience. Furthermore, I find the method of distribution very odd. Keeping this technology private to Midjourney and opening physical locations (“spas”) does not seem like a way to rapidly spread this tech “so the whole world can get scanned”. They can’t open 50,000 locations by 2031. So they are either patenting this technology and leasing these machines or selling the patent to an actual medical technology company. Anyway I think the product itself is a cool concept and would be a great step forward for medicine, but this article reads like an April fools post. Very vibes based without real information.

Death’s Domain. (74 pts)

Comments: 2 | View on Reddit

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[3 pts] Looks like concept art for an upcoming World of Warcraft campaign. I mean that in a good way.

The Flames were the Dragon. (61 pts)

Comments: 6 | View on Reddit

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[2 pts] nice. love midjourney still my favorite image generator

[1 pts] I think 3, 5, and 6 are best, but that first one is good too!

[1 pts] The head on the dragon on the 4th slide, very horror fantasy, reminds me of Reign of Fire!

r/n8n (5 posts)

Built a multi-tenant SaaS on self-hosted n8n (WhatsApp AI agent). Sharing the setup, looking for scaling advice. (15 pts)

Comments: 12 | View on Reddit

Running a multi-tenant product entirely on self-hosted n8n + PostgreSQL: \~15 workflows (inbound WhatsApp handler, follow-ups, reminders, property matching, client dashboard API, reporting, outreach). Tenancy via `tenant_id` on every table. WAHA for WhatsApp, GPT-4o-mini for replies. A few things I learned the hard way (happy to expand): import:workflow deactivates workflows, schedule triggers don't backfill missed runs, Postgres node stops the branch on 0 rows unless alwaysOutputData is on. F...

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[1 pts] Want faster, better help? Share your workflow JSON. A GitHub Gist is the easiest way -- paste your JSON, save as public, drop the link in your post. Folks can import it directly into n8n and reproduce the issue, which gets you real answers instead of guesses. *I am a bot, and this action was performed automatically. Please [contact the moderators of this subreddit](/message/compose/?to=/r/n8n) if you have any questions or concerns.*

[1 pts] !remindme

[1 pts] the tenant\_id approach scales fine structurally, but watch the billing layer. once you're multi-tenant, the question becomes who pays for which run. execution cost attribution per tenant gets messy fast. tbh usage metering (log every workflow trigger + tenant + duration) is worth wiring in early before you need to retrofit it

What are you using instead of Airtable these days? (16 pts)

Comments: 28 | View on Reddit

Curious what people are using as an Airtable replacement in 2026. Airtable has worked well for me, but I'm starting to run into limitations as projects get larger and workflows become more interconnected. I'm looking for something that can handle databases, automations, and integrations without becoming overly complicated to manage. If you've moved away from Airtable, what made you switch and how has the experience been so far? Any unexpected advantages or drawbacks after making the change? I...

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[9 pts] honestly airtable probably isnt your problem. it's that once you have records pointing at other records, a grid stops being the right shape for it. i hit the exact same wall around the time two workflows were writing to the same table. moved that stuff to postgres and kept airtable only for the views a human actually opens. real foreign keys, and concurrent runs stop stepping on each other. tradeoff is you write some sql and lose the nice ui. if you're not doing joins yet i wouldn't bother tbh, the migration isnt free.

[5 pts] NocoDB

AI Agent + Postgres Chat Memory is tanking my prompt caching (~2% hit rate) — is this just how it is? (10 pts)

Comments: 5 | View on Reddit

I got a WhatsApp bot running on AI Agent (Tools Agent) + OpenAI Chat Model (gpt-4.1-mini, Responses API, File Search for RAG) + Postgres Chat Memory + 3 custom tools. System prompt is chunky (\~8-9k tokens, mostly static stuff that never changes), so I figured caching would knock a good chunk off my bill. Checked OpenAI's usage dashboard and it was only 2% cache hit rate. So I dug into the raw execution payload on the OpenAI Chat Model node and found why: n8n is mashing everything into one gia...

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[2 pts] I suggest you can go with several approaches but idk if that would be an overkill. 1. Compress history every N iterations. By compression I mean summarizing history. 2. Before AI Agent node parse previous N messages and put them into the user prompt. 3. After AI Agent node, parse messages, turn them into structured data and next iteration get it from Postgres and put into AI Agent prompt. Besides that, I don't see any other options.

[1 pts] n8n's built-in Agent node still tends to treat the prompt/history bundle like one composed LangChain input, so you're probably not missing a UI toggle. For cache hits, the static system block needs to stay as the exact prefix and the WhatsApp/session fields need to move after it, which usually means breaking out of the stock Agent path or wrapping the model call yourself. Summarizing history helps cost, but it won't fix prefix caching if dynamic values keep landing before the reusable instructions.

Anyone solved the "Chat Graveyard" crisis? How to bulk-extract and structure hundreds of old LLM chats into a Second Brain? (6 pts)

Comments: 6 | View on Reddit

Hey everyone, I’ve hit a massive bottleneck with my ideation process and I'm looking for some collective wisdom from anyone who has successfully solved this. **The Problem:** I process problems conversationally. When I’m in an ideation mood, driving, or walking, I open a fresh chat session on my phone and do a massive brain dump. I talk through architectures, value chains, data inputs, and node configurations. I do this across 4 different LLM accounts (2x Claude, 2x Gemini). The result? I now...

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[3 pts] I'd start with native exports first, then treat each chat as a source document rather than one giant summarization job. The key is preserving enough metadata around account, topic, timestamp, tool/node names, and project intent so the processed Markdown doesn't lose the thread of why the idea existed in the first place. Obsidian works well as the target if you generate notes around artifacts and relationships, not just cleaned transcripts.

[1 pts] extraction's the easy part — both Claude and Gemini have official account data exports (settings → export your data), you get JSON, not a scrape. a 50-line python script turns each conversation into a dated markdown file. the real trap is the synthesis layer: if you batch-feed everything back into an LLM to "extract the meat" you get bland summaries that flatten exactly the structural detail you were trying to keep. I'd resist auto-summarizing and instead just make the raw chats searchable first — you'll find you reference 10% of them and the other 90% wasn't worth processing.

I built a n8n automated workflow to track daily team progress via slack (4 pts)

Comments: 2 | View on Reddit

Hi, I am Vaar you can search "iamvaar" for more free workflows. Workflow Link: [https://gist.github.com/iamvaar-dev/225caaaa1d295b29f52eac2612fb0f14](https://gist.github.com/iamvaar-dev/225caaaa1d295b29f52eac2612fb0f14) The workflow runs in three stages over the afternoon: * **A couple of hours before the day ends (like 3 PM):** The system automatically shoots out an interactive form to the team on Slack to collect their updates. * **As they submit:** The workflow catches the responses, ma...

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[1 pts] Heads up: video posts must link to the workflow code per **Rule 6** (GitHub, Gist, or n8n.io/workflows/). Yours does -- thanks. This sticky is here so commenters can find the code. *I am a bot, and this action was performed automatically. Please [contact the moderators of this subreddit](/message/compose/?to=/r/n8n) if you have any questions or concerns.*

[1 pts] Heads up: posts under this flair must link to the workflow code per **Rule 6** (GitHub, Gist, or n8n.io/workflows/). Yours does -- thanks for sharing it properly. This sticky is here so commenters know where to find the code. *I am a bot, and this action was performed automatically. Please [contact the moderators of this subreddit](/message/compose/?to=/r/n8n) if you have any questions or concerns.*

r/nanobanana (0 posts)

No top posts found for the past day.

r/perplexity_ai (5 posts)

Goodbye and thanks for all the fish (16 pts)

Comments: 7 | View on Reddit

[Look look peoples, looks like I only have 1 week left before I permanently switch to gemini :\)](https://preview.redd.it/i1dwc13gqy7h1.png?width=763&format=png&auto=webp&s=5fae8921c849b90a175414e71b29b501463a4542)

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[2 pts] Thanks for the fish?

[2 pts] Don't forget your towel!

[1 pts] Bye!

Why am I getting this despite having a pro Airtel plan and ain’t using perplexity that much (14 pts)

Comments: 13 | View on Reddit

I don’t know why I am getting it as only 4-5 queries are left, why is perplexity doing this… I didn’t ask perplexity many queries as I used to in the past.. I really don’t understand, why are they doing this despite having a pro Airtel plan for 1yr.. after those queries, the answers I’m getting is peanuts.. I hardly asked 10-15 queries, which aren’t even that big of a deal… what to do now? Any suggestions.. I really thought of taking perplexity pro next year, but every time I am getting this...

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[7 pts] A lot of people are having this issue, including myself.

[2 pts] I thought the partnership between Airtel and perplexity was discontinued..

[2 pts] You can use sonnet 4.6 a few times in claude app for free. But perplexity say it is advanced models and limit pro user. I won't upgrade to MAX, never! I will switch to claude pro next year

What happened to the “Social” connector/source? (12 pts)

Comments: 1 | View on Reddit

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[1 pts] My theory is that it’s just baked in now, my backup theory is that Reddit wanted money to be a source so they took it away. The toggle just caused Reddit to be basically the only source used, which was useful IMO.

Computer routes to Sonnet by default lol (8 pts)

Comments: 9 | View on Reddit

I think only of late (1 week), computer has been routing even complex tasks to Sonnet even if the orchestrator was set to Opus. Like a “deep dive into DYZ equity” routes to Sonnet for reasoning and analysis. LMAO. You’ve to write an instruction in the prompt to specify only Opus to get Opus. Otherwise, you get hot trash for a similar asking amount of credit used. So, they are doing it to Max users too. LMAO

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[4 pts] Max user routing to Sonnet. Pro user routing to "Best" good job perplexity

[3 pts] They started doing this a [long time ago](https://www.reddit.com/r/perplexity_ai/comments/1opaiam/perplexity_is_deliberately_scamming_and_rerouting/). [CEO Admitted it too, and claimed it was "fixed"](https://www.reddit.com/r/perplexity_ai/comments/1orar1a/update_on_model_clarity/) https://preview.redd.it/arm5zsh8p08h1.png?width=855&format=png&auto=webp&s=303110098af52530cea96b9c9656d27fcc850bbd

[1 pts] I did some back in testing and even though it said it was giving me Nemotron 3 Ultra as specifically selected it was showing system prompts internally of being sonic 4.6 and I can't tell you how many times I've been rerouted sneaky and behind the scenes which is literally theft depending on how you look at it because I'm a max customer, and I've never shorted them a dime. They screw me over all the time.

Perplexity users: what’s the USP for you in 2026? (4 pts)

Comments: 13 | View on Reddit

A year ago Perplexity was my default for research, scheduled tasks, and Projects. It just made sense over the alternatives. Since picking up Claude Pro, I’m struggling to find a reason to keep paying for both. Scheduled tasks aren’t native in Claude, sure, but research quality and everyday usefulness both feel like a clear step up over where Perplexity is now. Feels like it’s gone through a bit of an enshittification phase, though I can’t tell if that’s the product getting worse or everyone el...

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[11 pts] \> Not trying to start a pile-on here, just trying to figure out if there’s still a reason to keep the subscription. No

[5 pts] In theory, Perplexity is better for day-to-day search and research, especially when the information you need is live web-based or needs some level of scraping on the internet - reports, competitors' analysis, etc. Every question you ask Perplexity, it will always check the internet first. Claude is better at coding, brain power, and reasoning. Claude will only search the internet if it thinks it's needed for your question. Perplexity assumes the web is the answer; Claude decides whether the web is needed, then reasons over what it finds.

[4 pts] So I’m about to drop Perp since they’ve started throttling access to advanced models for Pro users. And not sure whether to go for a Gemini or Claude Pro sub instead. I use both a lot through Perp in the last year. I find Gemini better for long conversations and in depth research, Claude is better for quality of writing it seems. But I worry about Claude also throttling access to Opus under its Pro sub… unsure which to choose

r/udiomusic (4 posts)

Using original lyrics - the implications (1 pts)

Comments: 0 | View on Reddit

I've been using Udio to take my original poetry and put it to music, for fun. The poetry is 100% mine, not AI. Have I given up any of my rights to Udio by adding these poems as song lyrics? Have I lost any type of publishing rights regarding my original creative work by doing this? Thanks guys.

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No comments.

Have Standard Subscription, suddenly cannot trim tracks it states "unavailable". (1 pts)

Comments: 3 | View on Reddit

Any suggestions? It may just be a temporary glitch but I need to be able to trim and edit the songs/tracks I make. It happens every time now. Without this feature Udio is basically useless for myself as I upload my own mp3's and edit them.

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[0 pts] Hi there, it's not just you. I just checked it as well, and I'm unable to trim. Paging u/UdioAdam! https://preview.redd.it/om7ggxdp718h1.jpeg?width=1080&format=pjpg&auto=webp&s=ab523659f2745999589245ec7bd162a5b4f86af4

You can’t upload your own audio into the app? (0 pts)

Comments: 11 | View on Reddit

I paid for the pro version because the App Store listed using your own audio. Here we are and I can’t upload my own audio into the app.

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[1 pts] Audio upload is available on the web, but unfortunately not in the iOS app, sorry!

[2 pts] Hmmm, seems to work for me as a pro subscriber? https://reddit.com/link/oscvawy/video/dnim1t05v08h1/player

[2 pts] And why would you want to upload your audio into app that won't let you use its output in any way or even download it?

Suno vs Udio: I don’t think they’re even the same type of model (0 pts)

Comments: 8 | View on Reddit

I’ve been trying to understand why Suno and Udio feel so different, and I keep coming back to the same basic idea: they might not just be different in quality, but in how they are actually built. From what Suno has said publicly, it looks like they are using a transformer based approach, similar to large language models like GPT. The idea is that music gets broken into tokens, and the model learns to predict the next token in sequence, step by step. It is basically the same mechanism as text ge...

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[4 pts] Udio is a transformer diffusion based model and Suno is a Token based model, And in other models like those of "Treblo" (formerly Sonauto), v2 is a diffusion-based model and v3 is a token-based model.

[2 pts] Good topic….i have a high preference for diffusion based. As a producer, The musical choices Suno makes are HIGHLY predictable which makes it feel boring and bland. Diffusion based seems to be more creative and takes more chances.

[1 pts] Best model is Ace Step 1.5.2 for generative audio for now,but dataset is very weak.

r/zapier (2 posts)

automate Instagram Posts from sheets (1 pts)

Comments: 6 | View on Reddit

Hey, I need a zapier automation where all the Image URLs get postet when the according Status cell says „Ready“. It is important that it is a dynamic zap where all the Image URLs with „Ready“ Cells get postet and not just one. I tried it already with a schedule as a trigger and then google sheets > lookup spreadsheet rows and the post on instagram. But I dont know what to insert into the configure field at the actions lookup spreadsheet and post on instagram. What I need to know is what arra...

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[2 pts] Zapier's Instagram integration only supports single image posts, you'll hit a limit there.

[1 pts] The configuration for that step would be the Column "Status" = "Ready"

[1 pts] For this shape, do not try to map all Ready URLs into one Instagram action. Treat each Ready row as one post. A safer Zap structure is: 1. Schedule trigger 2. Google Sheets: find many / lookup rows where Status = Ready 3. Looping by Zapier: loop through the returned rows 4. Instagram action: use the current loop item's Image URL 5. Google Sheets: update that same row to Posted, with a posted timestamp That last update step matters. Without it, the next scheduled run will keep reposting the same Ready rows. If you meant one carousel post containing 3 images, check the Instagram action first; many Zapier Instagram actions only support a single media URL per action. If so, the looped one-post-per-row setup is the practical route.

WhatsApp integration in Zapier - the working setup (and the trap most people fall into) (1 pts)

Comments: 1 | View on Reddit

Quick share for anyone wiring WhatsApp integration into a Zapier workflow - disclosure at the bottom, I work on the messaging-layer side of this. There are basically three ways to send WhatsApp through Zapier, and they're not equally good. Worth being explicit because the marketing copy hides which is which. **Path 1 - Unofficial WhatsApp Web automation apps.** The $15/month "no Meta verification needed" ones. Scan a QR code from your phone, send through Zapier, done. The problem: they're...

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[1 pts] WhatsApp Business API through Zapier works but the template approval delay is what kills most automations.