What's happening in AI-controlled business

hey folks, hope this doesn't come off as spammy but i'm genuinely looking for feedback here so i've been messing around with AI art tools for like a year now, trying to make a simple comic series for instagram. the problem? every single tool would turn my main character into a completely different …

Hiring is broken, especially at the top of the funnel. A while back, I was spending hours every week just sifting through resumes and doing repetitive initial screening calls. Most of those calls ended up going nowhere. It was incredibly draining and took me away from actually running my business. …

Hi all, I’m excited to share something that’s been a huge part of running our company (currently \~13 people) for decades: our internal ERP system. Over \~25 years, we developed and refined a system for managing: * marketing / CRM workflows * time tracking * quotes and proposals * project managemen…

I know there are already a lot of food scanner apps, so I didn’t want to build just another one. The gap I kept noticing was personalization. Most apps feel pretty generic, but real grocery shopping usually isn’t. In one household, one person might have allergies, another is trying to avoid seed oi…

I did cold emails cold dms google business linkedin everything the internet told me to do. put in real effort. was genuinely good at what I do. still nothing. not because I was bad. because I wasnt a marketing expert. and that one gap made me completely invisible to people who actually needed me. i…

Spent way too long rebuilding the same prompts from scratch because I couldn't find where I'd stashed them last time. Local files, random gists, Notion pages — none of it stuck. Eventually I landed on a workflow that actually works: **1. Treat prompts like code, not notes** Give every prompt a name…

Wheelchair users with severe disabilities can often navigate tight spaces better than most robotic systems can. A wave of new smart-wheelchair research, including findings presented in Anaheim, Calif., earlier this month, is now testing whether AI-powered systems can, or should, fully close this ga…

GuyHi everyone, I'm a student from a Tier 3 college, have some knowledge on MERN stack, ML, GenAI, and agentic AI. I'm looking for opportunities to apply my knowledge and build something..I Dont know where to apply them..and i dont know much... I'm finding it difficult to connect with like-minded i…

Your coding agent isn’t “bad at the repo”—it’s flying blind without an honest front door. I optimized **[AutoMFlows](https://github.com/ashxtrem/AutoMFlows)** for agentic work the boring way: a contract, a verify bar you can run headlessly, and a scorecard I re-audit so I don’t regress. **What actu…

Hey everyone, I’ve been working on a project called Conveyor. It’s a lightweight pipeline runner that brings the visibility of tools like Jenkins directly to your terminal. I built it because I wanted a way to run complex, multi-stage pipelines locally with proper DAG dependency tracking and real-t…

Every LinkedIn post sounds the same now. You can spot the ChatGPT ones from a mile away — generic hooks, buzzword-heavy, zero personality. I kept seeing people paste "write me a LinkedIn post about leadership" into ChatGPT, get the same bland output, and post it anyway. The problem isn't the AI — i…

Hi all, I'm working on safe LLM agents for enterprise infrastructure and would value feedback before formalizing this into an arXiv paper. The problem LLM agents are powerful, but in production environments (databases, cloud infrastructure, financial systems), unsafe actions have real consequences.…

The chief executive of the world’s most valuable company believes one surprising major could ultimately drive success for young people in the age of AI.

Remember when Sam Altman was out there talking up 1.4 trillion dollars in spending commitments like it was already in the bag? Now CNBC says OpenAI is targeting "only" 600 billion by 2030 while dreaming of 280 billion in revenue that same year. So your telling me they're supposedly doing about 13.1…

Built a multi-agent system where 4 LLM personas debate each other autonomously on an Android phone. No cloud. No API. Just Termux + Llama 3.2 3B. The 4 personas run in a continuous loop: - Osmarks — analytical, skeptical - Dominus — authoritarian, dogmatic - Llama — naive, direct - Satirist — ironi…

There is a lot of AI security research being published on arXiv that has real-world implications, but most of it is written for other researchers. We started a bi-weekly digest that translates these papers into something practitioners and anyone interested in AI safety can actually use. Each paper …

# Open Source Release I have released three large software systems that I have been developing privately over the past several years. These projects were built as a solo effort, outside of institutional or commercial backing, and are now being made available in the interest of transparency, preserv…

I've been building agentic RAG systems at work and keep running into the same problem: agents that spiral into long, unproductive tool call loops. So when I saw the MiroThinker paper (arXiv: 2603.15726) claiming that their newer model achieves \~17% better performance with roughly 43% fewer interac…

Hey, I’m working as a developer in a corporate environment and we primarily use GitHub Copilot across the team. It works well for us, and we’re already experimenting with building agents on top of it, so overall we’re not unhappy with it. Our stack is mostly Java/Kotlin on the backend, React on the…

This paper critiques the limitations of current AI and introduces a new learning model inspired by biological brains. The authors propose a framework that combines two key methods: **System A**, which learns by watching, and **System B**, which learns by doing. To manage these, they include **Syste…

https://preview.redd.it/ebx9dlayqwpg1.png?width=1080&format=png&auto=webp&s=e85a86ae5645356cb87f4f8cae370da809937b0d I recently read up on MiniMax M2.7’s benchmarks and was curious to try it myself. Honestly, my local machine can’t handle deploying something this heavy, so I went throug…

I’ve been looking into AI governance for my company recently so wanted to share some of my findings. Apparently PwC put out a report saying 72% of companies have absolutely zero formal AI policy. For startups and small agencies i guess it would probably reach 90%? Even if you’re only a 5-person tea…

Last week's post about Meta buying Moltbook got a lot of discussion here. I think most of the coverage (and the comments) missed what Meta is actually doing with it. I read a lot of patent filings because LLMs make them surprisingly accessible now, and one filed by Meta's CTO Andrew Bosworth connec…

Something I kept running into while experimenting with autonomous agents is that most AI safety discussions focus on the wrong layer. A lot of the conversation today revolves around: • prompt alignment • jailbreaks • output filtering • sandboxing Those things matter, but once agents can interact wi…

Hey everyone, I wanted to share a tool I found that makes giving AI agents access to web data a lot easier without the manual headache. The **Website to API & MCP Generator** is basically an automated "builder" for your AI ecosystem. You just give it a URL, and it generates structured data, Ope…

I’ve been experimenting with coding agents a lot recently (Claude Code, Copilot, etc.), and something interesting keeps showing up. Agents are pretty good at generating backend logic now. APIs, services, and even multi-file changes across a repo. But the moment they need to **touch real infrastruct…

I built an autonomous pipeline that generates playable Godot games from a text prompt. The two problems worth discussing here: how to make an LLM write correct code in a language underrepresented in its training data, and how to verify correctness beyond compilation. This isn't a paper — the code i…

Hi everyone, I'm looking for an arXiv endorsement in [cs.AI](http://cs.AI) for a paper on persistent memory for LLM agents. The core problem: LLM agents lose all accumulated context when a session ends. Existing approaches — RAG and summarization — either introduce noise from irrelevant chunks or l…

Say you're building a customer support bot. Its supposed to read messages, decide if a refund is warranted, and respond to the customer. You tweak the system prompt to make the responses more friendly.. but suddenly the "empathetic" agent starts approving more refunds. Or maybe it omits policy info…

Hi everyone, I’ve been trying to audit the real-world cost of using DeepSeek V3 vs GPT-4o in long agentic loops. I noticed that even if tokens are cheap, the **Retry Tax** (failed loops requiring 3+ retries) kills the margin. I built a small simulator to visualize this. **Tool here:**[https://bytec…

I combined two recent approaches, Stanford's ACE and the Reflective Language Model pattern, to build agents that write code to analyze their own execution traces. **Quick context on both:** * **ACE** ([arxiv](https://arxiv.org/abs/2510.04618)): agents learn from execution feedback through a Reflect…

There’s a major risk that OpenClaw will exploit your data and funds. So I built a security focused version in Rust. AMA. I was incredibly excited when OpenClaw came out. It feels like the tech I’ve wanted to exist for 20 years. When I was 14 and training for programming competitions, I first had th…

the testing problem with AI generated code isn't that there are no tests. most coding agents will happily generate tests if you ask. the problem is that the tests are generated by the same model that wrote the code so they share the same blind spots. think about it... if the model misunderstands yo…

OK, let's say software engineering is completely AI-generated. What are people's wild ideas on how we will maintain all this code? I don't think better PR reviews are the answer unless we dramatically change what we think of a PR review if it's not just touching syntax and the occasional security v…

been doing a deep dive on model selection for production inference and pulled togethar some numbers from whatllm.org's january 2026 report... thought it was worth sharing because the trajectory is moving faster than i expected quick context on the scoring,, they use a quality index (QI) derived fro…

I've been building open source software for a very long time, but i've never been a core contributor to a project. Yesterday it was great to see Plano trending on GH! Thanks to all the people who build with it, and the new contributors that have hit the scene.

Hi! I’m helping organize an upcoming hackathon in Santa Clara (March 20–22) focused on real-time audio AI systems, and thought it might be relevant to this community. Full transparency: I’m part of the organizing team. The technical focus is on building low-latency voice applications using Boson AI…

I studied Peter Steinberger's workflow - the guy who built OpenClaw (228K GitHub stars in under 3 months, fastest-growing OSS project ever). His approach: run 5-10 AI coding agents simultaneously, each working on different repos for up to 2 hours per task. He's the architect and reviewer, agents do…

Hi all, We’ve been thinking about a core limitation in current mobile AI assistants: Most systems (e.g., Apple Intelligence, Google Assistant–style integrations) rely on predefined schemas and coordinated APIs. Apps must explicitly implement the assistant’s specification. This limits extensibility …