SM Sultan Mahmud Rahat @smsultan30
CEO @ Avos Lab | Building a Seamless & Complete Ecosystem for AGI | Serial Entrepreneur linkedin.com/in/sultan-mahm… Stanford, CA Joined February 2023-
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@nifinet Would love to see the repo
Hey Claude, I’m Peter Parker, and I paid you $200, remember?
Startup founders when they realize building the product was actually the easiest part:
people are sleeping on how excellent goose has become under the hood (interface needs some work but team is pushing). it's a superpower. github.com/block/goose
The coding agent is very easy to control. Just plug them with avos-dev-cli. Your reckless agent will be calm and composed like you.
It is important to make your old or newly built repository history-aware. Before changing any risky code block, the coding agent can now explore its lineage history. We have open-sourced the project. Just download it and make your Claude code git history aware before coding.
Giving ads saying not to give ads lol.
Anthropic have just buried OpenAI and ChatGPT with this ad lmfao There’s no coming back from that
Anthropic have just buried OpenAI and ChatGPT with this ad lmfao There’s no coming back from that
@simonw Everyone should sit at a round table and fix these things first. MCP is hell in production, now they are changing these!
nothing more humiliating than when GPT-5 router determines that your request was too low IQ and re-routes you to the small model
✅ 3. Bug Bounty Simulator (Your Code’s Personal Bodyguard) In any company, security bugs usually show up after things go live. That’s when panic hits, hotfixes fly, and someone’s weekend is ruined. 🫠 But what if your system could stress-test itself before hackers ever get a shot? Here’s the vibe: EvoMAC quietly spins up a shadow team in the background — these agents start acting like ethical hackers. They poke at login flows, throw weird inputs into your forms, mess with APIs — trying to break things like a real-world attacker would. And while that’s happening, another team (the update crew) watches the logs and says stuff like: “Hey, this input isn’t getting sanitized properly — fix that.” “This function’s vulnerable — time to patch it.” “Let’s rewire that logic and test it again.” It works just like a neural net: The testing team is like throwing labeled ‘bad data’ at the system. Failed responses are treated like loss. Instead of updating weights, it updates tasks and rewrites the flow. 💡 The result? While you’re chilling with coffee or working on new features, your codebase is learning self-defense. It’s spotting flaws, patching itself, and coming out stronger — all behind the scenes. Think of it like hosting a bug bounty program — but this time, your own agents are the bounty hunters. 🛡️
🤝 2. AI Code Merger & Dependency Resolver You know that moment when two product teams accidentally build the same thing? Yeah — now imagine resolving that mess without war rooms, 10 PM merge conflicts, or Slack ping-storms. With EvoMAC, here’s what happens instead: 🧠 It forks both branches. Thinks. Tests. Cross-references APIs, variable scopes, naming conventions, the whole deal. Then — like a diplomatic agentic backchannel — it reshapes the collaboration. Backprop kicks in. It restructures the dev workflows, refines test coverage, updates docstrings, and stitches the feature into the right place — without breaking things. By the time you check GitHub, there’s a clean pull request… and a changelog that reads like poetry. This isn’t just a merge conflict resolution. It’s conflict prevention with elegance.
Let me tell you about my latest observation that comes from a paper [arxiv.org/abs/2410.16946] It is possible now that the coordination of different agents can build software on its own, from scratch! Think multi-agent coding team meets neural network vibes. Picture dev teams that update themselves on the fly. Yep, it’s real, and you’re gonna love it!
Mahnoor Fatima @Mahnoor143b
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23K Followers 454 Following I'm a frontend engineer @OpenAI. Author of @octanejs, @ripple_ts, @lexicaljs and @inferno_js. I was also a core engineer who helped build @reactjs and @sveltejs






















