... announcements or launch cycle. worth a look if you're into LLM tooling specifically, less so otherwise. Comment from Gal Dayan(@galdayan): my pick is Simon Willison. he's not flashy and doesn't run in the launch-hype circuit, but the way he writes about actually building and evaluating LLM tools has been more useful to me week to week than most launch pages ever are. I'd ask him what tool in his own stack ...

... approval. The goal is that the only things reaching you are the things that genuinely need a human. Hard money and authority controls. Per-task budgets that cap and stop, per-staff usage quotas, and a total circuit breaker that pauses automatically at a threshold. Every action is logged, auditable, and stoppable. A lead that owns the outcome. Instead of a peer-to-peer mesh where responsibility is diffuse, one lead decomposes the task, checks work against your standard before ... ... each time. Money and anything touching production are the other two, but the byline one is the one I'd never soften, because a bad deploy is revertible and a bad sentence in my voice isn't. On manager vs

... Filters out noise below a 40/100 threshold to save AI tokens Shows you the evidence, not just a guess Recent improvements: Lightsail support (requested by a real user!) AI commit summaries cached and reused Provider failover (Groq Mistral Cerebras) Circuit breakers and anti-flapping logic "Cause unknown from available data" Vigil admits when it doesn't know One thing I've learned: a confidently wrong AI answer during an outage is worse than admitting uncertainty. Vigil is honest about ...

... evidence, Vigil simply says: "Cause unknown from available data." I'd rather have honest uncertainty than confident misinformation during production incidents. AI Provider Queue Behind the scenes, Vigil now uses a custom priority queue with automatic provider failover, retries, circuit breakers, and rate limiting across Groq, Mistral, and Cerebras. Commit Intelligence Commit diffs are summarized once, cached permanently, and reused across future investigations to reduce latency and AI costs. The long-term goal isn't to build another monitoring tool ...

... connect Seer directly to Claude through the Model Context Protocol (MCP) , giving Claude access to Seer's hardware engineering tools without leaving the conversation. With the Seer MCP, Claude can now: Generate production-ready 3D CAD models Design electronic circuits Search patents and prior art to help evaluate invention novelty Our goal is simple: make AI assistants capable of building real-world products, not just writing code. Instead of switching between multiple applications, you can stay inside Claude while Seer ...

... shipping something for the 16th, that workflow alone is worth it. Will be watching what people build Comment from david mungai(@david_mungai1): Hey! I'm building Hardwave an open source Python framework for simulating hardware (circuits, motors, control systems) so you can catch design mistakes before you order parts, not after. Our cloud offering runs on Vercel. Launching soon, might be a good excuse to time it with the 16th.. Comment from Adisa Alawode(@aljared07): Freebird AI runs ...

... like they were doing the work themselves. Here's the problem. When someone journals about a difficult relationship and the AI immediately identifies the pattern, names the emotion, and suggests a reframe it feels impressive. But it also short-circuits the process. The user didn't arrive at that insight. The AI did. And insights you're handed don't stick the way insights you discover do. So we did something counterintuitive: we made the AI dumber. Not literally ... ... shortcut it. Questions over conclusions is exactly the shift we made, and hearing it resonate with how you think about journaling confirms we're on the right track. Comment from Mona Truong(@monatruong_murror): @habibferdous  "Demo moment vs

... actual insight, and it's bigger than it looks: making the notification say why it's waiting is what turns a ping into a triage. "Done" makes you tab back to find out what "done" means. "Needs approval vs finished vs

... thinking about the next layer of Intrascope.  Comment from Atul Yadav(@atul_yadav20): governance + spend limits at the org level is the macro version of what we're shipping at the runtime level (tokenwall.dev, also launched today, circuit breaker for runaway agent loops at iter 3). adjacent problems, different layers. how are u thinking about per-agent vs

... When we first launched Murror, the number one feature request was always the same: "Can I talk to the AI?" Users wanted a chatbot. Something they could vent to, ask for advice, get instant feedback from. Every competitor had one. Every investor asked why we didn't. So we built it. The first month looked incredible. Session times tripled. Users came back more often. The engagement charts were exactly what you'd want to show in a board meeting. Then ... ... they felt that way. The AI always had an answer. And that was the problem. Real emotional growth isn't about getting the right answer it's about learning to sit with the question. Our AI was short-circuiting

... just gives you the answer immediately. EngineerCalcAI is my attempt to make an AI study tool that still holds students accountable. I m currently looking for feedback from students, especially anyone in engineering, physics, calculus, statics, dynamics, fluids, thermo, circuits, or similar classes. I m also giving the first 15 accounts that sign up 1 month of Pro completely free with code: FIRST15 Website: EngineerCalcAI.com Comment from Rian Robertson(@rianbrob): Hey John, love the idea of keeping students accountable while ...

... workflow is what I built on top of that NEXIA, an AI assistant that generates structured HTML directly from a conversation. No prompt engineering, no IDE. You describe what you need, it outputs: - Interactive simulations (fluid flow, electrical circuits, pendulums) - Financial dashboards and business plan projections - 3D viewers for mechanical parts - Full technical reports and calculation notes - Personality tests and interactive forms All as standalone .html files. Open in browser. Done. Your "throwaway HTML" framing is exactly right. The floor ... ... needed. You just open them in your browser, that's it. Here's what I mean. From a single conversation, NEXIA can output: - An interactive electrical diagnostic tool (my actual use case as an electrician) - A fluid flow or circuit

... hours later. No local server to crash. Want me to help you set one up? Happy to walk you through it. Comment from Abdelhak Akermi(@abdelhak_akermi): @noah_bennett5  100%. That's exactly why we built the circuit breaker (auto-disables after 3 consecutive failures), email alerts on failure, and full execution logs. Setup is simple but reliability is the core focus. If a job doesn't run, you'll know about it immediately. Comment from Abdelhak Akermi(@abdelhak ... ... long it took, and if anything failed. Would love to know what specific metrics would make you feel most confident in it. Comment from Abdelhak Akermi(@abdelhak_akermi): @rivra_dev  Thanks! Yes, we have a circuit

... calvin_lim_1): @rohanrecommends   definitely changes the market, but I think cracking down on half-baked apps had to start. Vibe coding is like building a house but only getting a frame. You need time to add plumbing, circuits, etc and complete stress testing. Comment from Tom Riedel(@sweeteyecandy): Yeah, I heard about Replit and wondered how it could actually work. There's a bit more than just coding needed to get on the app store. Comment from Umair ... ... Comment from Rohan Chaubey(@rohanrecommends): @calvin_lim_1  I love that analogy. Very well said, Calvin. I second you! :) Comment from Rohan Chaubey(@rohanrecommends): @emmanuel_afolabi  I like how you framed it as speed of creation vs

... post something. This is my first time really building in public and it's honestly kind of terrifying putting your work out there like this. I'm actually an EE major so I usually spend my time tinkering with circuits or more theoretical stuff, but I really wanted to create something that actually helps people out in their day to day. I feel like I just wanted to contribute something useful to the world instead of just thinking about ...

... love to share a project I ve been building and get some honest feedback. Circuit is a platform where posts aren t text, images, or videos they re interactive experiences. Instead of explaining how something works, you publish the actual demo as the post so people can click, explore, and understand faster. It s useful for: interactive product demos sharing progress while building experiments, tools, and prototypes tutorials people can explore instead of watch The idea came from repeatedly seeing ...

... everyone I m Parthib a builder currently working on a product called Circuit. The problem I ve been obsessed with lately is how we share progress while building. We spend weeks crafting interactive products, but usually explain them with screenshots, demo videos, or long text. Circuit

... testing. One of the reasons I created this device was because I'm allergic to Apple Watch bands, which led me to consider making a contactless heart rate monitor. I chose a millimeter-wave radar and had a circuit engineer friend design the circuit

... make the most of remote work and actually become more productive? Here are a few things that work really well for me: Tackle the hardest tasks as early as possible (eat the frog first thing). Alternate focused work with short recharge activities for me, that s usually a quick workout or movement break. Set clear boundaries with family: agree on do not disturb times, or simply put on headphones so everyone knows you re in deep-work mode and shouldn ... ... work things gets blurred/ My strongest hack is to make a separate place specifically for paradise, no computer games, TV shows, snacks in a specific place in the house, just work This is how I form working neural circuits

... Your LLM just told a user that Mars has a capital city. By the time your monitoring tool alerts you, 10,000 users saw it. We built the circuit breaker that prevents this. What we do : Real-time epistemic analysis BEFORE outputs reach users. When GPT-4 is guessing (high Q2 = epistemic uncertainty), we block it. When it knows (low Q2), we allow it. Works with ANY LLM: OpenAI Anthropic Llama Your custom model Try it now (no signup ...

... shrug. The agent crashes we retry. The data drifts we patch and move on. Somewhere along the way, fragile but flashy became normal. When we built GraphBit , we borrowed from aviation, not automation. Deterministic execution Redundant state systems Circuit breakers instead of blind retries It s not about making AI smarter, it s about making it airworthy . So here s the question: If AI systems had to pass a flight test before production, what would your checklist include? - Musa ...

... again, we built something that stops breaking. GraphBit- an open-source, Rust-powered agentic AI framework that treats workflows like infrastructure, not improvisation. Rust for execution (fast, safe, lock-free) Python API for accessibility Observability, retries, timeouts, and circuit breakers baked in Multi-LLM orchestration that actually holds under load No magic, just stability. No black boxes, just transparent orchestration. We ve open-sourced it on GitHub so developers can try it, stress-test it, and tell us what hurts ...

... those three failure points: Context continuity: Agents share state through versioned memory, so forking or chaining doesn t break flow or history. Load management: Lock-free scheduling and atomic counters in Rust handle bursts without queuing collapse. Graceful recovery: Circuit breakers + classified retries isolate faults before they cascade. Would love to dive deeper, your work at Theysaid sounds like it overlaps a lot with what we re solving. How about a quick chat sometime this week to compare notes? Comment ...

... chaos tests, throw messy workloads at it. If you can crash it, hang it, or expose a sneaky bug tell us. What s inside GraphBit Rust core lock-free concurrency Sub-percent CPU + micro-MB memory (~14 more efficient) Circuit breakers + retries no silent failures Data layer hybrid retrieval + versioned memory The deal: Best bug report or stress test gets a public shoutout + early access to our upcoming GraphBit Cloud beta. How to Join Clone the repo https://github.com/InfinitiBit/g... ...

... scattered everywhere Retries spin forever Cloud bills explode You end up firefighting instead of building. We built GraphBit to stop that. What it does Rust-powered core agents run stable + predictable Sub-percent CPU usage + tiny memory footprint Circuit breakers + adaptive retries no infinite loops Built-in data layer hybrid search + versioned memory In short: GraphBit gives you an AI framework you can actually trust in production. Why it matters If AI agents are going to scale into millions, devs ...