Prasith Govin

Just had my claw redo all my browser based crawls from reading this. Improvements in error rates and speed. Def one to add to the toolkit.

@DavidOndrej1 Yes its a disaster today. Opus self-diagnoses itself says its not completing tool actions well.

Opus 4.7 is unusable today

Regardless of whether this matches the hype or not this shines a spotlight on Subquadratic Sparse Attention and more startups or indie hackers (like me) will experiment with it. Interesting paper as well from the team: subq.ai/how-ssa-makes-…

@steipete Wow! Half of those could be its own vibrant github project. I built a local version of askoracle myself but going to swap to yours now. How do you handle task management for all this? Do you use Linear + Symphony? Multiple projects?

Me and codex were busy. 🔊 sonoscli.sh — Sonos 🗃️ wacli.sh — WhatsApp 🪶 birdclaw.sh — X archive 🧰 gitcrawl.sh — GitHub archive 🛰️ discrawl.sh — Discord archive 🎧 spogo.sh — Spotify 💬 imsg.sh — iMessage 🧳 mcporter.sh — MCP to CLI 🗣️ sag.sh — ElevenLabs voice 🧿 askoracle.sh — second opinion Upgrading the 🦞 OpenClaw army.

Which one is it. I'm so confused. Is everyone just switching from each other.

@thsottiaux /wiki shortcut: turn any repo into a living, source-linked project wiki. Architecture, setup, data flows, APIs, diagrams, and “how to change X” guides generated from the codebase. Similar vibe to Devin’s DeepWiki, but native in Codex.

Send us feature requests for codex in the form of an images 2.0 generated image. It makes it easier for codex to implement if we decide to go for it. Saw some good ones today already that codex is cooking on.

This is the way. PM agent with Linear that pulls context. Dev agent, QA agent, provide way better results than single agent having to load all context and run all tasks.

@cgeorgiaw Congrats on the launch. Can I pitch a challenge and what does standing one up look like? The one I'd love to see: pre-symptomatic Parkinson's detection from voice. Biomarkers predict PD 3-5 years early. Consented speech corpus + biomarker model + years-to-symptom leaderboard.

🤗🤗🤗introducing Hugging Science -- the home of AI for science 🤗🤗🤗 open models and datasets are the powerhouse of science (see the PDB), but finding the models and data you actually need for your breakthrough is hard af you shouldn't need to scrape arxiv, own your own wetlab, fight a custom HDF5 parser, build a fusion stellarator, and beg for compute before you've trained a single epoch so we're changing that we've put all the best science on @huggingface in one place: - 78GB of genomics data - 11TB of PDE simulations - 100M cell profiles - 9T DNA base pairs - 13M molecular trajectories - 400k medical QA pairs and much more, all open, and all ready for training (+ you can also now filter and search by domain, task, and keyword) we've put together all the biggest releases from our partners at NASA, Google, OpenAI, Meta FAIR, Arc Institute, Ginkgo, SandboxAQ, Proxima Fusion, NVIDIA, Ai2, OpenADMET, InstaDeep, Future House, Polymathic AI, LeMaterial, Earth Species Project, Merck, and Eve Bio if you're not sure where you fit in -- work on open challenges for problems that matter: including fusion stellarator design, ADMET, antibody developability, multilingual medicine, catalysis and materials, and scientific reasoning. we're already changing how science gets done: a fusion startup needed a benchmark for stellarator plasma confinement that didn't exist. @proximafusion shipped ConStellaration on Hugging Science: a leaderboard, dataset, and eval metrics, all in one place. a drug discovery team wanted to predict hPXR induction. OpenADMET put up a blind challenge: 11,000+ compounds assayed at Octant, 513 held out, two tracks (pEC50 + structure). Anyone in the world can train and submit. an antibody team at @Ginkgo released GDPa1, a developability dataset for stability, manufacturability, and immunogenicity prediction, with a live leaderboard scoring every submission. if you know a problem the ML community should be working on, let us know. make a challenge! this is about putting all the tools for solving science in one place. so we can hillclimb! → huggingscience.co

@gdb Its been amazing. Our team has switched most usage over claude pro sub. Request for a pro business tier please 🙏.

how is gpt-5.5 performing for you?

@JonathanRoss321 and where does claw fit into this?

My job used to be writing code. Now it's marriage counseling for Codex and Claude Code.

@thsottiaux The vibes are all that matters. Codex team absolutely cooking. Does this apply to business plans too?

Don't just reset Codex rate limits for fun, it costs money. Don't just reset Codex rate limits for fun, it costs money. ... but the vibes are good ... I have reset Codex rate limits for ALL paid plans to celebrate a good week and allow everyone to build more with GPT-5.5. Enjoy

@steipete and team continue to amaze. Reported a Bedrock streaming bug, fix shipped the next day. Just tested: Opus 4.7 streaming + extended thinking on AWS Bedrock, running clean as my main agent. Huge unlock for enterprise AWS users. This is shipping at AI speed!

Perfect size for mac studio or a digit.

@openclaw feature request: cron sessions persist indefinitely after completion — sessions from 20hrs ago still sitting at 200K tokens. would love a cron.sessionArchiveAfterMinutes config (like subagent archive). also model registry has opus 4.6 at 195K ctx but it's 1M now. love the project otherwise 🦞

@openclaw feature request: cron sessions persist indefinitely after completion — sessions from 20hrs ago still sitting at 200K tokens. would love a cron.sessionArchiveAfterMinutes config (like subagent archive). also model registry has opus 4.6 at 195K ctx but it's 1M now. love the project otherwise 🦞

@aiopenclaw feature request: cron sessions persist indefinitely after completion — seeing sessions from 20hrs ago still at 200K tokens. would love a cron.sessionArchiveAfterMinutes config similar to subagent archive. also: model registry has claude-opus-4-6 at 195K context but Anthropic bumped it to 1M. needed a contextTokens override to fix. love the project 🧡🦞

@lennysan @openclaw The key to Claw's power is the Heartbeat. Ask your bot based on your history what you should be putting in the Heartbeat. Then ask it to improve its own heartbeat every few days 🤯🤯

What's your best tip for getting the most out of @openclaw?

@ryancarson This is awesome thanks. I installed it on an existing openclaw install and had a problem where ant-farm renamed all the existing cron jobs to bug-fix-triage agents. Curious if anyone else had this and if you'd like me to work on a PR for that.

Their last drop really upped the oss game. Excited to see what this can do with openclaw.

@alexwg Thank you Alex. My favorite read of the day.