Unlazy: The SIMPLE Skill that actually improves PERFORMANCE of ALL AI AGENTS!!
Visit AISeeKing: https://www.youtube.com/@AISeeKingIn this video, I'll be telling you about unlazy, a GitHub repo designed to fix one of the biggest problems in AI coding right now: agents confidently saying work is done when the code is incomplete, untested, or full of placeholders. It introduces runnable acceptance gates, evidence-based verification, approval safety, and orchestration workflows to make AI agent completion much more reliable.
--
Key Takeaways:
🚀 unlazy helps AI coding agents prove completion with runnable acceptance gates instead of vague “done” reports.
📋 The GATES.md acceptance ledger defines observable outcomes, CHECK commands, EXPECT markers, and evidence lines.
✅ A gate only counts as met when the command exits successfully and the expected output is actually found.
🔒 The approval system prevents unreviewed shell commands from running and binds approvals to exact commands, paths, shells, and environments.
🔁 The --reverify mode re-runs gates instead of trusting old evidence, making it useful for returned or delegated work.
🌳 Depth Tree orchestration breaks large tasks into scoped leaves with ownership rules, integration gates, and parent verification.
🛑 An optional Claude Code Stop hook can block early completion when the ledger still has unmet gates.
📚 The repo is refreshingly honest about its limits, citing research while avoiding unsupported benchmark claims.
👍 Overall, unlazy is a thoughtful, security-conscious way to make AI coding agents less lazy and more evidence-driven. Receive SMS online on sms24.me
TubeReader video aggregator is a website that collects and organizes online videos from the YouTube source. Video aggregation is done for different purposes, and TubeReader take different approaches to achieve their purpose.
Our try to collect videos of high quality or interest for visitors to view; the collection may be made by editors or may be based on community votes.
Another method is to base the collection on those videos most viewed, either at the aggregator site or at various popular video hosting sites.
TubeReader site exists to allow users to collect their own sets of videos, for personal use as well as for browsing and viewing by others; TubeReader can develop online communities around video sharing.
Our site allow users to create a personalized video playlist, for personal use as well as for browsing and viewing by others.
@YouTubeReaderBot allows you to subscribe to Youtube channels.
By using @YouTubeReaderBot Bot you agree with YouTube Terms of Service.
Use the @YouTubeReaderBot telegram bot to be the first to be notified when new videos are released on your favorite channels.
Look for new videos or channels and share them with your friends.
You can start using our bot from this video, subscribe now to Unlazy: The SIMPLE Skill that actually improves PERFORMANCE of ALL AI AGENTS!!
What is YouTube?
YouTube is a free video sharing website that makes it easy to watch online videos. You can even create and upload your own videos to share with others. Originally created in 2005, YouTube is now one of the most popular sites on the Web, with visitors watching around 6 billion hours of video every month.