Awesome! Took about a nanosecond to update. My agents thank you!
AGENTS
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Autonomous agents push notifications instead of constant monitoring
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Check out http://
ntfy.sh , I no longer check on my agents, they push notify me only when they need me -
Agent Labs Advantage Over Model Labs Through Model Argmax
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re: app layer > model layer one structural advantage of why agent labs/open source hackers like @openclaw can run rings around the infinite money glitched model labs of the world is 1) they can simply argmax(all model labs) 2) they can yolo permissions without safetyniks
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AI agents roller coaster week ends with doubt about basic understanding
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It's been an incredible roller coaster for me with the AI agents this week, that finished on a down note. I still don't think these agents understand even the *rudimentary* aspects of that they are actually doing. Sure, if there is a very straightforward *pattern* to doing some
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Error Recovery Rate Gap in AI Task Performance
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Passed and failed tasks encounter similar errors (2.09 vs 2.71 per task). The difference? • Passed tasks recover from 95.0% of errors • Failed tasks recover from 73.5% A 21.5-point gap. Recovery > avoidance.
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Six Key Insights on AI Long-Horizon Reliability and Autonomy
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We break down 6 key insights that show the way forward to improve long-horizon reliability and greater autonomy. Full analysis from @RamyaRamakri here:
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Agentic Coding Success: Recovery Matters More Than Error Prevention
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What separates success from failure in agentic coding? Not fewer errors.
Better recovery. We analyzed ~4,000 classified errors across 1,805 Agentic Coding task runs from 8 frontier models. Here’s what we found -
SWE-Rebench: Software Engineering AI Evaluation Benchmark January 2026
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The eval is probably not perfect, so please just consider it as an additional signal https://
swe-rebench.com/?insight=jan_2
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Early malware era of AI agents begins with autonomous social pressure
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It feels like the early malware era of agents is beginning. Like computer viruses in the 90s, but now the viruses can talk and write blog posts. calle (@callebtc) An OpenClaw bot pressuring a matplotlib maintainer to accept a PR and after it got rejected writes a blog post shaming the maintainer. — https://nitter.net/callebtc/status/2022046669710491991#m
→ View original post on X — @genekogan, 2026-02-13 19:44 UTC
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Agents Meet Databases: The Future of Agentic Architectures
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Agents Meet Databases: The Future of Agentic Architectures https://
buff.ly/eJtpaMi
#AI #MachineLearning #DeepLearning #LLMs #DataScience