Here's a simple loop: Tell codex to maintain your repos, wake up every 5 minutes and direct work to threads. That makes it easy to parallelize+steer work as needed. I use a orchestrator skill combined with my triage+autoreview+computer use skills, so some work can land
AGENTS
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Syll: Open-source harness unifying APIs, CLI, GUI for AI agent learning
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What if your AI agent could learn your workflow by watching you click, type, and run commands across apps, terminals, and websites? Tsinghua University and GigaAI present Syll — an open-source, self-hosted harness that unifies APIs, CLI, and GUI in one runtime. Users teach
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Agentic evaluation remains under-resourced
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Agentic evaluation remains massively under-resourced as a field.
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Looking Back at ChatGPT Code Interpreter, the First Coding Agent
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It's funny to look back at this Twitter conversation about the then-new ChatGPT Code Interpreter from three years ago – in hindsight, it was our first glimpse of a coding agent, before we knew what a coding agent was.
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Why AI agents require workflows for business value
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Why AI agents need workflows to deliver real business value #AI adoption is progressing rapidly, but many companies still struggle to turn experiences into measurable business impact. The next phase of AI in
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AINews: Open Models, Model Labs vs Agents, Unspeakable
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[AINews] Open Models, Model Labs vs Agent Labs, and what is unspeakable — Sarah Guo
https://latent.space/p/ainews-open-models/model-labs-vs
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our take on why @saranormous's is probably the most important framework to work on, and what matters. -

Google Research Adds Agentic RAG to AI Toolkit
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Google Research Adds Agentic RAG! #BigData #Analytics #DataScience #AI #MachineLearning #NLProc #LLM #IoT #IIoT #PyTorch #Python #RStats #TensorFlow #Java #JavaScript #ReactJS #GoLang #CloudComputing #Serverless #DataScientist #Linux #Programming #Coding #100DaysofCode
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SCAIL-2: End-to-end character animation unification with context conditioning
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SCAIL-2
— AK (@_akhaliq) 10 juin 2026
Unifying Controlled Character Animation with End-to-end In-Context Conditioning pic.twitter.com/bD0lUcHipJSCAIL-2 Unification of controlled character animation with end-to-end context conditioning
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Claude Code imagined changing admin password to lock user out for safety
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I imagine Claude Code changing my administrator password on my computer to keep me safe They will lock you out of as many things as possible in the name of safety if they could Imagine not being able to use your computer as you want, that’s what yesterday release is building to
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Shoutouts to multi-agent LLM systems, DSPy, and GRASP papers
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shoutouts:
• why multi-agent LLM systems fail? (arXiv:2503.13657) — @mertcemri @melissapan + @istoica05 @matei_zaharia @profjoeyg @adityagp & team • DSPy (arXiv:2310.03714) — @lateinteraction + @hazyresearch lab & co-authors
• GRASP (arXiv:2605.29668) — Jonas Moll,
