what do you know? cs fundamentals? running llms locally? inference?
CODE
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LangGraph: Building Production-Ready AI Agents with Minimal Abstraction
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In this blog piece, you’ll learn why and how we built LangGraph for production agents. Building upon feedback from the super popular LangChain framework, we aimed to find the right abstraction for AI agents, and decided that was little to no abstraction at all. Instead, we
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Transformers Learning Multiplication Through Auxiliary Loss
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Why Can't Transformers Learn Multiplication? This paper found that plain training never builds long-range links of multiplications. So by adding a new auxiliary loss that predicts the “running sum”, it enables the model to successfully learn multi-digit multiplication!
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Claude Multi-Agent Systems: Skills, Code, and Future Insights
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Very interesting convo with @ErikSchluntz (multi-agent research lead) about all things agents:
— Alex Albert (@alexalbert__) 17 octobre 2025
– Why Claude is good at agent tasks
– Evolution from workflows to multi-agents
– Tips for creating Skills
– How code unlocks all other domains
– How to use subagents
– The future of… pic.twitter.com/NshRStZVdsVery interesting convo with @ErikSchluntz (multi-agent research lead) about all things agents:
– Why Claude is good at agent tasks
– Evolution from workflows to multi-agents
– Tips for creating Skills
– How code unlocks all other domains
– How to use subagents
– The future of -
MIT Free Computing Fundamentals Course for Beginners
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A free, beginner-friendly course from MIT on computing fundamentals. These classic lessons break down concepts such as programming language design, abstraction, & recursion: https://t.co/oh0KBBVKUB
— MIT CSAIL (@MIT_CSAIL) 17 octobre 2025
v/@MITOCW pic.twitter.com/JNjbf7vFofA free, beginner-friendly course from MIT on computing fundamentals. These classic lessons break down concepts such as programming language design, abstraction, & recursion: https://
bit.ly/46zVDEy v/
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Poe App Creator Enhanced with Claude Code Integration
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We made a major upgrade to Poe App Creator, and it is now built on top of Claude Code. This update will generally produce significantly better results, especially when building and iterating on complex applications inside of Poe. (1/2)
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Anthropic’s Claude gains custom skills
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🚨 BREAKING: Anthropic just launched Agent Skills and it’s quietly the biggest Claude update yet.
— God of Prompt (@godofprompt) 17 octobre 2025
Claude can now load custom skills little folders packed with instructions, scripts, and resources that make it a specialist on demand.
Think:
→ a “Spreadsheet Expert” skill for… pic.twitter.com/SZHU5hNfzyBREAKING: Anthropic just launched Agent Skills and it’s quietly the biggest Claude update yet. Claude can now load custom skills little folders packed with instructions, scripts, and resources that make it a specialist on demand. Think: → a “Spreadsheet Expert” skill for
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AGI Jobs v0: Operating System for AGI Work Launch
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[ AGI Jobs v0 : "The Operating System for AGI Work" ] AGI Jobs v0 (v2) truly enables the construction of unprecedented, scalable, utility‑maximizing systems …” — and then does it. GitHub : https://
github.com/MontrealAI/AGI
Jobsv0
… $AGIALPHA #AGIALPHA #ASIFirst -

Entropy-Balanced Policy Optimization for AI Agents
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Agentic Entropy-Balanced Policy Optimization Renmin University of China, Kuaishou Technology
Paper: https://
huggingface.co/papers/2510.14
545
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Code: https://
github.com/dongguanting/A
RPO
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Dangerous System Commands: format c and rm -rf Risks
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ok let's try to say out loud "format c: /q or rm -rf"