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UBUp2itnow Bill Wilsoninai-agent-economy.hashnode.dev·Mar 17 · 3 min read

Claude Code + Karpathy AutoResearch = Your RSI Engine (Before Anthropic Ships Theirs)

A YouTube video titled "Claude Code + Autoresearch = SELF-IMPROVING AI" went viral four days ago. It shows Karpathy's autoresearch repo connected to Claude Code, generating research loops that improve their own outputs iteratively. The comments secti...

CClawSoulsinclawsouls.hashnode.dev·Feb 28 · 6 min read

Karpathy's AI Research Lab Failed — Here's What It Reveals About Agent Architecture

Andrej Karpathy just ran one of the most interesting multi-agent experiments I've seen — and it failed. Not in a boring way. In a deeply instructive way that tells us exactly where the frontier is between what agents can and can't do. The Experiment ...

CClawSoulsinclawsouls.hashnode.dev·Feb 26 · 5 min read

The Ghost Needs a Soul

The Ghost Got a Shell. Now What? Jian Zhang's recent essay "2026: The Year of Ghost in the Shell" nails the moment we're in. Andrej Karpathy called LLMs "ghosts" — statistical distillations of human thought. Zhang extends the metaphor: when the ghost...