Fetching from the wire…
Public story · 2026-07-21 · high
Karpathy, who joined Anthropic's pretraining team in May, says a personal knowledge base beats using AI to write code.
Why now: The post and the nano-series star count are being read together in the July 21 roundup, pairing Karpathy's advice with the clearest evidence for it.
Karpathy told developers to stop using AI to write code and start building a personal knowledge base with it. The post reached 21 million views on X.
Separately, Karpathy's nano-series, nanoGPT, nanochat, and micrograd, crossed 120,000 combined stars, per coverage of the series. That's ahead of most production ML frameworks in developer attention, for repos built to be read in an afternoon, not deployed at scale. For anyone shipping developer tools, that's the more durable signal than the view count.
Karpathy's Software 2.0 thesis shaped how a whole generation of engineers think about machine learning systems as learned code. He joined Anthropic's pretraining team in May. Coming from him, the post reads like a deliberate correction to the codegen-maximalist culture he helped build, not an outsider's complaint.
The 21 million figure comes from tracking a single post. Treat it as an approximate amplification number, not a verified reach metric.
Each link below shares sources, entities, or timing with this story.
Anthropic released Claude Tag / Shared entities / Same source domain / Earlier coverage
Linked by a graph relationship (Anthropic released Claude Tag); both cover Anthropic, Karpathy, LLM; reported by the same outlet (x.com).
Anthropic released Claude / Shared entities / Earlier coverage / Tension
Linked by a graph relationship (Anthropic released Claude); both cover Karpathy, LLM, Software; earlier Karpathy coverage from 2026-04-30.
Anthropic released MCP / Shared entities / Shared topic / Earlier coverage / Tension
Linked by a graph relationship (Anthropic released MCP); both cover Anthropic, LLM; overlapping topics (anthropic, code).
LLM uses OpenAI / Shared entities / Shared topic / Earlier coverage / Tension
Linked by a graph relationship (LLM uses OpenAI); both cover Anthropic, LLM; overlapping topics (anthropic, beat).
Simon Willison released LLM / Shared entities / Same source domain / Earlier coverage / Tension
Linked by a graph relationship (Simon Willison released LLM); both cover Anthropic, Karpathy; reported by the same outlet (x.com).
Anthropic released Claude / Shared entities / Shared topic / Earlier coverage
Linked by a graph relationship (Anthropic released Claude); both cover Anthropic, Separately; overlapping topics (anthropic, code, developer).
Simon Willison released LLM / Shared entities / Shared topic / Earlier coverage
Linked by a graph relationship (Simon Willison released LLM); both cover Anthropic, Karpathy; overlapping topics (amplification, anthropic, developer).
Andrej Karpathy works at Anthropic / Shared entities / Earlier coverage
Linked by a graph relationship (Andrej Karpathy works at Anthropic); both cover Karpathy, LLM, Software; earlier Karpathy coverage from 2026-06-30.