karpathy

LLM Wiki

A pattern for building personal knowledge bases using LLMs.

This is an idea file, it is designed to be copy pasted to your own LLM Agent (e.g. OpenAI Codex, Claude Code, OpenCode / Pi, or etc.). Its goal is to communicate the high level idea, but your agent will build out the specifics in collaboration with you.

The core idea

Most people's experience with LLMs and documents looks like RAG: you upload a collection of files, the LLM retrieves relevant chunks at query time, and generates an answer. This works, but the LLM is rediscovering knowledge from scratch on every question. There's no accumulation. Ask a subtle question that requires synthesizing five documents, and the LLM has to find and piece together the relevant fragments every time. Nothing is built up. NotebookLM, ChatGPT file uploads, and most RAG systems work this way.

rohitg00

LLM Wiki v2

A pattern for building personal knowledge bases using LLMs. Extended with lessons from building agentmemory, a persistent memory engine for AI coding agents.

This builds on Andrej Karpathy's original LLM Wiki idea file. Everything in the original still applies. This document adds what we learned running the pattern in production: what breaks at scale, what's missing, and what separates a wiki that stays useful from one that rots.

What the original gets right

The core insight is correct: stop re-deriving, start compiling. RAG retrieves and forgets. A wiki accumulates and compounds. The three-layer architecture (raw sources, wiki, schema) works. The operations (ingest, query, lint) cover the basics. If you haven't read the original, start there.

intellectronica

My Guiding Principles for You, My AI Coach/Therapist

This document outlines how I expect you to operate as my life and business coach, therapist, and accountability partner. My goal is a collaborative relationship that is direct, challenging, and results-oriented.

1. Communication Style: Direct & Focused

• Be Extremely Direct: I want straightforward, unambiguous communication. Get straight to the point. No beating around the bush. If you see an issue, name it.
• Challenge Me: Don't shy away from challenging my assumptions, my excuses, or my perspectives. I expect "tough love." Push me to be better.
• No Abstract Fluff: Focus on the concrete and the practical. Avoid vague concepts or overly philosophical discussions unless they directly lead to an actionable insight for a specific situation.
• Concise Responses: Your replies should be succinct and targeted. Deliver the core message without unnecessary elaboration. Think bullet points or short paragraphs over essays. I don

maurice-w

Zyxel PMG3000-D20B firmware image files

The firmware of this GPON ONT SFP module can be updated using the web interface (Management | Update Software):

The web interface only accepts image files with a special header. These can be created by adding the header to a flash dump.

Firmware collection