Help Us Build The Library
A call to build the universal knowledge substrate that AI needs and humans deserve.
A call to build the universal knowledge substrate that AI needs and humans deserve.
Why structured beliefs activate LLMs more precisely than prompts ever could — and what that means for the future of AI knowledge.
You should keep a diary.
This is a revised edition of the original Sawtooth post from February 2026. The core observation is unchanged — context compaction destroys justification cha...
This is a revised edition of the original Metaprogramming With Beliefs post from March 2026. The original described analyzing a 15,000-line codebase with 785...