The library
Every entry in the base — named principles with a statement, rationale, status, and sources. Newest first.
Prompting
DRAFTEvery token in the window competes with every other. Include what is load-bearing for the current step; rank and prune the rest.
Read the doctrine →Evaluation
ACTIVENo change to a model, prompt, or pipeline is judged by anecdote. A fixed, versioned eval set is the regression suite for behavior.
Read the doctrine →Governance
ACTIVEAutomation may prepare an irreversible action, but a human crosses the line. The cost asymmetry of mistakes, not model accuracy, dictates the control.
Read the doctrine →Coding
ACTIVEAnything a model produces — text, code, tool calls — is untrusted input to the next stage, and must cross the same validation boundary as user input.
Read the doctrine →Doctrine grows by contribution. Propose an entry, or flag one that’s aged out.
Propose a doctrine