Self-Improving Knowledge Base

A self-improving knowledge base compounds because an agent continuously updates summaries, cross-links, indexes, and saved answers as new sources arrive. The point is to avoid dead notes: the wiki becomes a maintained layer between raw material and future questions.^{source: jsong-self-improving-llm-wiki-with-hermes-agent-2026.md}

For this repository, "self-improving" means:

raw sources remain stable;
maintained pages evolve when new sources arrive;
significant answers become pages;
linting finds decay before it becomes invisible;
schema rules improve when repeated edge cases appear.

The same ratchet appears in harness-engineering: failures should become durable improvements to the surrounding system. In a knowledge base, that means source capture, schema rules, index maintenance, linting, and skills are not overhead; they are the harness that turns a pile of notes into a system that compounds.^{source: addy-osmani-agent-harness-engineering-2026.md}

Self-Improving Knowledge Base

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