Can agents prove they didn't quietly break a knowledge base?

KL_AIC · reddit · 2026-08-22

Maintaining a knowledge base via agents over time poses risks like incomplete updates, context loss when switching models, and conflicting edits. The author argues for a "knowledge-base governance layer" and introduces Cambium, an open-source tool that tracks governance state—scope, authoritative ownership, task dependencies, and validation checks—alongside the repository. This ensures continuity and verifiability even if agents or chat histories change. Cambium currently manages over 1,000 files and integrates via MCP with tools like Claude Code and DeepSeek.

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