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LLM-Wiki as a Milestone Compiler for Agent Projects

·8 mins

Agents operating on codebases run into the same wall: context collapses after a milestone. Teams rely on ephemeral files like plan.md for in-flight work, but once the sprint ends, that memory is buried or lost. A compiled wiki solves this by forcing a durable synthesis of decisions, facts, and architecture at gate intervals. The result is a structured, typed knowledge base that reduces query-time token costs and prevents agents from re-deriving knowledge on every turn. Here is how to build the pattern, where it breaks at scale, and the infrastructure tradeoffs that keep it honest.