https://blog.bansalai.com/tags/knowledge-base/Recent content in Knowledge-Base on Rishi's BlogHugoen-US&copy; 2026 Rishi BansalTue, 04 Aug 2026 00:00:00 +0000https://blog.bansalai.com/posts/llm-wiki-milestone-compiler/Tue, 04 Aug 2026 00:00:00 +0000https://blog.bansalai.com/posts/llm-wiki-milestone-compiler/<p>Agents operating on codebases run into the same wall: context collapses after a milestone. Teams rely on ephemeral files like <code>plan.md</code> 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.</p>