Almanac (YC S26) Builds Live Company-Wiki Agent to Fix LLM Context Failures
Y Combinator startup Almanac, part of the S26 batch, has launched an AI agent system designed to solve persistent context failures in multi-agent workflows. The product maintains a continuously updated company wiki by ingesting activity from tools like Slack, Gmail, GitHub, and calendar apps, then injects relevant context into every LLM call. A three-layer architecture handles tool connectivity, wiki compilation, and a context selector that ranks pages using keyword and semantic search before each agent action. The system enforces permission boundaries at both ingestion and retrieval stages, inheriting access control lists from source tools to prevent cross-department data leakage. Almanac acknowledges the model is not foolproof, noting that user-driven actions like forwarding sensitive emails to public channels can still expose restricted content.
This is an AI-generated summary. ShortSingh links to the original source for the complete article.


Discussion (0)
Log in to join the discussion and vote.
Log in