Agentic institutional-memory system that maintains a live world model of a company
An internal agentic system that builds an evolving record of project status, relationships and politics from top-down collateral (decks, strategy docs, status reports) and bottom-up signal (Slack, meeting notes, PRs, agent session traces), treating each claim as evidence with a half-life rather than a fact to index. The system updates beliefs as new evidence arrives, grades its own predictions against outcomes, and lets humans correct it.
online B2B Service / Consulting / Agency
From AI Engineer — Your Company Has No Model of Itself. Agents Can Build One - Joao Wenzel, Citadel Securities
Problem: A company has no model of itself: status decks are green where reality is red ('watermelon projects'), retrieval over raw documents misses context, and the institutional knowledge that predicts what will slip lives in one person's head and is never written down.
For: Companies, especially large ones with thousands of decks and many concurrent projects, and the leaders who currently rely on one over-informed person who doesn't scale.
Examples
- Citadel Securities built and has run this system internally for 3 years, accumulating a large historical record used to steer leadership conversations and produce a weekly read for managers.
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