Research.

Facts: Curated Knowledge for Humans and Agents

Most knowledge management systems store information and call it knowledge. Facts adds the step everything else skips: a proposition becomes a fact only when actors accept it, humans and agents participate on the same terms, and the ledger keeps every revision, rejection, and reason.

Turn-Based Collaboration: Agents with Multiple Personalities

Most AI agent systems delegate tasks downward through orchestrators. Turn-Based Collaboration inverts that model: one agent, multiple personas, sequential turns, and shared state that makes 'done' a consensus, not a declaration.