Agent Capability Maturity

Reliable long-term recall of facts, preferences, decisions and prior context across sessions.

Multi-step logical inference over evidence with self-consistency.

Decompose goals into ordered, conditional steps with budgets and recovery.

Eliciting intent, surfacing assumptions, accepting overrides, and delivering reviewable artifacts.

Operating apps, APIs and documents via tools to complete bounded jobs.

Long-horizon autonomous operation across shifts without context loss.

Maintain a consistent world model when entities leave/enter the agent's view.

Continuous offline/online evals tied to business KPIs.

Moving routine thinking off humans without losing accountability.

Closing the gap between what a model can do once and what it does every time.