AFPM Labs Investigate AI missions, one incident at a time.

Each lab is a fictional AI mission that goes wrong in a specific way. The scene shows you where to look, you zoom into the agents and calls that matter, then you change one thing and replay the same mission to see what it changes.

Interactive simulation Fictional missions, synthetic payloads and simulated metrics. Imperium captures the AI activity, policy decisions and enforcement evidence. Observatory reconstructs the mission from those events and explains the findings.

Playable investigations

On the roadmap

  1. 05The Expensive FallbackCostA model outage silently routes every call to the most expensive model.
  2. 06Fifty Agents for One QuestionScaleA coordinator fans one task out to dozens of child agents.
  3. 07Approved for What?GovernanceAn approval for one action is reused for a bigger one.
  4. 08Sent TwiceReliabilityRetries after a timeout create duplicate orders downstream.
  5. 09Out of Budget at 90%CostThe mission budget runs out one step before the result.
  6. 10Lost in HandoffReliabilityOne agent’s result never reaches the agent that needs it.
AFPM Library: cases and evidenceOpen the main AFPM labAbout AFPM