AI Action-Sequence Governance
Some attacks are invisible one step at a time. Read a record, then export it, then email it — each action may be individually permitted, but the combination is not. EVE blocks individually-permitted actions that combine into a prohibited sequence.
How sequence governance works
- Sequence awareness — EVE tracks the ordered actions in a session and evaluates them against forbidden-sequence rules, not just per-action policy.
- Block on the combination — when the accumulated steps match a prohibited pattern, the offending step resolves to BLOCK even though it would pass alone.
- Deterministic — the same sequence of actions produces the same decision.
- Signed evidence — the blocking step can be captured in signed evidence for review.
Evidence example
chain step decision: BLOCK on forbidden combination
# steps 1-2 permitted individually; step 3 completes a prohibited sequence -> BLOCK
SDK context
Sequence state is keyed to the governance session, so pass a stable session_id:
context = {"tenant_id": "org_abc", "principal_id": "agent_flow", "session_id": "sess_seq_1"}
# each eve.govern_tool_call(...) with this session contributes to the sequence evaluation
Links
- Agent governance overview: /seo/landing/ai-agent-governance.md
- Red-team multi-step chains: /seo/landing/ai-red-team-testing.md
- Anomaly detection: /seo/landing/ai-behavioral-anomaly-detection.md
Readiness
Action-sequence governance is PILOT_READY, part of the pilot-validated core governance architecture (Python; embedded-service mode) and exercised by the agent-governance suite and red-team multi-step chains.
Limitations
- Sequence state is per-session and in-process in the pilot; durable multi-instance sequence state is a deployment concern that requires a shared store.
- Sequence rules describe prohibited combinations you configure; they do not automatically infer every dangerous pattern.
- Enforcement is available in the Python embedded-service mode; wiring it into your agent loop is an integration step.
Next step
Define your prohibited sequences in a pilot and confirm the blocking step with signed chain evidence.