Runtime evaluation & policy
Policy engines for agent actions, not chat transcripts
Build deterministic rules on structured action intent so governance keeps pace with autonomous tool use—evaluate actions, not chat transcripts, in Auctra.
May 11, 2026 · 9 min read · Markdown version
Policies need structured inputs
Effective agent policies operate on actionType, limits, environment, and sponsor tier—not sentiment analysis of model output. This aligns engineering, finance, and legal on the same vocabulary.
Auctra policies compose with delegations: delegation grants standing; policies add org-wide constraints and approval routing. Conflicts resolve at evaluation time with explicit precedence documented in audit records.
Rule categories that matter
Threshold rules cap amounts and counts; allowlist rules restrict targets; temporal rules enforce business hours; segregation rules separate environments. Approval rules name reviewer pools for exceptions.
Start with five to ten rules covering your highest-risk actions rather than hundreds of untested conditions. Iterate using block and approval metrics from Team accountability reports.
Testing policies
Unit-test evaluateAction fixtures for each rule boundary before production. Include regression tests when delegations expire or sponsors change.
Builder seven-day audit helps validate policy behavior during CI integration. Promote policy packs across environments with version tags in change tickets.
Anti-patterns
Regex on natural language tool arguments, policies stored only in prompts, and silent policy bypass in error handlers destroy trust. Centralize policy in Auctra so runtime and audit share one source of truth.
Auctra ties sponsors, expiring delegations, and pre-action evaluation into one accountability chain your security and finance teams can audit.
Key takeaways
- Authority is enforced before side effects — use Authority policies and evaluateAction together.
- Every production agent needs a named sponsor and bounded delegation visible in the console.
- Blocked and approval-required outcomes are evidence, not failures — review them in Authority policies.
Implementation checklist
- Sign up at console.auctra.tech and open Authority policies (/console/policies).
- Register one agent with a named human sponsor accountable for its actions.
- Create a narrow delegation aligned with this article's workflow (Policy engines for agent actions, not chat transcripts).
- Call evaluateAction from your agent or SDK before the consequential tool executes.
- Confirm sponsor, delegator, decision, and outcome appear in Audit or Authority policies.
People also ask
- What should agent policies evaluate?
- Structured fields such as action type, amount, target, environment, agent identity, and active delegation limits.
- Can policies require human approval?
- Yes. Auctra routes matching actions to reviewer workflows while preserving full context for the decision.
- How does Auctra help with agent authority?
- Auctra registers sponsors, issues expiring delegations, evaluates actions before execution, and preserves auditable accountability records.
Try in Auctra Console
Maps to: Authority policies
Pilot runtime policy in Auctra Console
Use Authority policies to apply this guide — register an agent, delegate authority, evaluate one real action, and inspect the audit trail. Free on Builder.
- Create a free account: https://console.auctra.tech/auth/signup?utm_source=blog&utm_medium=cta&utm_campaign=policy-engines-for-agent-actions
- In Authority policies (https://console.auctra.tech/console/policies), run a free Builder pilot for one production workflow.
- Issue a bounded delegation with limits and expiration matching this guide.
- Integrate evaluateAction (SDK or REST) before money, data, or infrastructure changes execute.
- Open Audit to verify sponsor, delegator, reviewer, and decision are recorded.
Part of guide
Runtime evaluation & policy
Pre-action gates, policy engines, approval routing, and the difference between observing agents and governing side effects.
Browse full guide →Related guides
Make authority executable.
Evaluate agent actions against bounded, expiring delegation before they reach the real world. Start free on Builder — upgrade when audit retention and accountability matter.
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