Designed for
Platform, operations, and risk teams operating multi-step automations where an AI proposal must never become an unreviewed write to an authoritative system.
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Blueprint
Control-plane reference for deterministic orchestration with AI advisory overlays.
Designed for
Platform, operations, and risk teams operating multi-step automations where an AI proposal must never become an unreviewed write to an authoritative system.
Operating model
The control plane separates advisory reasoning from execution. A model can propose a typed plan; a deterministic orchestrator validates it against policy, performs allowed state transitions, and emits a replayable receipt for every consequential action.
Teams scale agents quickly but lack repeatable controls for replay, rollback, and policy enforcement.
System shape
Control specification
Each control has a defined purpose and an auditable evidence trail so operators can explain what happened, not merely observe an outcome.
Converts a proposed workflow into a bounded command sequence before execution starts.
Evidence produced
Validated plan ID, schema version, declared tools, and rejected-field report.
Checks authorization, tenant scope, data class, and action preconditions at the write boundary.
Evidence produced
Allow, deny, or escalate receipt with policy pack and rule IDs.
Makes every command, retry, and compensating action reconstructable after an incident.
Evidence produced
Append-only event stream correlated by workflow, command, actor, and artifact versions.
Boundary contracts
Required contract
A schema-bound proposal containing intent, permitted command candidates, evidence references, and confidence metadata.
Failure policy
Discard unparseable or unsupported proposals; return a structured reason and request human clarification where needed.
Required contract
An approved command graph with idempotency keys, preconditions, and an execution deadline.
Failure policy
Do not start partial execution without a complete graph; route policy conflicts to a named owner.
Required contract
Narrow typed commands and normalized responses; adapters cannot accept raw model text.
Failure policy
Use bounded retries only for declared transient errors, then issue a compensating command or create an operator task.
Delivery sequence
01 · Define the authority boundary
02 · Establish the control plane
03 · Harden operations
Verification model
Target ·Every authoritative write is paired with an allow, deny, or escalate receipt.
Response ·Treat missing receipts as a release-blocking observability defect.
Target ·A sampled execution can be reconstructed from the ledger using the original versions and inputs.
Response ·Freeze affected command types when replay cannot explain a production outcome.
Target ·Failed multi-step actions reach a documented safe state within the workflow service objective.
Response ·Escalate to an operator with the failed command, state snapshot, and recommended recovery path.
Implementation guidance
Handoff pack