deployment-truth

Runs the closed loop from defect discovery through root cause, regression proof, staging, production verification, and recurrence prevention.

Default engineering control for agent work.

Turns an ambiguous engineering request into a bounded, testable task contract for humans or coding agents.

Delegates engineering work with explicit scope, verification, standards, and evidence requirements.

Governs replicated entities, async consumers, retries, deletion propagation, dead letters, and reconciliation across service boundaries.

Production bundle combining baseline, issue, contract, deployment, data, configuration, observability, and security controls.

Verifies semantic and behavioral correctness of LLM, retrieval, routing, memory, fallback, and tool-using agent systems.

Detects and prevents drift between backend routes, schemas, serializers, clients, fixtures, migrations, and test harnesses.

Reviews identity, authorization, tenant scope, service trust, webhooks, signatures, replay protection, and negative security behavior.

Safely plans and verifies schema changes, migrations, dirty-data cleanup, and cross-database preconditions.

AI systems bundle for semantic correctness, observability, security, and distributed state.

Ensures telemetry proves business outcomes and detects silent degradation, not only process uptime and HTTP errors.