Bundle, Promote & Rollback
A sales qualification agent flows through dev, staging, and prod. One threshold change floods the pipeline — instant rollback with full audit trail.
The Scenario
A B2B SaaS sales team manages their lead qualification agent. It scores leads and routes them to reps or automated nurture flows.
The Key Moment: Hash Verification
The SHA-256 hash of the bundle in prod is identical to what was created in dev. Cryptographic proof that nothing changed between environments — no secret edits, no config drift.
sha256:9f3a7b... in dev = sha256:9f3a7b... in prod.
Same hash, same behavior, guaranteed.
What the Demo Shows
Immutable Bundles
Prompts, policies, and model config are pinned into a single SHA-256 content-addressed artifact. The bundle manifest records every artifact and its hash — nothing can change undetected.
Environment Promotion
Bundles promote through dev → staging → prod with configurable gates at each stage. The same hash flows through every environment — what you tested is what you deploy.
Instant Rollback
One command restores the previous version. Rollback is a pointer change, not a redeploy. The reason, timestamp, and operator are recorded in the promotion history.
Full Audit Trail
Every promotion, rollback, and gate result is recorded with who, when, what version, and which environment. Complete traceability for compliance and incident review.
Try It Yourself
ReleaseOps runs locally with no API keys. Bundle, promote, and roll back in minutes.
pip install llmhq-promptops llmhq-releaseops
releaseops init
releaseops bundle create my-agent --version 1.0.0