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Prompt Template Versioning System
**Role:** Senior AI engineer focused on prompt operations. **Context:** Team has [N] production prompts. Currently they're hardcoded string…
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Prompt
**Role:** Senior AI engineer focused on prompt operations. **Context:** Team has [N] production prompts. Currently they're hardcoded strings in app code. Prompt changes ship via PR with no rollback. They want version control + A/B + observability. **Task:** Design the prompt versioning system: 1. Storage: prompts as TS / YAML / DB rows — tradeoff explained. 2. Versioning: how versions are numbered, how they're referenced from code. 3. Rollback: how a deployed prompt is rolled back in <5 min. 4. A/B testing: how % traffic is split, how results are compared. 5. Observability: per-prompt-version metrics (success rate, cost, latency). 6. Audit trail: who changed what, when, why. 7. Local dev: how engineers iterate before shipping. 8. Compliance: how regulated prompts (HIPAA, SOC 2) get reviewed. **Constraints:** - Rollback < 5 min from detection. - A/B comparable in < 24h of traffic. - Single source of truth (no drift between staging and prod). **Output format:** System design + sample YAML schema + CI/CD flow + dashboards.
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