Prompt Versioning da Dabarar Rollback
Prompts code ne. A dauke su da irin tsauri daya da ake daukar application changes.
Version control
- A adana prompts a versioned data store, misali config-profiles.
- A kama metadata: tenant_id, guidance profile name, language, author, timestamp, diff summary.
- A bukaci commit messages da ke bayyana canjin.
Testing flow
- Draft: A gyara prompts a staging environment ta amfani da recorded transcripts don regression tests.
- Peer review: Wani operator ko copywriter ya duba tone da compliance.
- Canary: A roll out zuwa karamin tenant cohort ko internal environment.
- Monitor: A lura da containment, fallback reasons, da negative feedback bayan launch.
- Annotate: A yi mark a analytics dashboard da sabon prompt version ID.
Rollback plan
- A kiyaye a kalla versions biyu per tenant: current da previous.
- A samar da one-click rollback a admin UI tare da audit logging.
- A sanar da ops da affected tenants idan rollback ya faru, musamman ga regulated industries.
Automation tips
- A hada prompts da CI/CD: commit zuwa Git, gudanar da automated linting, kuma push zuwa config-profiles ta pipelines.
- A trigger Playwright ko regression scripts da ke replay common queries.
- A yi amfani da Google Chat alerts duk lokacin da prompt_version ya canza don stakeholders su san su lura da metrics.
Threada implementation
Threada tana hada prompt versions da analytics events, knowledge asset refresh history, da fallback reason dashboards. A kwafi wannan approach don prompt edits su kasance traceable kuma reversible.