backend-api-ai
Change or review the backend API, auth, controllers, models, sitewide chat backend, Gemini integration, Pinecone integration, or backend maintenance scripts in this repository. Use when work touches backend/ routes, controllers, services, models, scheduled handlers, or vector sync logic.
Source facts
- Repository
- hoangsonww/AI-Gov-Content-Curator
- Last source activity
- February 28, 2026 at 03:49
- Detected SKILL.md language
- English
- Stars
- 30
- Forks
- 18
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- backend-api-ai
- description
- Change or review the backend API, auth, controllers, models, sitewide chat backend, Gemini integration, Pinecone integration, or backend maintenance scripts in this repository. Use when work touches backend/ routes, controllers, services, models, scheduled handlers, or vector sync logic.
# Backend API And AI
Work from route to controller to service to model before changing behavior.
## Follow This Workflow
1. Identify the request surface in `routes/` or scheduled handlers.
2. Read the controller, service, and model together.
3. Preserve response shapes unless the frontend is updated in the same task.
4. Treat auth and reset-password flows as security-sensitive.
5. Validate with `cd backend && npm test` when feasible.
## Use The References
- Read `references/backend-map.md` for key files, commands, and env.
- Read `references/chat-surface.md` when the task touches sitewide chat.
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