chore: creative AI-imbued dashboard UI + fallback context endpoint
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# Release Engineering & Continuous Delivery
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- Treat every commit as a deployable artifact.
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- Use CI to run tests and build artifacts; use CD to push to staging/production.
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- Pin versions, sign artifacts, and audit changes.
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- Release trains > hero deploys: small batches, fast feedback.
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# 11 Factor Apps (12 Factor methodology adapted)
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1. Codebase: one repo per service, tracked in version control.
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2. Dependencies: explicit manifests, lockfiles, isolated environments.
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3. Config: env vars/secrets outside code.
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4. Backing services: attach databases/queues as resources.
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5. Build/run separation: immutable artifacts, separate runtime.
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6. Processes: stateless, share nothing, push state out.
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7. Port binding: self-contained HTTP service.
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8. Concurrency: scale by process model.
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9. Disposability: fast startup, graceful shutdown.
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10. Dev/prod parity: avoid one-off configs.
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11. Logs/logging: treat logs as event streams.
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# Microservices Architecture
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- bounded context per service
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- async communication where possible
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- API contracts + versioning
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- independent deployability
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- observability: metrics, traces, structured logs
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