caching implementation
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- **Frontend Service** (serving React frontend)
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- Communicates with backend APIs via HTTPS
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- Authenticates users via JWT tokens
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- **Messenger**
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- Handles real‑time messaging (WebSocket or long polling)
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- Stores message metadata in Postgres
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- Uses Redis for message caching
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- **CDN Service** (user uploaded media)
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- Receives uploads, stores files on object storage
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- Generates signed URLs with built in auth for secure access
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- **LLM Service**
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- Exposes language‑model inference API for scripts
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- Runs model in a containerized environment
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- Stores usage logs in Postgres
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- **Auth Service** (user authentication & authorization)
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- Validates credentials and issues JWTs
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- Manages refresh tokens and token revocation
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- Persists session state and audit logs in PostgreSQL
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- **Script Runner**
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- Executes user or system scripts on demand
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- Isolates execution in sandbox containers
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- Provides access to "Tables" - SQLite files kept in object storage
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- Persists logs to Postgres
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- **Redis Cache**
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- Provides distributed caching for session data and messages
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- **PostgreSQL Service** (with volumes)
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- Stores relational data: users, messages, media metadata, script logs
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- Uses Docker volume for persistent storage
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- Backed up via scheduled snapshots
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```
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