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Update CONCEPT_PIPELINE.md
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β€Ždocs/CONCEPT_PIPELINE.mdβ€Ž

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## βœ… Full Conceptual Pipeline: Speech β†’ Storage β†’ Retrieval
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πŸŽ™οΈ Voice Input
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β”‚
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β–Ό
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Whisper ASR (local/cloud)
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β†’ Converts speech to text
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β”‚
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β–Ό
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LLM Output Processor API (POST /ingest)
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β€’ Token-based Authentication
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β€’ Rich metadata: context, priority, intent
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β”‚
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β–Ό
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+------------------------------------------------+
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| Qdrant Vector Store + Markdown Files (.md) |
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| + PostgreSQL (optional metadata DB) |
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| + Version History Tracking per record |
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+------------------------------------------------+
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β”‚
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β–Ό
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Prometheus / Grafana β†’ Metrics & Monitoring
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Sentry β†’ Error Tracking
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Structured JSON Logs β†’ Correlation IDs
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β”‚
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β–Ό
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Retrieval Endpoints:
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β€’ /search
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β€’ /ranked-search
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β€’ /records
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β€’ /ws/generate (streamed LLM responses)
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---
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graph TD
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A[πŸŽ™οΈ Voice Input] --> B[Whisper ASR<br>(local/cloud)]
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B -->|Converts speech to text| C[LLM Output Processor API<br>(POST /ingest)]
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C -->|Token-based Authentication<br>Rich metadata: context, priority, intent| D[Qdrant Vector Store + Markdown Files (.md)<br>+ PostgreSQL (optional metadata DB)<br>+ Version History Tracking per record]
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D --> E[Prometheus / Grafana<br>β†’ Metrics & Monitoring]
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D --> F[Sentry<br>β†’ Error Tracking]
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D --> G[Structured JSON Logs<br>β†’ Correlation IDs]
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D --> H[Retrieval Endpoints]
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H --> I[/search]
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H --> J[/ranked-search]
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H --> K[/records]
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H --> L[/ws/generate<br>(streamed LLM responses)]
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## βœ… Real-Time Voice Assistant UX
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