187 lines
6.3 KiB
Markdown
187 lines
6.3 KiB
Markdown
# OmniSense: 12-Week Sprint Board + Tech Stack (Python Backend) — TODO
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## Scope
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- [ ] Build a realtime AI SaaS (OmniSense) focused on web-first audio + video with WebSocket + WebRTC endpoints
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- [ ] Deliver assistant builder, tool execution, observability, evals, optional telephony later
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- [ ] Keep scope aligned to 2-person team, self-hosted services
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---
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## Sprint Board (12 weeks, 2-week sprints)
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Team assumption: 2 engineers. Scope prioritized to web-first audio + video, with BYO-SFU adapters.
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### Sprint 1 (Weeks 1–2) — Realtime Core MVP (WebSocket + WebRTC Audio)
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- Deliverables
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- [ ] WebSocket transport: audio in/out streaming (1:1)
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- [ ] WebRTC transport: audio in/out streaming (1:1)
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- [ ] Adapter contract wired into runtime (transport-agnostic session core)
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- [ ] ASR → LLM → TTS pipeline, streaming both directions
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- [ ] Basic session state (start/stop, silence timeout)
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- [ ] Transcript persistence
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- Acceptance criteria
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- [ ] < 1.5s median round-trip for short responses
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- [ ] Stable streaming for 10+ minute session
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### Sprint 2 (Weeks 3–4) — Video + Realtime UX
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- Deliverables
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- [ ] WebRTC video capture + streaming (assistant can “see” frames)
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- [ ] WebSocket video streaming for local/dev mode
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- [ ] Low-latency UI: push-to-talk, live captions, speaking indicator
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- [ ] Recording + transcript storage (web sessions)
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- Acceptance criteria
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- [ ] Video < 2.5s end-to-end latency for analysis
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- [ ] Audio quality acceptable (no clipping, jitter handling)
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### Sprint 3 (Weeks 5–6) — Assistant Builder v1
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- Deliverables
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- [ ] Assistant schema + versioning
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- [ ] UI: Model/Voice/Transcriber/Tools/Video/Transport tabs
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- [ ] “Test/Chat/Talk to Assistant” (web)
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- Acceptance criteria
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- [ ] Create/publish assistant and run a live web session
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- [ ] All config changes tracked by version
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### Sprint 4 (Weeks 7–8) — Tooling + Structured Outputs
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- Deliverables
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- [ ] Tool registry + custom HTTP tools
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- [ ] Tool auth secrets management
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- [ ] Structured outputs (JSON extraction)
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- Acceptance criteria
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- [ ] Tool calls executed with retries/timeouts
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- [ ] Structured JSON stored per call/session
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### Sprint 5 (Weeks 9–10) — Observability + QA + Dev Platform
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- Deliverables
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- [ ] Session logs + chat logs + media logs
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- [ ] Evals engine + test suites
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- [ ] Basic analytics dashboard
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- [ ] Public WebSocket API spec + message schema
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- [ ] JS/TS SDK (connect, send audio/video, receive transcripts)
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- Acceptance criteria
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- [ ] Reproducible test suite runs
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- [ ] Log filters by assistant/time/status
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- [ ] SDK demo app runs end-to-end
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### Sprint 6 (Weeks 11–12) — SaaS Hardening
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- Deliverables
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- [ ] Org/RBAC + API keys + rate limits
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- [ ] Usage metering + credits
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- [ ] Stripe billing integration
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- [ ] Self-hosted DB ops (migrations, backup/restore, monitoring)
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- Acceptance criteria
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- [ ] Metered usage per org
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- [ ] Credits decrement correctly
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- [ ] Optional telephony spike documented (defer build)
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- [ ] Enterprise adapter guide published (BYO-SFU)
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---
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## Tech Stack by Service (Self-Hosted, Web-First)
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### 1) Transport Gateway (Realtime)
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- [ ] WebRTC (browser) + WebSocket (lightweight/dev) protocols
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- [ ] BYO-SFU adapter (enterprise) + LiveKit optional adapter + WS transport server
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- [ ] Python core (FastAPI + asyncio) + Node.js mediasoup adapters when needed
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- [ ] Media: Opus/VP8, jitter buffer, VAD, echo cancellation
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- [ ] Storage: S3-compatible (MinIO) for recordings
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### 2) ASR Service
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- [ ] Whisper (self-hosted) baseline
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- [ ] gRPC/WebSocket streaming transport
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- [ ] Python native service
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- [ ] Optional cloud provider fallback (later)
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### 3) TTS Service
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- [ ] Piper or Coqui TTS (self-hosted)
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- [ ] gRPC/WebSocket streaming transport
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- [ ] Python native service
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- [ ] Redis cache for common phrases
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### 4) LLM Orchestrator
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- [ ] Self-hosted (vLLM + open model)
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- [ ] Python (FastAPI + asyncio)
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- [ ] Streaming, tool calling, JSON mode
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- [ ] Safety filters + prompt templates
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### 5) Assistant Config Service
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- [ ] PostgreSQL
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- [ ] Python (SQLAlchemy or SQLModel)
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- [ ] Versioning, publish/rollback
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### 6) Session Service
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- [ ] PostgreSQL + Redis
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- [ ] Python
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- [ ] State machine, timeouts, events
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### 7) Tool Execution Layer
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- [ ] PostgreSQL
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- [ ] Python
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- [ ] Auth secret vault, retry policies, tool schemas
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### 8) Observability + Logs
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- [ ] Postgres (metadata), ClickHouse (logs/metrics)
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- [ ] OpenSearch for search
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- [ ] Prometheus + Grafana metrics
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- [ ] OpenTelemetry tracing
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### 9) Billing + Usage Metering
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- [ ] Stripe billing
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- [ ] PostgreSQL
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- [ ] NATS JetStream (events) + Redis counters
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### 10) Web App (Dashboard)
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- [ ] React + Next.js
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- [ ] Tailwind or Radix UI
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- [ ] WebRTC client + WS client; adapter-based RTC integration
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- [ ] ECharts/Recharts
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### 11) Auth + RBAC
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- [ ] Keycloak (self-hosted) or custom JWT
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- [ ] Org/user/role tables in Postgres
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### 12) Public WebSocket API + SDK
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- [ ] WS API: versioned schema, binary audio frames + JSON control messages
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- [ ] SDKs: JS/TS first, optional Python/Go clients
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- [ ] Docs: quickstart, auth flow, session lifecycle, examples
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---
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## Infrastructure (Self-Hosted)
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- [ ] Docker Compose → k3s (later)
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- [ ] Redis Streams or NATS
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- [ ] MinIO object store
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- [ ] GitHub Actions + Helm or kustomize
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- [ ] Self-hosted Postgres + pgbackrest backups
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- [ ] Vault for secrets
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---
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## Suggested MVP Sequence
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- [ ] WebRTC demo + ASR/LLM/TTS streaming
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- [ ] Assistant schema + versioning (web-first)
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- [ ] Video capture + multimodal analysis
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- [ ] Tool execution + structured outputs
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- [ ] Logs + evals + public WS API + SDK
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- [ ] Telephony (optional, later)
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---
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## Public WebSocket API (Minimum Spec)
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- [ ] Auth: API key or JWT in initial `hello` message
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- [ ] Core messages: `session.start`, `session.stop`, `audio.append`, `audio.commit`, `video.append`, `transcript.delta`, `assistant.response`, `tool.call`, `tool.result`, `error`
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- [ ] Binary payloads: PCM/Opus frames with metadata in control channel
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- [ ] Versioning: `v1` schema with backward compatibility rules
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---
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## Self-Hosted DB Ops Checklist
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- [ ] Postgres in Docker/k3s with persistent volumes
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- [ ] Migrations: `alembic` or `atlas`
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- [ ] Backups: `pgbackrest` nightly + on-demand
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- [ ] Monitoring: postgres_exporter + alerts
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---
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## RTC Adapter Contract (BYO-SFU First)
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- [ ] Keep RTC pluggable; LiveKit optional, not core dependency
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- [ ] Define adapter interface (TypeScript sketch) |