# Feature Context: Processed Audio Sources

## Configuration
- **Development mode:** Automated
- **Execution mode:** Orchestrator
- **Strategy:** Big Bang
- **Build (Python):** `cd server && ruff check src/ tests/ --fix`
- **Build (TypeScript):** `cd server && npx tsc --noEmit && npm run build`
- **Test:** `cd server && py -3.13 -m pytest tests/ --no-cov -q`

## Current State
Phases 1-4 implemented. Phase 4 (Runtime Integration) wired the audio filter pipeline into the stream runtime.

Phase 1 framework:
- `AudioFilter` base class, `AudioFilterRegistry`, `AudioFilterOptionDef` in `core/audio/filters/`
- `AudioProcessingTemplate` dataclass + `AudioProcessingTemplateStore` (SQLite-backed) in `storage/`
- `audio_filter_template` meta-filter with recursive resolution
- Full REST API: CRUD templates + filter registry discovery
- Dependency injection wired in `dependencies.py` and `main.py`

Phase 2 filters (12 total registered, 11 real + 1 meta):
- Stateless: `channel_extract`, `band_extract`, `gain`, `inverter`
- Stateful: `peak_hold`, `noise_gate`, `envelope_follower`, `spectral_smoothing`, `compressor`, `beat_gate`, `delay`
- All produce new `AudioAnalysis` via `dataclasses.replace()` (immutability preserved)

## Key Architecture Reference

### Existing Pattern to Mirror: Processed Picture Sources
- `ProcessedPictureSource` references `source_stream_id` + `postprocessing_template_id`
- `PostprocessingTemplate` contains ordered `List[FilterInstance]`
- `FilterInstance` = `filter_id` (string) + `options` (dict)
- `FilterRegistry` handles registration, lookup, instantiation
- `filter_template` meta-filter embeds one template inside another
- `PostprocessingTemplateStore` has `resolve_filter_instances()` for recursive expansion
- Picture filters transform images; audio filters will transform `AudioAnalysis`

### Current Audio Source Types (Phase 3 complete)
- `CaptureAudioSource` (source_type="capture") — wraps a physical audio device
- `ProcessedAudioSource` (source_type="processed") — references audio_source_id + audio_processing_template_id
- `MonoAudioSource` — removed, replaced by channel_extract filter
- `BandExtractAudioSource` — removed, replaced by band_extract filter

### AudioAnalysis Structure (filter input/output)
```python
AudioAnalysis:
  timestamp: float
  rms: float                    # Overall RMS level
  peak: float                   # Peak amplitude
  spectrum: np.ndarray[64]      # Log-spaced FFT bands
  beat: bool                    # Beat detected
  beat_intensity: float         # 0-1 beat strength
  left_rms: float               # Left channel RMS
  left_spectrum: np.ndarray     # Left channel spectrum
  right_rms: float              # Right channel RMS
  right_spectrum: np.ndarray    # Right channel spectrum
```

### Key Existing Files
- `storage/audio_source.py` — current source dataclasses
- `storage/audio_source_store.py` — CRUD + resolve_audio_source()
- `core/audio/analysis.py` — AudioAnalyzer, AudioAnalysis
- `core/audio/band_filter.py` — existing band filtering logic
- `core/processing/audio_stream.py` — AudioColorStripStream
- `core/processing/value_stream.py` — AudioValueStream
- `core/filters/base.py` — PostprocessingFilter (picture filter base class)
- `core/filters/registry.py` — FilterRegistry (picture filters)
- `storage/postprocessing_template.py` — PostprocessingTemplate dataclass
- `storage/postprocessing_template_store.py` — template store with resolve_filter_instances()

## Temporary Workarounds
_(none yet)_

## Cross-Phase Dependencies
- Phase 2 depends on Phase 1 (filter framework)
- Phase 3 depends on Phase 1 (template store for ProcessedAudioSource)
- Phase 4 depends on Phases 1-3 (all backend pieces)
- Phase 5 depends on Phase 1 (template API)
- Phase 6 depends on Phase 3 (source type API)
- Phase 7 depends on all prior phases

## Deferred Work
_(none yet)_

## Failed Approaches
_(none yet)_

## Review Findings Log
_(none yet)_

## Phase Execution Log
| Phase | Agent Used | Test Writer | Parallel | Notes |
|-------|-----------|-------------|----------|-------|
| Phase 1 | impl-agent | — | No | Tasks 7+8 skipped (SQLite migration made them obsolete) |
| Phase 2 | impl-agent | — | No | All 11 filters implemented, no deviations |
| Phase 3 | impl-agent | — | No | All 11 tasks done; channel/band logic deferred to Phase 4 |
| Phase 4 | impl-agent | — | No | All 6 tasks done; dependency injection threaded through |
| Phase 5 | — | — | — | — |
| Phase 6 | — | — | — | — |
| Phase 7 | — | — | — | — |

## Environment & Runtime Notes
- Platform: Windows 10
- Python: 3.13
- Server port: 8080
- Shell: bash (Git Bash on Windows)

## Implementation Notes
- Clean-slate approach: no migration of existing MonoAudioSource/BandExtractAudioSource data
- 7 of 11 filters are stateful (peak hold, noise gate, envelope follower, spectral smoothing, compressor, beat gate, delay) — need per-stream instance lifecycle
- Audio filters operate on AudioAnalysis snapshots, not raw audio samples
- Big Bang strategy: intermediate phases may break the build; only Phase 7 enforces build/tests
