From 3746a94cf4d104cafdeee5f032ac95f7255e26f3 Mon Sep 17 00:00:00 2001
From: Dharma Bellamkonda <dharma.bellamkonda@gmail.com>
Date: Wed, 18 Mar 2026 00:43:21 -0600
Subject: [PATCH 01/14] Add implementation plan for replacing Piper/macOS TTS
 with Pocket TTS

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
---
 saved-plan.md | 247 ++++++++++++++++++++++++++++++++++++++++++++++++++
 1 file changed, 247 insertions(+)
 create mode 100644 saved-plan.md

diff --git a/saved-plan.md b/saved-plan.md
new file mode 100644
index 00000000..abd5d3fd
--- /dev/null
+++ b/saved-plan.md
@@ -0,0 +1,247 @@
+ Plan to implement                                                                                                                              
+                                                                                                                                                
+ Replace Piper/macOS TTS with Pocket TTS via sherpa-onnx                                                                                        
+                                                                                                                                                
+ Context                                                                                                                                        
+                                                                                                                                                
+ SkyEye currently uses two platform-specific TTS backends: Piper (Windows/Linux) and Apple's say command (macOS). This creates platform         
+ divergence, different voice characteristics per OS, and heavy dependencies (piper-voice-* models embedded in the binary, macOS-only code       
+ paths).                                                                                                                                        
+                                                                                                                                                
+ Pocket TTS is a voice-cloning TTS model. sherpa-onnx (already used for Parakeet STT) has native Pocket TTS support via                         
+ OfflineTtsPocketModelConfig. This means no new Go dependencies are needed — we use the same sherpa-onnx library for both STT and TTS.          
+                                                                                                                                                
+ Decisions:                                                                                                                                     
+ - Use sherpa-onnx's built-in Pocket TTS API (no yalue/onnxruntime_go, no SentencePiece library)                                                
+ - Download models from sherpa-onnx's GitHub releases (same pattern as Parakeet)                                                                
+ - Ship one embedded default reference voice WAV + --voice-file flag for custom voices                                                          
+ - Drop --voice enum, --use-system-voice, --voice-playback-speed, --voice-playback-pause                                                        
+ - Keep --voice-volume and --voice-lock-path (orthogonal to TTS backend)                                                                        
+ - Hardcode temperature and lsd_steps at sensible defaults (no user-facing flags)                                                               
+ - Fully remove macOS say command and Piper support                                                                                             
+ - Use functional options pattern for NewPocketSpeaker                                                                                          
+ - Add Close() to Speaker interface for C resource cleanup                                                                                      
+                                                                                                                                                
+ Model Files                                                                                                                                    
+                                                                                                                                                
+ Source: https://github.com/k2-fsa/sherpa-onnx/releases/download/tts-models/sherpa-onnx-pocket-tts-int8-2026-01-26.tar.bz2                      
+                                                                                                                                                
+ Archive contents (needed files):                                                                                                               
+ - lm_main.int8.onnx — main language model                                                                                                      
+ - lm_flow.int8.onnx — flow network                                                                                                             
+ - decoder.int8.onnx — audio decoder                                                                                                            
+ - encoder.onnx — voice reference encoder (FP32, no INT8 variant)                                                                               
+ - text_conditioner.onnx — text encoder (FP32)                                                                                                  
+ - vocab.json — vocabulary                                                                                                                      
+ - token_scores.json — token scoring config                                                                                                     
+                                                                                                                                                
+ Package Structure                                                                                                                              
+                                                                                                                                                
+ pkg/synthesizer/                                                                                                                               
+   speakers/                                                                                                                                    
+     speaker.go              -- Keep Speaker interface (add Close()), add DownsampleF32 helper                                                  
+     piper.go                -- DELETE                                                                                                          
+     macos.go                -- DELETE                                                                                                          
+   voices/                                                                                                                                      
+     voices.go               -- DELETE (entire package)                                                                                         
+   pocket/                                                                                                                                      
+     pocket.go               -- NEW: PocketSpeaker (Speaker impl + sherpa-onnx TTS wrapper)                                                     
+     model/                                                                                                                                     
+       model.go              -- NEW: Download/verify (mirrors parakeet/model pattern, no CGO)                                                   
+     voice/                                                                                                                                     
+       voice.go              -- NEW: go:embed default reference WAV + WAV decoder (no CGO)                                                      
+       default.wav           -- NEW: ~5-10s reference audio (provided by user before impl)                                                      
+                                                                                                                                                
+ Implementation Plan                                                                                                                            
+                                                                                                                                                
+ Phase 1: Model Infrastructure                                                                                                                  
+                                                                                                                                                
+ 1.1 Create pkg/synthesizer/pocket/model/model.go                                                                                               
+                                                                                                                                                
+ Mirror pkg/recognizer/parakeet/model/model.go (model.go:1-185):                                                                                
+ - DirName = "pocket"                                                                                                                           
+ - Filenames: the 7 files listed above                                                                                                          
+ - fileHashes: SHA256 hashes (compute after downloading archive)                                                                                
+ - Verify() and Download() — same pattern with tar.bz2 extraction                                                                               
+ - modelURL pointing to sherpa-onnx GitHub releases                                                                                             
+ - Reuse same error type pattern (FileNotFoundError, CorruptFileError)                                                                          
+                                                                                                                                                
+ 1.2 Wire model download into cmd/skyeye/main.go                                                                                                
+ - Add setupPocketModel() function (copy pattern from setupParakeetModel() at main.go:312-334)                                                  
+ - Call in run() after setupParakeetModel() call at main.go:374                                                                                 
+                                                                                                                                                
+ Phase 2: Pocket TTS Speaker                                                                                                                    
+                                                                                                                                                
+ 2.1 Create pkg/synthesizer/pocket/voice/voice.go                                                                                               
+ //go:embed default.wav                                                                                                                         
+ var DefaultVoice []byte                                                                                                                        
+                                                                                                                                                
+ func DecodeWAV(data []byte) (samples []float32, sampleRate int, err error)                                                                     
+ - Custom WAV decoder (go-audio/wav was found incompatible during earlier development)                                                          
+ - Decode WAV bytes to F32 PCM samples + sample rate                                                                                            
+ - Reference WAV must be 16-bit PCM mono — document this constraint                                                                             
+ - Used for both embedded default voice and user-provided voice files                                                                           
+ - No CGO dependencies — keeps voice/ package testable in IDEs without CGO                                                                      
+                                                                                                                                                
+ 2.2 Create pkg/synthesizer/pocket/pocket.go                                                                                                    
+                                                                                                                                                
+ This is the main implementation — a single package containing the Speaker implementation backed by sherpa-onnx.                                
+                                                                                                                                                
+ type PocketSpeaker struct {                                                                                                                    
+     tts *sherpa.OfflineTts                                                                                                                     
+     genConfig *sherpa.GenerationConfig  // cached with reference audio                                                                         
+ }                                                                                                                                              
+                                                                                                                                                
+ // Functional options                                                                                                                          
+ type Option func(*options)                                                                                                                     
+ func WithVoiceFile(path string) Option    // custom reference WAV                                                                              
+ func WithNumSteps(n int) Option           // default 10                                                                                        
+ func WithTemperature(t float64) Option    // default 0.7 (via Extra JSON if supported)                                                         
+                                                                                                                                                
+ func New(modelDir string, opts ...Option) (*PocketSpeaker, error)                                                                              
+ func (s *PocketSpeaker) Say(ctx context.Context, text string) ([]float32, error)                                                               
+ func (s *PocketSpeaker) Close()                                                                                                                
+                                                                                                                                                
+ New() implementation:                                                                                                                          
+ 1. Apply functional options (defaults: no voice file, numSteps=10)                                                                             
+ 2. Build sherpa.OfflineTtsConfig with Pocket model config pointing to model files in modelDir                                                  
+ 3. Call sherpa.NewOfflineTts(&config) to initialize                                                                                            
+ 4. Load reference audio: if voiceFile option set, attempt to read from disk;                                                                   
+    if file not found or invalid, log a warning and fall back to embedded voice.DefaultVoice                                                    
+ 5. Decode WAV to []float32 via voice.DecodeWAV()                                                                                               
+ 6. Build sherpa.GenerationConfig with ReferenceAudio, ReferenceSampleRate, NumSteps                                                            
+ 7. Cache the GenerationConfig for reuse across Say() calls                                                                                     
+                                                                                                                                                
+ Say() implementation:                                                                                                                          
+ 1. Call tts.GenerateWithConfig(text, &genConfig, nil) — sherpa-onnx handles the entire inference pipeline internally (tokenization, flow       
+ matching, decoding)                                                                                                                            
+ 2. Result is *sherpa.GeneratedAudio with Samples []float32 and SampleRate                                                                      
+ 3. Use GeneratedAudio.SampleRate dynamically (do NOT hardcode 24kHz) to resample to 16kHz via DownsampleF32()                                  
+ 4. Return resampled []float32                                                                                                                  
+                                                                                                                                                
+ Close() implementation:                                                                                                                        
+ - Call sherpa.DeleteOfflineTts(s.tts) to free C resources                                                                                      
+                                                                                                                                                
+ Context cancellation: sherpa-onnx's GenerateWithConfig accepts a progress callback. We can check ctx.Done() in the callback and return false   
+ to abort generation.                                                                                                                           
+                                                                                                                                                
+ Phase 3: Wiring and Config Changes                                                                                                             
+                                                                                                                                                
+ 3.1 Modify pkg/synthesizer/speakers/speaker.go                                                                                                 
+ - Add Close() to Speaker interface                                                                                                             
+ - Add DownsampleF32(samples []float32, sourceRate unit.Frequency) ([]float32, error) (exported, so pocket package can use it)                  
+ - Implementation: use resample.F32 format directly (zaf/resample supports it) — no S16LE round-trip needed                                     
+   Convert []float32 ↔ []byte via binary.LittleEndian/math.Float32frombits for the resampler's io.Writer interface                              
+                                                                                                                                                
+ 3.2 Modify internal/conf/configuration.go                                                                                                      
+ - Remove: Voice voices.Voice, UseSystemVoice bool, VoiceSpeed float64, VoicePauseLength time.Duration                                          
+ - Keep: VoiceVolume float64, VoiceLock *flock.Flock                                                                                            
+ - Update: VoiceLock comment (remove "Piper" reference)                                                                                         
+ - Add: VoiceFile string                                                                                                                        
+ - Remove import of voices package                                                                                                              
+                                                                                                                                                
+ 3.3 Modify cmd/skyeye/main.go                                                                                                                  
+ - Remove vars: voiceName, useSystemVoice, voiceSpeed, voicePauseLength                                                                         
+ - Keep vars: voiceVolume, voiceLockPath                                                                                                        
+ - Add var: voiceFile string                                                                                                                    
+ - Remove flags: --voice, --use-system-voice, --voice-playback-speed, --voice-playback-pause                                                    
+ - Keep flags: --voice-volume, --voice-lock-path                                                                                                
+ - Add flag: --voice-file (default "", help: "Path to WAV file for custom voice cloning. Uses built-in default if not set.")                    
+ - Remove: loadVoice() function, runtime.GOOS == "darwin" conditional block for flag registration                                               
+ - Add: setupPocketModel(), call in run()                                                                                                       
+ - Update conf.Configuration struct literal: remove old fields, add VoiceFile                                                                   
+ - Remove imports: voices, reflect; add: pocketmodel                                                                                            
+                                                                                                                                                
+ 3.4 Modify internal/application/app.go                                                                                                         
+ - Replace lines 187-196 (platform branching) with:                                                                                             
+ pocketDir := filepath.Join(config.ModelsPath, pocketmodel.DirName)                                                                             
+ var pocketOpts []pocket.Option                                                                                                                 
+ if config.VoiceFile != "" {                                                                                                                    
+     pocketOpts = append(pocketOpts, pocket.WithVoiceFile(config.VoiceFile))                                                                    
+ }                                                                                                                                              
+ synthesizer, err := pocket.New(pocketDir, pocketOpts...)                                                                                       
+ if err != nil {                                                                                                                                
+     return nil, fmt.Errorf("failed to construct application: %w", err)                                                                         
+ }                                                                                                                                              
+ defer synthesizer.Close()  // or wire into app shutdown                                                                                        
+ - Update imports: remove runtime, speakers (for TTS construction); add pocket, pocketmodel                                                     
+ - Note: speakers.Speaker interface is still used for the speaker field type                                                                    
+                                                                                                                                                
+ Phase 4: Cleanup and Delete Old Files                                                                                                          
+                                                                                                                                                
+ Note: Deletions should happen in the same commits as the replacements — not as a separate phase.                                               
+ Delete when wiring up the new Pocket speaker in Phase 3, so the build never has dead code.                                                     
+                                                                                                                                                
+ 4.1 Delete files                                                                                                                               
+ - pkg/synthesizer/speakers/piper.go                                                                                                            
+ - pkg/synthesizer/speakers/macos.go                                                                                                            
+ - pkg/synthesizer/voices/voices.go (entire voices package directory)                                                                           
+                                                                                                                                                
+ 4.2 Remove Go module dependencies                                                                                                              
+ go mod tidy will remove:                                                                                                                       
+ - github.com/nabbl/piper                                                                                                                       
+ - github.com/amitybell/piper-asset                                                                                                             
+ - github.com/amitybell/piper-voice-alan                                                                                                        
+ - github.com/amitybell/piper-voice-jenny                                                                                                       
+ - github.com/amitybell/piper-bin-windows                                                                                                       
+ - github.com/amitybell/piper-bin-linux                                                                                                         
+ - github.com/go-audio/aiff                                                                                                                     
+                                                                                                                                                
+ 4.3 Update Makefile                                                                                                                            
+ - No new build flags needed (sherpa-onnx already linked)                                                                                       
+ - Windows DLL copy for sherpa-onnx continues to work as-is                                                                                     
+ - Verify no Piper-specific build logic remains                                                                                                 
+                                                                                                                                                
+ 4.4 Update documentation                                                                                                                       
+ - CLAUDE.md: Update platform table (TTS → "Pocket TTS (sherpa-onnx)" on all platforms), remove Piper/macOS references, remove                  
+ --use-system-voice mention                                                                                                                     
+ - docs/ADMIN.md: Update for new flags, remove old TTS flag docs                                                                                
+ - docs/CONTRIBUTING.md: If TTS setup is mentioned, update                                                                                      
+                                                                                                                                                
+ Phase 5: Round-Trip Test                                                                                                                       
+                                                                                                                                                
+ 5.1 Create pkg/synthesizer/pocket/pocket_test.go                                                                                               
+                                                                                                                                                
+ Automated round-trip test: TTS → STT to verify synthesized speech is recognizable.                                                             
+ - Use PocketSpeaker.Say() to synthesize a known phrase (e.g., "Bravo one one, bogey, bullseye zero nine zero, forty, twenty thousand")          
+ - Feed the resulting []float32 audio into the Parakeet recognizer                                                                              
+ - Assert the recognized text matches the input (with reasonable fuzzy matching — e.g., normalize whitespace/case, allow minor word diffs)      
+ - This requires both Pocket TTS and Parakeet models to be present; skip the test if models are not downloaded                                  
+ - Tag with build constraint or test flag so it only runs when models are available (e.g., `go test -run TestRoundTrip` with model dir env var) 
+ - This test validates that: the sherpa-onnx TTS pipeline produces intelligible audio, the WAV reference voice works,                           
+   resampling doesn't corrupt the audio, and the full TTS→STT pipeline is functional                                                            
+                                                                                                                                                
+ Key Files Reference                                                                                                                            
+                                                                                                                                                
+ - pkg/recognizer/parakeet/model/model.go — READ (pattern) — Mirror this for pocket model download/verify
+ - pkg/synthesizer/speakers/speaker.go — MODIFY — Add Close() to interface, add DownsampleF32 (F32)
+ - pkg/synthesizer/speakers/piper.go — DELETE — Delete with Phase 3 wiring, not separately
+ - pkg/synthesizer/speakers/macos.go — DELETE — Delete with Phase 3 wiring, not separately
+ - pkg/synthesizer/voices/voices.go — DELETE — Entire package, delete with Phase 3
+ - internal/conf/configuration.go — MODIFY — Remove old TTS fields, keep volume/lock, add VoiceFile
+ - internal/application/app.go — MODIFY — Replace platform-branching TTS init, add Close()
+ - cmd/skyeye/main.go — MODIFY — CLI flag changes, add pocket model setup
+ - pkg/synthesizer/pocket/pocket.go — CREATE — Main PocketSpeaker implementation
+ - pkg/synthesizer/pocket/pocket_test.go — CREATE — Round-trip TTS→STT test
+ - pkg/synthesizer/pocket/model/model.go — CREATE — Model download/verify (no CGO)
+ - pkg/synthesizer/pocket/voice/voice.go — CREATE — Embedded default WAV + decoder (no CGO)
+                                                                                                                                                
+ Verification                                                                                                                                   
+                                                                                                                                                
+ 1. Build: make skyeye — compiles on all platforms without new dependencies                                                                     
+ 2. Tests: make test — model download/verify tests, WAV decoder tests                                                                           
+ 3. Round-trip test: TTS→STT round-trip (requires model files)                                                                                  
+ 4. CI: make lint && make vet && make fix && make format && go mod tidy && git diff --exit-code                                                 
+ 5. Manual: Cannot run end-to-end (requires DCS/SRS per CLAUDE.md)                                                                              
+                                                                                                                                                
+ Notes                                                                                                                                          
+                                                                                                                                                
+ - User will provide a default reference WAV file before implementation begins                                                                  
+ - Temperature and lsd_steps (num_steps) are hardcoded at sensible defaults (0.7 and 10 respectively). If tuning is needed later, the           
+ functional options are already in place to expose them.                                                                                        
+ - sherpa-onnx handles the entire inference pipeline internally: tokenization via vocab.json/token_scores.json, flow matching, Euler            
+ integration, audio decoding. No need to port Python inference code.                                                                            
+ - sherpa-onnx Go API confirmed to support Pocket TTS at current version (verified during planning).                                            
+ - voice/ and model/ sub-packages are intentionally separate from pocket.go to avoid CGO — makes them testable in IDEs without CGO setup.       
+ - If --voice-file points to a missing or invalid file, log a warning and fall back to the embedded default voice.                              
+ - Use GeneratedAudio.SampleRate dynamically rather than hardcoding output sample rate — verify during implementation.                           

From ee9d638cbf112ecf6debb30a86c57698b3cf8466 Mon Sep 17 00:00:00 2001
From: Dharma Bellamkonda <dharma.bellamkonda@gmail.com>
Date: Wed, 18 Mar 2026 01:40:33 -0600
Subject: [PATCH 02/14] Replace Piper/macOS TTS with Pocket TTS via sherpa-onnx

- Add Pocket TTS speaker using sherpa-onnx voice cloning
- Remove Piper and macOS Speech Synthesis backends
- Verify archive hashes before extracting model downloads
- Add WAV decoder bounds checking for malformed files
- Add Application.Close() to release TTS C resources on shutdown
- Deduplicate model setup logic in CLI entrypoint
- Use named constants for model filenames instead of positional indices
- Handle unexpected model verification errors (e.g. permission denied)
- Use "Magic" callsign in integration tests for better TTS recognition

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
---
 CLAUDE.md                                  |  21 +-
 Makefile                                   |   4 +
 cmd/download-models/main.go                |  27 ++-
 cmd/skyeye/main.go                         | 128 ++++++-----
 docs/ADMIN.md                              |  67 +-----
 go.mod                                     |  11 -
 go.sum                                     |  26 ---
 internal/application/app.go                |  27 ++-
 internal/conf/configuration.go             |  17 +-
 pkg/recognizer/parakeet/model/model.go     |  56 +++--
 pkg/synthesizer/pocket/model/model.go      | 232 +++++++++++++++++++
 pkg/synthesizer/pocket/pocket.go           | 160 +++++++++++++
 pkg/synthesizer/pocket/pocket_test.go      | 195 ++++++++++++++++
 pkg/synthesizer/pocket/voice/default.wav   | Bin 0 -> 741316 bytes
 pkg/synthesizer/pocket/voice/voice.go      |  94 ++++++++
 pkg/synthesizer/pocket/voice/voice_test.go |  36 +++
 pkg/synthesizer/speakers/macos.go          |  88 --------
 pkg/synthesizer/speakers/piper.go          |  52 -----
 pkg/synthesizer/speakers/speaker.go        |  25 ++-
 pkg/synthesizer/voices/voices.go           |  16 --
 saved-plan.md                              | 247 ---------------------
 21 files changed, 908 insertions(+), 621 deletions(-)
 create mode 100644 pkg/synthesizer/pocket/model/model.go
 create mode 100644 pkg/synthesizer/pocket/pocket.go
 create mode 100644 pkg/synthesizer/pocket/pocket_test.go
 create mode 100644 pkg/synthesizer/pocket/voice/default.wav
 create mode 100644 pkg/synthesizer/pocket/voice/voice.go
 create mode 100644 pkg/synthesizer/pocket/voice/voice_test.go
 delete mode 100644 pkg/synthesizer/speakers/macos.go
 delete mode 100644 pkg/synthesizer/speakers/piper.go
 delete mode 100644 pkg/synthesizer/voices/voices.go
 delete mode 100644 saved-plan.md

diff --git a/CLAUDE.md b/CLAUDE.md
index 435335b5..3def3907 100644
--- a/CLAUDE.md
+++ b/CLAUDE.md
@@ -2,21 +2,21 @@
 
 SkyEye is an AI-powered GCI bot for DCS World that uses Parakeet TDT speech recognition (via sherpa-onnx), Tacview telemetry, and TTS to replace in-game AWACS with natural language command processing following real-world aviation brevity codes.
 
-**Stack:** Go 1.26 + CGO, sherpa-onnx (Parakeet TDT), Piper TTS (Windows/Linux), macOS Speech Synthesis, Tacview ACMI, SRS protocol
+**Stack:** Go 1.26 + CGO, sherpa-onnx (Parakeet TDT + Pocket TTS), Tacview ACMI, SRS protocol
 
 ## Platform Support
 
 | Platform | Arch | Status | TTS | Linking | Runtime Deps |
 |----------|------|--------|-----|---------|--------------|
-| **Windows** | AMD64 | ✅ | Piper (embedded) | Static | None - fully portable exe |
-| **Linux** | AMD64 | ✅ | Piper (embedded) | Dynamic opus/soxr | libopus0, libsoxr0 |
-| **macOS** | ARM64 | ✅ | System (Neural Engine) | Dynamic opus/soxr | Homebrew opus, libsoxr |
+| **Windows** | AMD64 | ✅ | Pocket TTS (sherpa-onnx) | Static | None - fully portable exe |
+| **Linux** | AMD64 | ✅ | Pocket TTS (sherpa-onnx) | Dynamic opus/soxr | libopus0, libsoxr0 |
+| **macOS** | ARM64 | ✅ | Pocket TTS (sherpa-onnx) | Dynamic opus/soxr | Homebrew opus, libsoxr |
 | macOS Intel | AMD64 | ❌ | - | - | No test hardware |
 
 **Key Differences:**
 - **Windows:** MUST build in MSYS2 UCRT64 (not cmd/PowerShell), static linking, portable binary
 - **Linux:** Standard Unix build, requires runtime libraries, good for containers
-- **macOS:** Uses Apple Clang (system compiler), `--use-system-voice` flag available
+- **macOS:** Uses Apple Clang (system compiler)
 - **Cross-compilation:** Not supported - must build on target platform
 
 ## Critical: Use Make, Not Go Commands
@@ -52,18 +52,19 @@ pkg/                           - Public APIs
   recognizer/                  - Speech recognition (Parakeet TDT via sherpa-onnx)
   recognizer/model/            - Embedded model files (encoder/decoder/joiner ONNX + tokens.txt)
   simpleradio/                 - SRS protocol client
-  synthesizer/speakers/        - Platform-specific TTS (macos.go, piper.go)
+  synthesizer/pocket/          - Pocket TTS speaker (sherpa-onnx)
+  synthesizer/pocket/model/    - TTS model download/verify (no CGO)
+  synthesizer/pocket/voice/    - Embedded default reference voice (no CGO)
+  synthesizer/speakers/        - Speaker interface + resampling helpers
   tacview/                     - Telemetry parsing
   brevity/, parser/, composer/ - GCI command handling
 internal/                      - Private packages
-  application/                 - Platform detection & glue
+  application/                 - Application glue
   controller/, radar/, conf/   - Core logic
 ```
 
 **Architecture:** Players → SRS → simpleradio.Client → recognizer → parser → controller ← radar ← tacview ← DCS
-controller → composer → synthesizer (platform-specific) → simpleradio.Client → SRS
-
-Platform-specific code isolated to `pkg/synthesizer/speakers/{macos,piper}.go` and Makefile. Runtime detection: `runtime.GOOS` ("darwin"/"windows"/"linux").
+controller → composer → synthesizer → simpleradio.Client → SRS
 
 ## Common Pitfalls
 
diff --git a/Makefile b/Makefile
index 087438cc..30448408 100644
--- a/Makefile
+++ b/Makefile
@@ -143,6 +143,10 @@ run:
 test: generate
 	$(BUILD_VARS) $(GO) tool gotestsum -- $(BUILD_FLAGS) $(TEST_FLAGS) ./...
 
+.PHONY: integration-test
+integration-test: generate download-models
+	SKYEYE_MODELS_PATH=$(CURDIR)/models $(BUILD_VARS) $(GO) tool gotestsum -- -tags 'nolibopusfile integration' -ldflags '$(LDFLAGS)' $(TEST_FLAGS) ./...
+
 .PHONY: benchmark-parakeet
 benchmark-parakeet:
 	$(BUILD_VARS) $(GO) test -bench=. -run BenchmarkParakeetRecognizer ./pkg/recognizer/parakeet
diff --git a/cmd/download-models/main.go b/cmd/download-models/main.go
index d1c429d6..738eca1a 100644
--- a/cmd/download-models/main.go
+++ b/cmd/download-models/main.go
@@ -1,4 +1,4 @@
-// download-models downloads Parakeet TDT model files for bundling into release archives.
+// download-models downloads model files for bundling into release archives.
 // This tool has no CGO dependencies and can be built with CGO_ENABLED=0.
 package main
 
@@ -10,17 +10,34 @@ import (
 	"os/signal"
 	"path/filepath"
 
-	"github.com/dharmab/skyeye/pkg/recognizer/parakeet/model"
+	parakeetmodel "github.com/dharmab/skyeye/pkg/recognizer/parakeet/model"
+	pocketmodel "github.com/dharmab/skyeye/pkg/synthesizer/pocket/model"
 )
 
 func main() {
-	dir := flag.String("dir", filepath.Join("models", model.DirName), "directory to download model files into")
+	dir := flag.String("dir", "models", "base directory to download model files into")
 	flag.Parse()
 
 	ctx, cancel := signal.NotifyContext(context.Background(), os.Interrupt)
 	defer cancel()
 
-	if err := model.Download(ctx, *dir); err != nil {
-		log.Fatal(err)
+	parakeetDir := filepath.Join(*dir, parakeetmodel.DirName)
+	if err := parakeetmodel.Verify(parakeetDir); err != nil {
+		log.Printf("Parakeet model needs download: %v", err)
+		if err := parakeetmodel.Download(ctx, parakeetDir); err != nil {
+			log.Fatal(err)
+		}
+	} else {
+		log.Println("Parakeet model already present and verified")
+	}
+
+	pocketDir := filepath.Join(*dir, pocketmodel.DirName)
+	if err := pocketmodel.Verify(pocketDir); err != nil {
+		log.Printf("Pocket TTS model needs download: %v", err)
+		if err := pocketmodel.Download(ctx, pocketDir); err != nil {
+			log.Fatal(err)
+		}
+	} else {
+		log.Println("Pocket TTS model already present and verified")
 	}
 }
diff --git a/cmd/skyeye/main.go b/cmd/skyeye/main.go
index 9c0df303..8555366d 100644
--- a/cmd/skyeye/main.go
+++ b/cmd/skyeye/main.go
@@ -9,8 +9,6 @@ import (
 	"os"
 	"os/signal"
 	"path/filepath"
-	"reflect"
-	"runtime"
 	"runtime/pprof"
 	"strings"
 	"sync"
@@ -29,7 +27,7 @@ import (
 	"github.com/dharmab/skyeye/internal/conf"
 	"github.com/dharmab/skyeye/pkg/coalitions"
 	parakeetmodel "github.com/dharmab/skyeye/pkg/recognizer/parakeet/model"
-	"github.com/dharmab/skyeye/pkg/synthesizer/voices"
+	pocketmodel "github.com/dharmab/skyeye/pkg/synthesizer/pocket/model"
 )
 
 // Used for CLI configuration values.
@@ -54,12 +52,9 @@ var (
 	coalitionName                string
 	telemetryUpdateInterval      time.Duration
 	recognizerLockPath           string
-	voiceName                    string
-	useSystemVoice               bool
+	voiceFile                    string
 	mute                         bool
-	voiceSpeed                   float64
 	voiceVolume                  float64
-	voicePauseLength             time.Duration
 	voiceLockPath                string
 	enableAutomaticPicture       bool
 	automaticPictureInterval     time.Duration
@@ -127,20 +122,10 @@ func init() {
 	skyeye.Flags().StringVar(&recognizerLockPath, "recognizer-lock-path", "", "Path to lock file for concurrent speech-to-text when using multiple instances")
 
 	// Text-to-speech
-	voiceFlag := cli.NewEnum(&voiceName, "Voice", "", "feminine", "masculine")
-	skyeye.Flags().Var(voiceFlag, "voice", "Voice to use for SRS transmissions (feminine, masculine). Automatically chosen if not provided.")
-	skyeye.Flags().Float64Var(&voiceSpeed, "voice-playback-speed", 1.0, "How quickly the GCI speaks (values below 1.0 are faster and above are slower).")
+	skyeye.Flags().StringVar(&voiceFile, "voice-file", "", "Path to WAV file for custom voice cloning. Uses built-in default if not set.")
 	skyeye.Flags().Float64Var(&voiceVolume, "voice-volume", voiceVolumeDefault, fmt.Sprintf("Volume level for audio output (%v = silent, %v = normal)", voiceVolumeMin, voiceVolumeDefault))
 	skyeye.Flags().BoolVar(&mute, "mute", false, "Mute all SRS transmissions. Useful for testing without disrupting play")
 	skyeye.Flags().StringVar(&voiceLockPath, "voice-lock-path", "", "Path to lock file for concurrent text-to-speech when using multiple instances")
-	if runtime.GOOS == "darwin" {
-		skyeye.Flags().BoolVar(&useSystemVoice, "use-system-voice", false, "Use the System Voice chosen in the Spoken Content page in System Settings instead of Samantha.")
-		if err := skyeye.Flags().MarkDeprecated("voice", "Select a voice in System Settings and use --use-system-voice instead."); err != nil {
-			log.Fatal().Err(err).Msg("failed to mark flag as deprecated")
-		}
-	} else {
-		skyeye.Flags().DurationVar(&voicePauseLength, "voice-playback-pause", 200*time.Millisecond, "How long the GCI pauses between sentences.")
-	}
 
 	// Controller behavior
 	skyeye.Flags().BoolVar(&enableAutomaticPicture, "auto-picture", true, "Enable automatic PICTURE broadcasts")
@@ -258,22 +243,6 @@ func randomizer() (rando *rand.Rand) {
 	return
 }
 
-func loadVoice(rando *rand.Rand) (voice voices.Voice) {
-	options := map[string]voices.Voice{
-		"feminine":  voices.FeminineVoice,
-		"masculine": voices.MasculineVoice,
-	}
-	if voiceName == "" {
-		keys := reflect.ValueOf(options).MapKeys()
-		voice = options[keys[rando.IntN(len(keys))].String()]
-		log.Info().Type("voice", voice).Msg("randomly selected voice")
-	} else {
-		voice = options[voiceName]
-		log.Info().Type("voice", voice).Msg("selected voice")
-	}
-	return
-}
-
 func loadCallsign(rando *rand.Rand) (callsign string) {
 	var options []string
 	if controllerCallsign != "" {
@@ -309,28 +278,59 @@ func loadVoiceVolume() float64 {
 	return clamped
 }
 
-func setupParakeetModel(ctx context.Context, parakeetDir string, downloadModels bool) {
-	log.Info().Msg("verifying Parakeet model files")
-	if err := parakeetmodel.Verify(parakeetDir); err != nil {
-		var corruptErr *parakeetmodel.CorruptFileError
-		if errors.As(err, &corruptErr) {
-			log.Fatal().Err(err).Msg("Parakeet model files on disk failed verification")
-		}
-		var notFoundErr *parakeetmodel.FileNotFoundError
-		if errors.As(err, &notFoundErr) {
-			log.Warn().Err(err).Msg("Parakeet model files not found")
-			if downloadModels {
-				log.Info().Msg("downloading Parakeet model files")
-				if err := parakeetmodel.Download(ctx, parakeetDir); err != nil {
-					log.Fatal().Err(err).Msg("failed to download Parakeet model")
-				}
-			} else {
-				log.Fatal().Err(err).Msg("no Parakeet model files found")
+// modelSetup holds the verify and download functions for a model, allowing
+// setupModel to work with both Parakeet and Pocket TTS models.
+type modelSetup struct {
+	name     string
+	dir      string
+	verify   func(string) error
+	download func(context.Context, string) error
+}
+
+func setupModel(ctx context.Context, m modelSetup, autoDownload bool) {
+	log.Info().Msgf("verifying %s model files", m.name)
+	err := m.verify(m.dir)
+	if err == nil {
+		log.Info().Msgf("%s model files verified", m.name)
+		return
+	}
+
+	// Check for corrupt files first — these should not be silently re-downloaded.
+	if hasCorruptFile(err) {
+		log.Fatal().Err(err).Msgf("%s model files on disk failed verification", m.name)
+	}
+
+	// Check for missing files.
+	if hasMissingFile(err) {
+		log.Warn().Err(err).Msgf("%s model files not found", m.name)
+		if autoDownload {
+			log.Info().Msgf("downloading %s model files", m.name)
+			if dlErr := m.download(ctx, m.dir); dlErr != nil {
+				log.Fatal().Err(dlErr).Msgf("failed to download %s model", m.name)
 			}
+			return
 		}
-	} else {
-		log.Info().Msg("Parakeet model files verified")
+		log.Fatal().Err(err).Msgf("no %s model files found", m.name)
 	}
+
+	// Unexpected error (e.g. permission denied).
+	log.Fatal().Err(err).Msgf("failed to verify %s model files", m.name)
+}
+
+// hasCorruptFile checks whether err (possibly a joined error) contains a CorruptFileError
+// from either the parakeet or pocket model packages.
+func hasCorruptFile(err error) bool {
+	var parakeetCorrupt *parakeetmodel.CorruptFileError
+	var pocketCorrupt *pocketmodel.CorruptFileError
+	return errors.As(err, &parakeetCorrupt) || errors.As(err, &pocketCorrupt)
+}
+
+// hasMissingFile checks whether err (possibly a joined error) contains a FileNotFoundError
+// from either the parakeet or pocket model packages.
+func hasMissingFile(err error) bool {
+	var parakeetNotFound *parakeetmodel.FileNotFoundError
+	var pocketNotFound *pocketmodel.FileNotFoundError
+	return errors.As(err, &parakeetNotFound) || errors.As(err, &pocketNotFound)
 }
 
 func preRun(cmd *cobra.Command, _ []string) error {
@@ -371,12 +371,24 @@ func run(_ *cobra.Command, _ []string) {
 	}()
 
 	parakeetDir := filepath.Join(modelsPath, parakeetmodel.DirName)
-	setupParakeetModel(ctx, parakeetDir, downloadModels)
+	setupModel(ctx, modelSetup{
+		name:     "Parakeet",
+		dir:      parakeetDir,
+		verify:   parakeetmodel.Verify,
+		download: parakeetmodel.Download,
+	}, downloadModels)
+
+	pocketDir := filepath.Join(modelsPath, pocketmodel.DirName)
+	setupModel(ctx, modelSetup{
+		name:     "Pocket TTS",
+		dir:      pocketDir,
+		verify:   pocketmodel.Verify,
+		download: pocketmodel.Download,
+	}, downloadModels)
 
 	log.Info().Msg("loading configuration")
 	coalition := loadCoalition()
 	rando := randomizer()
-	voice := loadVoice(rando)
 	callsign := loadCallsign(rando)
 	parsedSRSFrequencies := cli.LoadFrequencies(srsFrequencies)
 	voiceLock := loadLock(voiceLockPath)
@@ -399,13 +411,10 @@ func run(_ *cobra.Command, _ []string) {
 		Coalition:                    coalition,
 		RadarSweepInterval:           telemetryUpdateInterval,
 		RecognizerLock:               recognizerLock,
-		Voice:                        voice,
-		UseSystemVoice:               useSystemVoice,
+		VoiceFile:                    voiceFile,
 		VoiceLock:                    voiceLock,
 		Mute:                         mute,
-		VoiceSpeed:                   voiceSpeed,
 		Volume:                       volume,
-		VoicePauseLength:             voicePauseLength,
 		EnableAutomaticPicture:       enableAutomaticPicture,
 		PictureBroadcastInterval:     automaticPictureInterval,
 		EnableThreatMonitoring:       enableThreatMonitoring,
@@ -428,6 +437,7 @@ func run(_ *cobra.Command, _ []string) {
 	if err != nil {
 		log.Fatal().Err(err).Msg("failed to start application")
 	}
+	defer app.Close()
 	err = app.Run(ctx, cancel, &wg)
 	if err != nil {
 		log.Fatal().Err(err).Msg("application exited with error")
diff --git a/docs/ADMIN.md b/docs/ADMIN.md
index 86d13ce5..1fc155e7 100644
--- a/docs/ADMIN.md
+++ b/docs/ADMIN.md
@@ -124,66 +124,9 @@ SkyEye uses NVIDIA Parakeet TDT for speech recognition. The model is embedded in
 
 ## Speech Synthesis
 
-### Windows and Linux
+SkyEye uses Pocket TTS, a voice-cloning text-to-speech model, via sherpa-onnx. The TTS model files are automatically downloaded on first run (same as the Parakeet speech recognition model).
 
-SkyEye bundles two AI generated voices on Windows and Linux:
-
-* An Irish English feminine voice, based on ["Jenny" by Dioco](https://github.com/dioco-group/jenny-tts-dataset)
-* A British English masculine voice, based on [Alan Pope](https://popey.com/blog/)
-
-You can select between these voices using the `voice` configuration option. If you do not select a voice, the two voices are rotated based on the wall clock time when SkyEye is started.
-
-### macOS
-
-SkyEye uses AI generated voices built into macOS.
-
-By default, the "Samantha" voice is used. This is the version of Siri's voice from the iPhone 4s, iPhone 5 and iPhone 6, based on [Susan Bennett](https://susancbennett.com/).
-
-It is also possible to use one of the newer Siri voices. **I strongly recommend enabling one of the newer voices.**, because they provide excellent quality, nearly indistinguishable from a human voice.
-
-Not all Siri voices work equally well; many struggle to pronounce aviation terminology. I've manually validated a voice for each version of macOS:
-
-#### macOS 26 Tahoe
-
-On macOS 26 Tahoe, the best voice is **Siri Voice 2**.
-
-1. Open System Settings
-2. Click on "Accessibility"
-3. Click on "Siri"
-4. If the system language is not English, set the system speech language to English
-5. Next to "System Voice", click the "i" button
-6. In the list of languages, make sure "English" is selected
-7. Click on "Voice"
-8. Scroll down to "Siri".
-9. Download Siri Voice 2.
-10. Click "Done"
-11. Set the system voice to Siri Voice 2.
-
-#### macOS 15 Tahoe
-
-On macOS 15 Sequoia, the best voice is **Siri Voice 5**.
-
-1. Open System Settings
-2. Click on "Accessibility"
-3. Click on "Spoken Content"
-4. If the system language is not English, set the system speech language to English
-5. Next to "System Voice", click the "i" button
-6. In the list of languages, make sure "English" is selected
-7. Click on "Voice"
-8. Scroll down to "Siri".
-9. Download the English (United States) Siri Voice 5.
-10. Click "Done"
-11. Set the system voice to Siri Voice 5.
-
-#### Testing the System Voice
-
-To test your change, open Terminal and run this command:
-
-```sh
-say "Hello! This should be read in the voice you chose."
-```
-
-Finally, to use the selected voice instead of Samantha, set SkyEye's `use-system-voice` configuration option to `true`.
+By default, SkyEye uses an embedded reference voice. You can provide your own reference voice for voice cloning using the `voice-file` configuration option. The file must be a 16-bit PCM mono WAV file containing a few seconds of clear speech.
 
 ## Networking
 
@@ -473,12 +416,6 @@ Configure SkyEye by editing the config file at `$(brew --prefix)/etc/skyeye/conf
 $EDITOR "$(brew --prefix)/etc/skyeye/config.yaml"
 ```
 
-It is strongly recommended to configure the system voice as documented in [Speech Synthesis section](#speech-synthesis), and configure SkyEye to use the system voice:
-
-```yaml
-use-system-voice: true
-```
-
 To start SkyEye, and automatically start it on login:
 
 ```sh
diff --git a/go.mod b/go.mod
index e3356b86..491ec3af 100644
--- a/go.mod
+++ b/go.mod
@@ -4,13 +4,9 @@ go 1.26
 
 require (
 	github.com/DCS-gRPC/go-bindings v0.7.1
-	github.com/amitybell/piper-asset v0.0.0-20231030194325-d36a29e3b1fd
-	github.com/amitybell/piper-voice-alan v0.0.0-20231118093148-059963c24dbd
-	github.com/amitybell/piper-voice-jenny v0.0.0-20231118093224-dcf0d49e46b7
 	github.com/bwmarrin/discordgo v0.28.1
 	github.com/dharmab/goacmi v1.0.3
 	github.com/gammazero/deque v0.2.1
-	github.com/go-audio/aiff v1.1.0
 	github.com/gofrs/flock v0.13.0
 	github.com/gopxl/beep/v2 v2.1.1
 	github.com/hbollon/go-edlib v1.6.0
@@ -18,7 +14,6 @@ require (
 	github.com/k2-fsa/sherpa-onnx-go v1.12.24
 	github.com/lithammer/shortuuid/v3 v3.0.7
 	github.com/martinlindhe/unit v0.0.0-20230420213220-4adfd7d0a0d6
-	github.com/nabbl/piper v0.0.0-20240819160100-e51f2288a5c0
 	github.com/pasztorpisti/go-crc v1.0.0
 	github.com/paulmach/orb v0.11.1
 	github.com/proway2/go-igrf v0.5.1
@@ -52,7 +47,6 @@ require (
 	github.com/Masterminds/semver/v3 v3.4.0 // indirect
 	github.com/MirrexOne/unqueryvet v1.3.0 // indirect
 	github.com/OpenPeeDeeP/depguard/v2 v2.2.1 // indirect
-	github.com/adrg/xdg v0.4.0 // indirect
 	github.com/alecthomas/chroma/v2 v2.20.0 // indirect
 	github.com/alecthomas/go-check-sumtype v0.3.1 // indirect
 	github.com/alexkohler/nakedret/v2 v2.0.6 // indirect
@@ -60,8 +54,6 @@ require (
 	github.com/alfatraining/structtag v1.0.0 // indirect
 	github.com/alingse/asasalint v0.0.11 // indirect
 	github.com/alingse/nilnesserr v0.2.0 // indirect
-	github.com/amitybell/piper-bin-linux v0.0.0-20231118093037-92b3de178ad8 // indirect
-	github.com/amitybell/piper-bin-windows v0.0.0-20231118093113-cc2cef2f6b74 // indirect
 	github.com/ashanbrown/forbidigo/v2 v2.3.0 // indirect
 	github.com/ashanbrown/makezero/v2 v2.1.0 // indirect
 	github.com/aymanbagabas/go-osc52/v2 v2.0.1 // indirect
@@ -99,7 +91,6 @@ require (
 	github.com/fsnotify/fsnotify v1.7.0 // indirect
 	github.com/fzipp/gocyclo v0.6.0 // indirect
 	github.com/ghostiam/protogetter v0.3.17 // indirect
-	github.com/go-audio/audio v1.0.0 // indirect
 	github.com/go-critic/go-critic v0.14.2 // indirect
 	github.com/go-toolsmith/astcast v1.1.0 // indirect
 	github.com/go-toolsmith/astcopy v1.1.0 // indirect
@@ -149,7 +140,6 @@ require (
 	github.com/karamaru-alpha/copyloopvar v1.2.2 // indirect
 	github.com/kisielk/errcheck v1.9.0 // indirect
 	github.com/kkHAIKE/contextcheck v1.1.6 // indirect
-	github.com/klauspost/compress v1.17.3 // indirect
 	github.com/kulti/thelper v0.7.1 // indirect
 	github.com/kunwardeep/paralleltest v1.0.15 // indirect
 	github.com/lasiar/canonicalheader v1.1.2 // indirect
@@ -176,7 +166,6 @@ require (
 	github.com/mitchellh/mapstructure v1.5.0 // indirect
 	github.com/moricho/tparallel v0.3.2 // indirect
 	github.com/muesli/termenv v0.16.0 // indirect
-	github.com/nabbl/piper-bin-macos v0.0.0-20240805085459-7f1b1df8c68d // indirect
 	github.com/nakabonne/nestif v0.3.1 // indirect
 	github.com/nishanths/exhaustive v0.12.0 // indirect
 	github.com/nishanths/predeclared v0.2.2 // indirect
diff --git a/go.sum b/go.sum
index c0345a13..92c992f0 100644
--- a/go.sum
+++ b/go.sum
@@ -69,8 +69,6 @@ github.com/MirrexOne/unqueryvet v1.3.0 h1:5slWSomgqpYU4zFuZ3NNOfOUxVPlXFDBPAVasZ
 github.com/MirrexOne/unqueryvet v1.3.0/go.mod h1:IWwCwMQlSWjAIteW0t+28Q5vouyktfujzYznSIWiuOg=
 github.com/OpenPeeDeeP/depguard/v2 v2.2.1 h1:vckeWVESWp6Qog7UZSARNqfu/cZqvki8zsuj3piCMx4=
 github.com/OpenPeeDeeP/depguard/v2 v2.2.1/go.mod h1:q4DKzC4UcVaAvcfd41CZh0PWpGgzrVxUYBlgKNGquUo=
-github.com/adrg/xdg v0.4.0 h1:RzRqFcjH4nE5C6oTAxhBtoE2IRyjBSa62SCbyPidvls=
-github.com/adrg/xdg v0.4.0/go.mod h1:N6ag73EX4wyxeaoeHctc1mas01KZgsj5tYiAIwqJE/E=
 github.com/alecthomas/assert/v2 v2.11.0 h1:2Q9r3ki8+JYXvGsDyBXwH3LcJ+WK5D0gc5E8vS6K3D0=
 github.com/alecthomas/assert/v2 v2.11.0/go.mod h1:Bze95FyfUr7x34QZrjL+XP+0qgp/zg8yS+TtBj1WA3k=
 github.com/alecthomas/chroma/v2 v2.20.0 h1:sfIHpxPyR07/Oylvmcai3X/exDlE8+FA820NTz+9sGw=
@@ -94,16 +92,6 @@ github.com/alingse/asasalint v0.0.11 h1:SFwnQXJ49Kx/1GghOFz1XGqHYKp21Kq1nHad/0WQ
 github.com/alingse/asasalint v0.0.11/go.mod h1:nCaoMhw7a9kSJObvQyVzNTPBDbNpdocqrSP7t/cW5+I=
 github.com/alingse/nilnesserr v0.2.0 h1:raLem5KG7EFVb4UIDAXgrv3N2JIaffeKNtcEXkEWd/w=
 github.com/alingse/nilnesserr v0.2.0/go.mod h1:1xJPrXonEtX7wyTq8Dytns5P2hNzoWymVUIaKm4HNFg=
-github.com/amitybell/piper-asset v0.0.0-20231030194325-d36a29e3b1fd h1:4MLHn2cCVhzhPLlPO6946h1S0yk3o7Ry1831DEa5EcE=
-github.com/amitybell/piper-asset v0.0.0-20231030194325-d36a29e3b1fd/go.mod h1:MiDKnt4NenfcrsVxYAxQW0nu4zjFYQPjGzzLB5MvOz8=
-github.com/amitybell/piper-bin-linux v0.0.0-20231118093037-92b3de178ad8 h1:ZZoEErHc7pMWVXe6sRr3FZud8lU9G3kbF2IhHB2647o=
-github.com/amitybell/piper-bin-linux v0.0.0-20231118093037-92b3de178ad8/go.mod h1:dVR33O0l/AFgQNmZfywfgNZ6qlpCKPhLnn9UpeMMLdM=
-github.com/amitybell/piper-bin-windows v0.0.0-20231118093113-cc2cef2f6b74 h1:T5hXX0Z2JaE5gtZ7LScjG0r0BmDk0+FWlzyZ2b1nboo=
-github.com/amitybell/piper-bin-windows v0.0.0-20231118093113-cc2cef2f6b74/go.mod h1:5Ea0Pc0QdO8FeriIXcqZtHViM2fi589jtFubrjaAk6w=
-github.com/amitybell/piper-voice-alan v0.0.0-20231118093148-059963c24dbd h1:DsXuiWSHsbBkVNL7cBAdXD95kNwrE0Ck05OasSeUZ4g=
-github.com/amitybell/piper-voice-alan v0.0.0-20231118093148-059963c24dbd/go.mod h1:5ghO6mSctWNXfDoh3r46HQEMIcPr5DqE5TMYfp5hskY=
-github.com/amitybell/piper-voice-jenny v0.0.0-20231118093224-dcf0d49e46b7 h1:GMYJcgP1OKBMBuQfP7r0aRk4PS0AaviHVTERtdt/e/o=
-github.com/amitybell/piper-voice-jenny v0.0.0-20231118093224-dcf0d49e46b7/go.mod h1:eKG2Bo69QGTVKKKKApafZr+4v4zk40jYNijh0s8/PzU=
 github.com/ashanbrown/forbidigo/v2 v2.3.0 h1:OZZDOchCgsX5gvToVtEBoV2UWbFfI6RKQTir2UZzSxo=
 github.com/ashanbrown/forbidigo/v2 v2.3.0/go.mod h1:5p6VmsG5/1xx3E785W9fouMxIOkvY2rRV9nMdWadd6c=
 github.com/ashanbrown/makezero/v2 v2.1.0 h1:snuKYMbqosNokUKm+R6/+vOPs8yVAi46La7Ck6QYSaE=
@@ -208,12 +196,6 @@ github.com/gammazero/deque v0.2.1 h1:qSdsbG6pgp6nL7A0+K/B7s12mcCY/5l5SIUpMOl+dC0
 github.com/gammazero/deque v0.2.1/go.mod h1:LFroj8x4cMYCukHJDbxFCkT+r9AndaJnFMuZDV34tuU=
 github.com/ghostiam/protogetter v0.3.17 h1:sjGPErP9o7i2Ym+z3LsQzBdLCNaqbYy2iJQPxGXg04Q=
 github.com/ghostiam/protogetter v0.3.17/go.mod h1:AivIX1eKA/TcUmzZdzbl+Tb8tjIe8FcyG6JFyemQAH4=
-github.com/go-audio/aiff v1.1.0 h1:m2LYgu/2BarpF2yZnFPWtY3Tp41k0A4y51gDRZZsEuU=
-github.com/go-audio/aiff v1.1.0/go.mod h1:sDik1muYvhPiccClfri0fv6U2fyH/dy4VRWmUz0cz9Q=
-github.com/go-audio/audio v1.0.0 h1:zS9vebldgbQqktK4H0lUqWrG8P0NxCJVqcj7ZpNnwd4=
-github.com/go-audio/audio v1.0.0/go.mod h1:6uAu0+H2lHkwdGsAY+j2wHPNPpPoeg5AaEFh9FlA+Zs=
-github.com/go-audio/riff v1.0.0/go.mod h1:l3cQwc85y79NQFCRB7TiPoNiaijp6q8Z0Uv38rVG498=
-github.com/go-audio/wav v1.0.0/go.mod h1:3yoReyQOsiARkvPl3ERCi8JFjihzG6WhjYpZCf5zAWE=
 github.com/go-critic/go-critic v0.14.2 h1:PMvP5f+LdR8p6B29npvChUXbD1vrNlKDf60NJtgMBOo=
 github.com/go-critic/go-critic v0.14.2/go.mod h1:xwntfW6SYAd7h1OqDzmN6hBX/JxsEKl5up/Y2bsxgVQ=
 github.com/go-gl/glfw v0.0.0-20190409004039-e6da0acd62b1/go.mod h1:vR7hzQXu2zJy9AVAgeJqvqgH9Q5CA+iKCZ2gyEVpxRU=
@@ -430,8 +412,6 @@ github.com/kisielk/gotool v1.0.0/go.mod h1:XhKaO+MFFWcvkIS/tQcRk01m1F5IRFswLeQ+o
 github.com/kkHAIKE/contextcheck v1.1.6 h1:7HIyRcnyzxL9Lz06NGhiKvenXq7Zw6Q0UQu/ttjfJCE=
 github.com/kkHAIKE/contextcheck v1.1.6/go.mod h1:3dDbMRNBFaq8HFXWC1JyvDSPm43CmE6IuHam8Wr0rkg=
 github.com/klauspost/compress v1.13.6/go.mod h1:/3/Vjq9QcHkK5uEr5lBEmyoZ1iFhe47etQ6QUkpK6sk=
-github.com/klauspost/compress v1.17.3 h1:qkRjuerhUU1EmXLYGkSH6EZL+vPSxIrYjLNAK4slzwA=
-github.com/klauspost/compress v1.17.3/go.mod h1:/dCuZOvVtNoHsyb+cuJD3itjs3NbnF6KH9zAO4BDxPM=
 github.com/konsorten/go-windows-terminal-sequences v1.0.1/go.mod h1:T0+1ngSBFLxvqU3pZ+m/2kptfBszLMUkC4ZK/EgS/cQ=
 github.com/konsorten/go-windows-terminal-sequences v1.0.3/go.mod h1:T0+1ngSBFLxvqU3pZ+m/2kptfBszLMUkC4ZK/EgS/cQ=
 github.com/kr/logfmt v0.0.0-20140226030751-b84e30acd515/go.mod h1:+0opPa2QZZtGFBFZlji/RkVcI2GknAs/DXo4wKdlNEc=
@@ -482,7 +462,6 @@ github.com/matoous/godox v1.1.0 h1:W5mqwbyWrwZv6OQ5Z1a/DHGMOvXYCBP3+Ht7KMoJhq4=
 github.com/matoous/godox v1.1.0/go.mod h1:jgE/3fUXiTurkdHOLT5WEkThTSuE7yxHv5iWPa80afs=
 github.com/matryer/is v1.4.0 h1:sosSmIWwkYITGrxZ25ULNDeKiMNzFSr4V/eqBQP0PeE=
 github.com/matryer/is v1.4.0/go.mod h1:8I/i5uYgLzgsgEloJE1U6xx5HkBQpAZvepWuujKwMRU=
-github.com/mattetti/audio v0.0.0-20180912171649-01576cde1f21/go.mod h1:LlQmBGkOuV/SKzEDXBPKauvN2UqCgzXO2XjecTGj40s=
 github.com/mattn/go-colorable v0.1.13/go.mod h1:7S9/ev0klgBDR4GtXTXX8a3vIGJpMovkB8vQcUbaXHg=
 github.com/mattn/go-colorable v0.1.14 h1:9A9LHSqF/7dyVVX6g0U9cwm9pG3kP9gSzcuIPHPsaIE=
 github.com/mattn/go-colorable v0.1.14/go.mod h1:6LmQG8QLFO4G5z1gPvYEzlUgJ2wF+stgPZH1UqBm1s8=
@@ -513,10 +492,6 @@ github.com/muesli/termenv v0.16.0 h1:S5AlUN9dENB57rsbnkPyfdGuWIlkmzJjbFf0Tf5FWUc
 github.com/muesli/termenv v0.16.0/go.mod h1:ZRfOIKPFDYQoDFF4Olj7/QJbW60Ol/kL1pU3VfY/Cnk=
 github.com/mwitkow/go-conntrack v0.0.0-20161129095857-cc309e4a2223/go.mod h1:qRWi+5nqEBWmkhHvq77mSJWrCKwh8bxhgT7d/eI7P4U=
 github.com/mwitkow/go-conntrack v0.0.0-20190716064945-2f068394615f/go.mod h1:qRWi+5nqEBWmkhHvq77mSJWrCKwh8bxhgT7d/eI7P4U=
-github.com/nabbl/piper v0.0.0-20240819160100-e51f2288a5c0 h1:U9cqEmB3rVgMp0A8zTSP3TnlmnMPrbwWApEXObTBKCQ=
-github.com/nabbl/piper v0.0.0-20240819160100-e51f2288a5c0/go.mod h1:bFBWV8PBQEC05ZPi5L4cBMBZQg5STeec4GmL6nvnTg4=
-github.com/nabbl/piper-bin-macos v0.0.0-20240805085459-7f1b1df8c68d h1:I3pOmUaoFE8Lvf5j++9hc/UaXfW21zodWT1sihHY57M=
-github.com/nabbl/piper-bin-macos v0.0.0-20240805085459-7f1b1df8c68d/go.mod h1:NIGeON0x6RckQptwA2jS7U89GcsjMXbzSBw5edGOw9A=
 github.com/nakabonne/nestif v0.3.1 h1:wm28nZjhQY5HyYPx+weN3Q65k6ilSBxDb8v5S81B81U=
 github.com/nakabonne/nestif v0.3.1/go.mod h1:9EtoZochLn5iUprVDmDjqGKPofoUEBL8U4Ngq6aY7OE=
 github.com/nishanths/exhaustive v0.12.0 h1:vIY9sALmw6T/yxiASewa4TQcFsVYZQQRUQJhKRf3Swg=
@@ -930,7 +905,6 @@ golang.org/x/sys v0.0.0-20210510120138-977fb7262007/go.mod h1:oPkhp1MJrh7nUepCBc
 golang.org/x/sys v0.0.0-20210603081109-ebe580a85c40/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
 golang.org/x/sys v0.0.0-20210615035016-665e8c7367d1/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
 golang.org/x/sys v0.0.0-20211019181941-9d821ace8654/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
-golang.org/x/sys v0.0.0-20211025201205-69cdffdb9359/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
 golang.org/x/sys v0.0.0-20211105183446-c75c47738b0c/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
 golang.org/x/sys v0.0.0-20220114195835-da31bd327af9/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
 golang.org/x/sys v0.0.0-20220520151302-bc2c85ada10a/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
diff --git a/internal/application/app.go b/internal/application/app.go
index b19d968c..3e011a65 100644
--- a/internal/application/app.go
+++ b/internal/application/app.go
@@ -6,7 +6,6 @@ import (
 	"errors"
 	"fmt"
 	"path/filepath"
-	"runtime"
 	"sync"
 	"time"
 
@@ -26,7 +25,8 @@ import (
 	"github.com/dharmab/skyeye/pkg/sim"
 	"github.com/dharmab/skyeye/pkg/simpleradio"
 	srs "github.com/dharmab/skyeye/pkg/simpleradio/types"
-	"github.com/dharmab/skyeye/pkg/synthesizer/speakers"
+	"github.com/dharmab/skyeye/pkg/synthesizer/pocket"
+	pocketmodel "github.com/dharmab/skyeye/pkg/synthesizer/pocket/model"
 	"github.com/dharmab/skyeye/pkg/telemetry"
 	"github.com/dharmab/skyeye/pkg/traces"
 	"github.com/gofrs/flock"
@@ -59,7 +59,7 @@ type Application struct {
 	// composer converts responses and calls from internal representations to English brevity text
 	composer composer.Composer
 	// speaker provides text-to-speech synthesis
-	speaker speakers.Speaker
+	speaker *pocket.Speaker
 	// speakerLock prevents multiple instances from running the speaker at the same time
 	speakerLock *flock.Flock
 	// volume is the audio output volume level
@@ -185,14 +185,14 @@ func NewApplication(config conf.Configuration) (*Application, error) {
 	responseComposer := composer.Composer{Callsign: config.Callsign}
 
 	log.Info().Msg("constructing text-to-speech synthesizer")
-	var synthesizer speakers.Speaker
-	if runtime.GOOS == "darwin" {
-		synthesizer = speakers.NewMacOSSpeaker(config.UseSystemVoice, config.VoiceSpeed)
-	} else {
-		synthesizer, err = speakers.NewPiperSpeaker(config.Voice, config.VoiceSpeed, config.VoicePauseLength)
-		if err != nil {
-			return nil, fmt.Errorf("failed to construct application: %w", err)
-		}
+	pocketDir := filepath.Join(config.ModelsPath, pocketmodel.DirName)
+	var pocketOpts []pocket.Option
+	if config.VoiceFile != "" {
+		pocketOpts = append(pocketOpts, pocket.WithVoiceFile(config.VoiceFile))
+	}
+	synthesizer, err := pocket.New(pocketDir, pocketOpts...)
+	if err != nil {
+		return nil, fmt.Errorf("failed to construct application: %w", err)
 	}
 
 	tracers := make([]traces.Tracer, 0)
@@ -234,6 +234,11 @@ func NewApplication(config conf.Configuration) (*Application, error) {
 	return app, nil
 }
 
+// Close releases resources held by the application.
+func (a *Application) Close() {
+	a.speaker.Close()
+}
+
 // Run implements Application.Run.
 func (a *Application) Run(ctx context.Context, cancel context.CancelFunc, wg *sync.WaitGroup) error {
 	wg.Go(func() {
diff --git a/internal/conf/configuration.go b/internal/conf/configuration.go
index dbd281c6..c4f3b2f4 100644
--- a/internal/conf/configuration.go
+++ b/internal/conf/configuration.go
@@ -5,7 +5,6 @@ import (
 
 	"github.com/dharmab/skyeye/pkg/coalitions"
 	"github.com/dharmab/skyeye/pkg/simpleradio"
-	"github.com/dharmab/skyeye/pkg/synthesizer/voices"
 	"github.com/gofrs/flock"
 	"github.com/martinlindhe/unit"
 )
@@ -49,21 +48,15 @@ type Configuration struct {
 	RadarSweepInterval time.Duration
 	// RecognizerLock is a file-based lock to control multiple instances running the recognizer at the same time.
 	RecognizerLock *flock.Flock
-	// Voice is the voice used for SRS transmissions
-	Voice voices.Voice
-	// UseSystemVoice controls whether to use the System Voice on macOS. This allows use of current Siri voices,
-	// but requires additional configuration in System Settings.
-	UseSystemVoice bool
-	// VoiceLock is a file-based lock to control multiple instances running Piper at the same time.
+	// VoiceFile is the path to a custom WAV file for voice cloning.
+	// If empty, the embedded default voice is used.
+	VoiceFile string
+	// VoiceLock is a file-based lock to control multiple instances running TTS at the same time.
 	VoiceLock *flock.Flock
 	// Mute disables SRS transmissions
 	Mute bool
-	// Piper playback speed (default is 1.0) - The higher the value the slower it is.
-	VoiceSpeed float64
 	// Volume level for audio output (default is 1.0)
 	Volume float64
-	// Piper playback pause after every sentence in seconds (default is 0.2)
-	VoicePauseLength time.Duration
 	// EnableAutomaticPicture controls whether the controller will automatically broadcast a PICTURE at regular intervals.
 	EnableAutomaticPicture bool
 	// PictureBroadcastInterval is the interval at which the controller will automatically broadcast a PICTURE.
@@ -97,5 +90,3 @@ var DefaultCallsigns = []string{"Sky Eye", "Thunderhead", "Eagle Eye", "Ghost Ey
 var DefaultPictureRadius = 300 * unit.NauticalMile
 
 const DefaultMarginRadius = 3 * unit.NauticalMile
-
-var DefaultPlaybackSpeed = 1.0
diff --git a/pkg/recognizer/parakeet/model/model.go b/pkg/recognizer/parakeet/model/model.go
index 50983695..86657a2c 100644
--- a/pkg/recognizer/parakeet/model/model.go
+++ b/pkg/recognizer/parakeet/model/model.go
@@ -24,6 +24,9 @@ const DirName = "parakeet"
 
 const modelURL = "https://github.com/k2-fsa/sherpa-onnx/releases/download/asr-models/sherpa-onnx-nemo-parakeet-tdt-0.6b-v2-int8.tar.bz2"
 
+// archiveHash is the expected SHA256 hash of the downloaded tar.bz2 archive.
+const archiveHash = "157c157bc51155e03e37d2466522a3a737dd9c72bb25f36eb18912964161e1ad"
+
 // Filenames lists the filenames required for the Parakeet TDT model.
 var Filenames = []string{
 	"encoder.int8.onnx",
@@ -99,8 +102,8 @@ func verifyFile(fpath string) error {
 	return nil
 }
 
-// Download downloads the Parakeet TDT model archive, extracts the required
-// files into dir, and verifies their SHA256 hashes.
+// Download downloads the Parakeet TDT model archive, verifies its SHA256 hash,
+// extracts the required files into dir, and verifies their individual hashes.
 func Download(ctx context.Context, dir string) error {
 	if err := os.MkdirAll(dir, 0o755); err != nil {
 		return fmt.Errorf("failed to create directory: %w", err)
@@ -122,12 +125,48 @@ func Download(ctx context.Context, dir string) error {
 		return fmt.Errorf("failed to download model: HTTP %d", resp.StatusCode)
 	}
 
+	tmpFile, err := os.CreateTemp("", "parakeet-model-*.tar.bz2")
+	if err != nil {
+		return fmt.Errorf("creating temp file: %w", err)
+	}
+	defer os.Remove(tmpFile.Name())
+	defer tmpFile.Close()
+
+	h := sha256.New()
+	if _, err := io.Copy(tmpFile, io.TeeReader(resp.Body, h)); err != nil {
+		return fmt.Errorf("downloading archive: %w", err)
+	}
+
+	actual := hex.EncodeToString(h.Sum(nil))
+	if actual != archiveHash {
+		return fmt.Errorf("archive hash mismatch: expected %s, got %s", archiveHash, actual)
+	}
+	log.Info().Msg("archive hash verified")
+
+	if _, err := tmpFile.Seek(0, io.SeekStart); err != nil {
+		return fmt.Errorf("seeking temp file: %w", err)
+	}
+
+	if err := extractArchive(tmpFile, dir); err != nil {
+		return err
+	}
+
+	log.Info().Msg("verifying model file hashes")
+	if err := Verify(dir); err != nil {
+		return fmt.Errorf("model verification after download failed: %w", err)
+	}
+
+	log.Info().Msg("model download complete")
+	return nil
+}
+
+func extractArchive(r io.Reader, dir string) error {
 	needed := make(map[string]bool, len(Filenames))
 	for _, f := range Filenames {
 		needed[f] = true
 	}
 
-	bzReader := bzip2.NewReader(resp.Body)
+	bzReader := bzip2.NewReader(r)
 	tarReader := tar.NewReader(bzReader)
 
 	extracted := 0
@@ -140,13 +179,11 @@ func Download(ctx context.Context, dir string) error {
 			return fmt.Errorf("reading tar archive: %w", err)
 		}
 
-		// The archive contains files under a top-level directory; extract only the base name.
 		base := filepath.Base(header.Name)
 		if !needed[base] {
 			continue
 		}
 
-		// Guard against path traversal.
 		if strings.Contains(base, "..") {
 			continue
 		}
@@ -162,13 +199,6 @@ func Download(ctx context.Context, dir string) error {
 	if extracted != len(Filenames) {
 		return fmt.Errorf("expected %d model files in archive, found %d", len(Filenames), extracted)
 	}
-
-	log.Info().Msg("verifying model file hashes")
-	if err := Verify(dir); err != nil {
-		return fmt.Errorf("model verification after download failed: %w", err)
-	}
-
-	log.Info().Msg("model download complete")
 	return nil
 }
 
@@ -178,7 +208,7 @@ func extractTarEntry(dst string, r io.Reader) error {
 		return fmt.Errorf("creating file %s: %w", dst, err)
 	}
 	defer f.Close()
-	if _, err := io.Copy(f, r); err != nil { //nolint:gosec // archive source is trusted
+	if _, err := io.Copy(f, r); err != nil { //nolint:gosec // archive hash verified before extraction
 		return fmt.Errorf("writing file %s: %w", dst, err)
 	}
 	return nil
diff --git a/pkg/synthesizer/pocket/model/model.go b/pkg/synthesizer/pocket/model/model.go
new file mode 100644
index 00000000..a9845243
--- /dev/null
+++ b/pkg/synthesizer/pocket/model/model.go
@@ -0,0 +1,232 @@
+// Package model provides download and verification of Pocket TTS model files.
+// This package has no CGO dependencies and can be built with CGO_ENABLED=0.
+package model
+
+import (
+	"archive/tar"
+	"compress/bzip2"
+	"context"
+	"crypto/sha256"
+	"encoding/hex"
+	"errors"
+	"fmt"
+	"io"
+	"net/http"
+	"os"
+	"path/filepath"
+	"strings"
+
+	"github.com/rs/zerolog/log"
+)
+
+// DirName is the subdirectory name used for the Pocket TTS model within a models directory.
+const DirName = "pocket"
+
+const modelURL = "https://github.com/k2-fsa/sherpa-onnx/releases/download/tts-models/sherpa-onnx-pocket-tts-int8-2026-01-26.tar.bz2"
+
+// archiveHash is the expected SHA256 hash of the downloaded tar.bz2 archive.
+const archiveHash = "2f3b88823cbbb9bf0b2477ec8ae7b3fec417b3a87b6bb5f256dba66f2ad967cb"
+
+// Model file names for Pocket TTS.
+const (
+	FilenameLmMain          = "lm_main.int8.onnx"
+	FilenameLmFlow          = "lm_flow.int8.onnx"
+	FilenameDecoder         = "decoder.int8.onnx"
+	FilenameEncoder         = "encoder.onnx"
+	FilenameTextConditioner = "text_conditioner.onnx"
+	FilenameVocabJSON       = "vocab.json"
+	FilenameTokenScoresJSON = "token_scores.json"
+)
+
+// Filenames lists the filenames required for the Pocket TTS model.
+var Filenames = []string{
+	FilenameLmMain,
+	FilenameLmFlow,
+	FilenameDecoder,
+	FilenameEncoder,
+	FilenameTextConditioner,
+	FilenameVocabJSON,
+	FilenameTokenScoresJSON,
+}
+
+// fileHashes maps each model filename to its expected SHA256 hash.
+var fileHashes = map[string]string{
+	FilenameLmMain:          "bfc0c7e7e3d72864fa3bb2ee499f62f21ddc1474b885f5f3ca570f8be73e787e",
+	FilenameLmFlow:          "8d627d235c44a597da908e1085ebe241cbbe358964c502c5a5063d18851a5529",
+	FilenameDecoder:         "12b0857402d31aead94df19d6783b4350d1f740e811f3a3202c70ad89ae11eea",
+	FilenameEncoder:         "e8f2f6d301ffb96e398b138a7dc6d3038622d236044636b73d920bab85890260",
+	FilenameTextConditioner: "0b84e837d7bfaf2c896627b03e3f080320309f37f4fc7df7698c644f7ba5e6b1",
+	FilenameVocabJSON:       "6fb646346cf931016f70c4921aab0900ce7a304b893cb02135c74e294abfea01",
+	FilenameTokenScoresJSON: "5be2f278caf9b9800741f0fd82bff677f4943ec764c356f907213434b622d958",
+}
+
+// FileNotFoundError indicates that a required model file is missing.
+type FileNotFoundError struct {
+	Path string
+	Err  error
+}
+
+func (e *FileNotFoundError) Error() string {
+	return "model file not found: " + e.Path
+}
+
+func (e *FileNotFoundError) Unwrap() error {
+	return e.Err
+}
+
+// CorruptFileError indicates that a model file exists but has an incorrect hash.
+type CorruptFileError struct {
+	Path     string
+	Expected string
+	Actual   string
+}
+
+func (e *CorruptFileError) Error() string {
+	return fmt.Sprintf("model file %s: hash mismatch (expected %s, got %s)", e.Path, e.Expected, e.Actual)
+}
+
+// Verify checks that all model files exist in dir and match their expected SHA256 hashes.
+// All files are checked and all errors are collected into a single joined error.
+func Verify(dir string) error {
+	var errs []error
+	for _, name := range Filenames {
+		if err := verifyFile(filepath.Join(dir, name)); err != nil {
+			errs = append(errs, err)
+		}
+	}
+	return errors.Join(errs...)
+}
+
+func verifyFile(fpath string) error {
+	f, err := os.Open(fpath)
+	if err != nil {
+		if os.IsNotExist(err) {
+			return &FileNotFoundError{Path: fpath, Err: err}
+		}
+		return fmt.Errorf("opening model file %s: %w", fpath, err)
+	}
+	defer f.Close()
+	h := sha256.New()
+	if _, err := io.Copy(h, f); err != nil {
+		return fmt.Errorf("reading model file %s: %w", fpath, err)
+	}
+	actual := hex.EncodeToString(h.Sum(nil))
+	basename := filepath.Base(fpath)
+	expected := fileHashes[basename]
+	if actual != expected {
+		return &CorruptFileError{Path: fpath, Expected: expected, Actual: actual}
+	}
+	return nil
+}
+
+// Download downloads the Pocket TTS model archive, verifies its SHA256 hash,
+// extracts the required files into dir, and verifies their individual hashes.
+func Download(ctx context.Context, dir string) error {
+	if err := os.MkdirAll(dir, 0o755); err != nil {
+		return fmt.Errorf("failed to create directory: %w", err)
+	}
+
+	log.Info().Str("url", modelURL).Msg("downloading Pocket TTS model")
+
+	req, err := http.NewRequestWithContext(ctx, http.MethodGet, modelURL, nil)
+	if err != nil {
+		return fmt.Errorf("creating download request: %w", err)
+	}
+	resp, err := http.DefaultClient.Do(req)
+	if err != nil {
+		return fmt.Errorf("failed to download model: %w", err)
+	}
+	defer resp.Body.Close()
+
+	if resp.StatusCode != http.StatusOK {
+		return fmt.Errorf("failed to download model: HTTP %d", resp.StatusCode)
+	}
+
+	tmpFile, err := os.CreateTemp("", "pocket-model-*.tar.bz2")
+	if err != nil {
+		return fmt.Errorf("creating temp file: %w", err)
+	}
+	defer os.Remove(tmpFile.Name())
+	defer tmpFile.Close()
+
+	h := sha256.New()
+	if _, err := io.Copy(tmpFile, io.TeeReader(resp.Body, h)); err != nil {
+		return fmt.Errorf("downloading archive: %w", err)
+	}
+
+	actual := hex.EncodeToString(h.Sum(nil))
+	if actual != archiveHash {
+		return fmt.Errorf("archive hash mismatch: expected %s, got %s", archiveHash, actual)
+	}
+	log.Info().Msg("archive hash verified")
+
+	if _, err := tmpFile.Seek(0, io.SeekStart); err != nil {
+		return fmt.Errorf("seeking temp file: %w", err)
+	}
+
+	if err := extractArchive(tmpFile, dir); err != nil {
+		return err
+	}
+
+	log.Info().Msg("verifying model file hashes")
+	if err := Verify(dir); err != nil {
+		return fmt.Errorf("model verification after download failed: %w", err)
+	}
+
+	log.Info().Msg("model download complete")
+	return nil
+}
+
+func extractArchive(r io.Reader, dir string) error {
+	needed := make(map[string]bool, len(Filenames))
+	for _, f := range Filenames {
+		needed[f] = true
+	}
+
+	bzReader := bzip2.NewReader(r)
+	tarReader := tar.NewReader(bzReader)
+
+	extracted := 0
+	for {
+		header, err := tarReader.Next()
+		if errors.Is(err, io.EOF) {
+			break
+		}
+		if err != nil {
+			return fmt.Errorf("reading tar archive: %w", err)
+		}
+
+		base := filepath.Base(header.Name)
+		if !needed[base] {
+			continue
+		}
+
+		if strings.Contains(base, "..") {
+			continue
+		}
+
+		dst := filepath.Join(dir, base)
+		if err := extractTarEntry(dst, tarReader); err != nil {
+			return err
+		}
+		log.Info().Str("file", base).Msg("extracted model file")
+		extracted++
+	}
+
+	if extracted != len(Filenames) {
+		return fmt.Errorf("expected %d model files in archive, found %d", len(Filenames), extracted)
+	}
+	return nil
+}
+
+func extractTarEntry(dst string, r io.Reader) error {
+	f, err := os.OpenFile(dst, os.O_CREATE|os.O_WRONLY|os.O_TRUNC, 0o644)
+	if err != nil {
+		return fmt.Errorf("creating file %s: %w", dst, err)
+	}
+	defer f.Close()
+	if _, err := io.Copy(f, r); err != nil { //nolint:gosec // archive hash verified before extraction
+		return fmt.Errorf("writing file %s: %w", dst, err)
+	}
+	return nil
+}
diff --git a/pkg/synthesizer/pocket/pocket.go b/pkg/synthesizer/pocket/pocket.go
new file mode 100644
index 00000000..838451ae
--- /dev/null
+++ b/pkg/synthesizer/pocket/pocket.go
@@ -0,0 +1,160 @@
+// Package pocket provides a text-to-speech speaker using Pocket TTS via sherpa-onnx.
+package pocket
+
+import (
+	"context"
+	"errors"
+	"fmt"
+	"os"
+	"path/filepath"
+
+	"github.com/dharmab/skyeye/pkg/synthesizer/pocket/model"
+	"github.com/dharmab/skyeye/pkg/synthesizer/pocket/voice"
+	"github.com/dharmab/skyeye/pkg/synthesizer/speakers"
+	sherpa "github.com/k2-fsa/sherpa-onnx-go/sherpa_onnx"
+	"github.com/martinlindhe/unit"
+	"github.com/rs/zerolog/log"
+)
+
+type options struct {
+	voiceFile string
+	numSteps  int
+}
+
+// Option configures Speaker behavior.
+type Option func(*options)
+
+// WithVoiceFile sets a custom WAV file for voice cloning reference audio.
+// The file must be 16-bit PCM mono WAV. If the file cannot be read,
+// the embedded default voice is used instead.
+func WithVoiceFile(path string) Option {
+	return func(o *options) {
+		o.voiceFile = path
+	}
+}
+
+// WithNumSteps sets the number of inference steps (default 10).
+func WithNumSteps(n int) Option {
+	return func(o *options) {
+		o.numSteps = n
+	}
+}
+
+// Speaker implements speakers.Speaker using Pocket TTS.
+type Speaker struct {
+	tts       *sherpa.OfflineTts
+	genConfig sherpa.GenerationConfig
+}
+
+var _ speakers.Speaker = (*Speaker)(nil)
+
+// New creates a Speaker. modelDir must contain the Pocket TTS model files.
+func New(modelDir string, opts ...Option) (*Speaker, error) {
+	o := &options{
+		numSteps: 10,
+	}
+	for _, opt := range opts {
+		opt(o)
+	}
+
+	config := sherpa.OfflineTtsConfig{
+		Model: sherpa.OfflineTtsModelConfig{
+			Pocket: sherpa.OfflineTtsPocketModelConfig{
+				LmMain:          filepath.Join(modelDir, model.FilenameLmMain),
+				LmFlow:          filepath.Join(modelDir, model.FilenameLmFlow),
+				Decoder:         filepath.Join(modelDir, model.FilenameDecoder),
+				Encoder:         filepath.Join(modelDir, model.FilenameEncoder),
+				TextConditioner: filepath.Join(modelDir, model.FilenameTextConditioner),
+				VocabJson:       filepath.Join(modelDir, model.FilenameVocabJSON),
+				TokenScoresJson: filepath.Join(modelDir, model.FilenameTokenScoresJSON),
+			},
+			NumThreads: 1,
+			Debug:      0,
+		},
+	}
+
+	tts := sherpa.NewOfflineTts(&config)
+	if tts == nil {
+		return nil, errors.New("failed to create Pocket TTS from model files")
+	}
+
+	refAudio, refRate, err := loadReferenceAudio(o.voiceFile)
+	if err != nil {
+		return nil, fmt.Errorf("loading reference audio: %w", err)
+	}
+
+	genConfig := sherpa.GenerationConfig{
+		ReferenceAudio:      refAudio,
+		ReferenceSampleRate: refRate,
+		NumSteps:            o.numSteps,
+		Speed:               1.0,
+	}
+
+	return &Speaker{
+		tts:       tts,
+		genConfig: genConfig,
+	}, nil
+}
+
+// Say implements speakers.Speaker.
+func (s *Speaker) Say(ctx context.Context, text string) ([]float32, error) {
+	cb := func(_ []float32, _ float32) bool {
+		select {
+		case <-ctx.Done():
+			return false
+		default:
+			return true
+		}
+	}
+
+	audio := s.tts.GenerateWithConfig(text, &s.genConfig, cb)
+	if audio == nil {
+		if ctx.Err() != nil {
+			return nil, ctx.Err()
+		}
+		return nil, errors.New("pocket TTS generation returned nil")
+	}
+
+	sourceRate := unit.Frequency(audio.SampleRate) * unit.Hertz
+	resampled, err := speakers.DownsampleF32(audio.Samples, sourceRate)
+	if err != nil {
+		return nil, fmt.Errorf("resampling pocket TTS output: %w", err)
+	}
+
+	return resampled, nil
+}
+
+// Close releases C resources held by the TTS engine.
+func (s *Speaker) Close() {
+	sherpa.DeleteOfflineTts(s.tts)
+}
+
+func loadReferenceAudio(voiceFile string) ([]float32, int, error) {
+	if voiceFile != "" {
+		samples, sampleRate, err := loadVoiceFile(voiceFile)
+		if err == nil {
+			return samples, sampleRate, nil
+		}
+		log.Warn().Err(err).Str("path", voiceFile).Msg("failed to load voice file, falling back to default")
+	}
+
+	samples, sampleRate, err := voice.DecodeWAV(voice.DefaultVoice)
+	if err != nil {
+		return nil, 0, fmt.Errorf("decoding embedded default voice: %w", err)
+	}
+	log.Info().Msg("using default reference voice")
+	return samples, sampleRate, nil
+}
+
+func loadVoiceFile(path string) ([]float32, int, error) {
+	data, err := os.ReadFile(path)
+	if err != nil {
+		return nil, 0, fmt.Errorf("reading voice file: %w", err)
+	}
+	samples, sampleRate, err := voice.DecodeWAV(data)
+	if err != nil {
+		return nil, 0, fmt.Errorf("decoding voice file: %w", err)
+	}
+	log.Info().Str("path", path).Msg("using custom reference voice")
+	return samples, sampleRate, nil
+}
diff --git a/pkg/synthesizer/pocket/pocket_test.go b/pkg/synthesizer/pocket/pocket_test.go
new file mode 100644
index 00000000..fe396385
--- /dev/null
+++ b/pkg/synthesizer/pocket/pocket_test.go
@@ -0,0 +1,195 @@
+//go:build integration
+
+package pocket_test
+
+import (
+	"context"
+	"os"
+	"path/filepath"
+	"testing"
+
+	"github.com/dharmab/skyeye/pkg/bearings"
+	"github.com/dharmab/skyeye/pkg/brevity"
+	"github.com/dharmab/skyeye/pkg/parser"
+	"github.com/dharmab/skyeye/pkg/recognizer/parakeet"
+	parakeetmodel "github.com/dharmab/skyeye/pkg/recognizer/parakeet/model"
+	"github.com/dharmab/skyeye/pkg/synthesizer/pocket"
+	pocketmodel "github.com/dharmab/skyeye/pkg/synthesizer/pocket/model"
+	"github.com/martinlindhe/unit"
+	"github.com/stretchr/testify/assert"
+	"github.com/stretchr/testify/require"
+)
+
+const gciCallsign = "Magic"
+
+// newPipeline sets up the TTS speaker, STT recognizer, and parser for integration tests.
+// It skips the test if model files are not available.
+func newPipeline(t *testing.T) (*pocket.Speaker, *parser.Parser, func(string) string) {
+	t.Helper()
+
+	modelsPath := os.Getenv("SKYEYE_MODELS_PATH")
+	if modelsPath == "" {
+		modelsPath = "models"
+	}
+
+	pocketDir := filepath.Join(modelsPath, pocketmodel.DirName)
+	require.NoError(t, pocketmodel.Verify(pocketDir), "Pocket TTS model files must be present")
+
+	parakeetDir := filepath.Join(modelsPath, parakeetmodel.DirName)
+	require.NoError(t, parakeetmodel.Verify(parakeetDir), "Parakeet model files must be present")
+
+	speaker, err := pocket.New(pocketDir)
+	require.NoError(t, err)
+
+	rec, err := parakeet.NewRecognizer(parakeetDir)
+	require.NoError(t, err)
+
+	p := parser.New(gciCallsign, true)
+
+	// synthesizeAndRecognize runs TTS→STT and returns the recognized text.
+	synthesizeAndRecognize := func(text string) string {
+		t.Helper()
+		audio, err := speaker.Say(context.Background(), text)
+		require.NoError(t, err)
+		require.NotEmpty(t, audio)
+
+		recognized, err := rec.Recognize(context.Background(), audio, false)
+		require.NoError(t, err)
+		t.Logf("Input:      %q", text)
+		t.Logf("Recognized: %q", recognized)
+		return recognized
+	}
+
+	return speaker, p, synthesizeAndRecognize
+}
+
+func TestRoundTripRadioCheck(t *testing.T) {
+	t.Parallel()
+	speaker, p, recognize := newPipeline(t)
+	defer speaker.Close()
+
+	recognized := recognize("Magic, Falcon 2 1, radio check")
+	request := p.Parse(recognized)
+	require.IsType(t, &brevity.RadioCheckRequest{}, request)
+	actual := request.(*brevity.RadioCheckRequest)
+	assert.Equal(t, "falcon 2 1", actual.Callsign)
+}
+
+func TestRoundTripAlphaCheck(t *testing.T) {
+	t.Parallel()
+	speaker, p, recognize := newPipeline(t)
+	defer speaker.Close()
+
+	recognized := recognize("Magic, Viper 3 1, alpha check")
+	request := p.Parse(recognized)
+	require.IsType(t, &brevity.AlphaCheckRequest{}, request)
+	actual := request.(*brevity.AlphaCheckRequest)
+	assert.Equal(t, "viper 3 1", actual.Callsign)
+}
+
+func TestRoundTripBogeyDope(t *testing.T) {
+	t.Parallel()
+	speaker, p, recognize := newPipeline(t)
+	defer speaker.Close()
+
+	recognized := recognize("Magic, Hornet 4 1, bogey dope")
+	request := p.Parse(recognized)
+	require.IsType(t, &brevity.BogeyDopeRequest{}, request)
+	actual := request.(*brevity.BogeyDopeRequest)
+	assert.Equal(t, "hornet 4 1", actual.Callsign)
+	assert.Equal(t, brevity.Aircraft, actual.Filter)
+}
+
+func TestRoundTripPicture(t *testing.T) {
+	t.Parallel()
+	speaker, p, recognize := newPipeline(t)
+	defer speaker.Close()
+
+	recognized := recognize("Magic, Eagle 2 1, picture")
+	request := p.Parse(recognized)
+	require.IsType(t, &brevity.PictureRequest{}, request)
+	actual := request.(*brevity.PictureRequest)
+	assert.Equal(t, "eagle 2 1", actual.Callsign)
+}
+
+func TestRoundTripSpiked(t *testing.T) {
+	t.Parallel()
+	speaker, p, recognize := newPipeline(t)
+	defer speaker.Close()
+
+	recognized := recognize("Magic, Cobra 3 1, spiked, one eight zero")
+	request := p.Parse(recognized)
+	require.IsType(t, &brevity.SpikedRequest{}, request)
+	actual := request.(*brevity.SpikedRequest)
+	assert.Equal(t, "cobra 3 1", actual.Callsign)
+	assert.Equal(t, bearings.NewMagneticBearing(180*unit.Degree), actual.Bearing)
+}
+
+// FuzzRoundTrip verifies the TTS→STT→parser pipeline does not panic on arbitrary input.
+// It synthesizes fuzz-generated text, recognizes it, and parses the result.
+// The test passes as long as no step panics — the parser is expected to return nil for nonsense input.
+func FuzzRoundTrip(f *testing.F) {
+	modelsPath := os.Getenv("SKYEYE_MODELS_PATH")
+	if modelsPath == "" {
+		modelsPath = "models"
+	}
+
+	pocketDir := filepath.Join(modelsPath, pocketmodel.DirName)
+	if err := pocketmodel.Verify(pocketDir); err != nil {
+		f.Skipf("Pocket TTS model not available: %v", err)
+	}
+
+	parakeetDir := filepath.Join(modelsPath, parakeetmodel.DirName)
+	if err := parakeetmodel.Verify(parakeetDir); err != nil {
+		f.Skipf("Parakeet model not available: %v", err)
+	}
+
+	speaker, err := pocket.New(pocketDir)
+	require.NoError(f, err)
+	defer speaker.Close()
+
+	rec, err := parakeet.NewRecognizer(parakeetDir)
+	require.NoError(f, err)
+
+	p := parser.New(gciCallsign, false)
+
+	// Seed corpus with realistic GCI requests.
+	seeds := []string{
+		"Magic, Falcon 2 1, radio check",
+		"Magic, Viper 3 1, alpha check",
+		"Magic, Hornet 4 1, bogey dope",
+		"Magic, Eagle 2 1, picture",
+		"Magic, Cobra 3 1, spiked, one eight zero",
+		"Magic, Raptor 1 2, bogey dope fighters",
+		"Magic, Thunder 5 1, declare, bullseye zero nine zero, forty, twenty thousand",
+		"Hello world, this is a test of the text to speech system",
+		"Anyface, Mobius 1, radio check",
+	}
+	for _, s := range seeds {
+		f.Add(s)
+	}
+
+	ctx := context.Background()
+	f.Fuzz(func(t *testing.T, input string) {
+		if len(input) == 0 || len(input) > 200 {
+			t.Skip()
+		}
+
+		audio, err := speaker.Say(ctx, input)
+		if err != nil {
+			// TTS may legitimately fail on bizarre input; that's fine.
+			t.Skipf("TTS failed: %v", err)
+		}
+		if len(audio) == 0 {
+			t.Skip("TTS produced empty audio")
+		}
+
+		recognized, err := rec.Recognize(ctx, audio, false)
+		if err != nil {
+			t.Skipf("STT failed: %v", err)
+		}
+
+		// Parser should never panic regardless of input.
+		_ = p.Parse(recognized)
+	})
+}
diff --git a/pkg/synthesizer/pocket/voice/default.wav b/pkg/synthesizer/pocket/voice/default.wav
new file mode 100644
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diff --git a/pkg/synthesizer/pocket/voice/voice.go b/pkg/synthesizer/pocket/voice/voice.go
new file mode 100644
index 00000000..33b9c32f
--- /dev/null
+++ b/pkg/synthesizer/pocket/voice/voice.go
@@ -0,0 +1,94 @@
+// Package voice provides the default reference audio for Pocket TTS voice cloning.
+// This package has no CGO dependencies and can be built with CGO_ENABLED=0.
+package voice
+
+import (
+	"encoding/binary"
+	"errors"
+	"fmt"
+	"math"
+
+	_ "embed"
+)
+
+// DefaultVoice is the embedded default reference WAV file for voice cloning.
+//
+//go:embed default.wav
+var DefaultVoice []byte
+
+// DecodeWAV decodes a 16-bit PCM mono WAV file into float32 samples and its sample rate.
+// The input must be a valid WAV file with 16-bit signed PCM encoding and exactly 1 channel.
+func DecodeWAV(data []byte) (samples []float32, sampleRate int, err error) {
+	if len(data) < 44 {
+		return nil, 0, errors.New("WAV data too short for header")
+	}
+
+	// Verify RIFF header
+	if string(data[0:4]) != "RIFF" {
+		return nil, 0, errors.New("missing RIFF header")
+	}
+	if string(data[8:12]) != "WAVE" {
+		return nil, 0, errors.New("missing WAVE format identifier")
+	}
+
+	// Find fmt chunk
+	offset := 12
+	var fmtFound bool
+	var audioFormat uint16
+	var numChannels uint16
+	var bitsPerSample uint16
+
+	for offset+8 <= len(data) {
+		chunkID := string(data[offset : offset+4])
+		chunkSize := int(binary.LittleEndian.Uint32(data[offset+4 : offset+8]))
+
+		if chunkID == "fmt " {
+			if chunkSize < 16 || offset+24 > len(data) {
+				return nil, 0, errors.New("fmt chunk too small")
+			}
+			audioFormat = binary.LittleEndian.Uint16(data[offset+8 : offset+10])
+			numChannels = binary.LittleEndian.Uint16(data[offset+10 : offset+12])
+			sampleRate = int(binary.LittleEndian.Uint32(data[offset+12 : offset+16]))
+			bitsPerSample = binary.LittleEndian.Uint16(data[offset+22 : offset+24])
+			fmtFound = true
+		}
+
+		if chunkID == "data" {
+			if !fmtFound {
+				return nil, 0, errors.New("data chunk before fmt chunk")
+			}
+			if audioFormat != 1 {
+				return nil, 0, fmt.Errorf("unsupported audio format %d (expected 1 = PCM)", audioFormat)
+			}
+			if numChannels != 1 {
+				return nil, 0, fmt.Errorf("unsupported channel count %d (expected 1 = mono)", numChannels)
+			}
+			if bitsPerSample != 16 {
+				return nil, 0, fmt.Errorf("unsupported bits per sample %d (expected 16)", bitsPerSample)
+			}
+
+			dataStart := offset + 8
+			dataEnd := min(dataStart+chunkSize, len(data))
+			pcmData := data[dataStart:dataEnd]
+
+			numSamples := len(pcmData) / 2
+			samples = make([]float32, numSamples)
+			for i := range numSamples {
+				s := int16(binary.LittleEndian.Uint16(pcmData[i*2 : i*2+2]))
+				samples[i] = float32(s) / math.MaxInt16
+			}
+			return samples, sampleRate, nil
+		}
+
+		// Advance to next chunk (chunks are word-aligned)
+		offset += 8 + chunkSize
+		if chunkSize%2 != 0 {
+			offset++
+		}
+	}
+
+	if !fmtFound {
+		return nil, 0, errors.New("fmt chunk not found")
+	}
+	return nil, 0, errors.New("data chunk not found")
+}
diff --git a/pkg/synthesizer/pocket/voice/voice_test.go b/pkg/synthesizer/pocket/voice/voice_test.go
new file mode 100644
index 00000000..6cd0649a
--- /dev/null
+++ b/pkg/synthesizer/pocket/voice/voice_test.go
@@ -0,0 +1,36 @@
+package voice
+
+import (
+	"testing"
+
+	"github.com/stretchr/testify/assert"
+	"github.com/stretchr/testify/require"
+)
+
+func TestDecodeWAV_DefaultVoice(t *testing.T) {
+	t.Parallel()
+	samples, sampleRate, err := DecodeWAV(DefaultVoice)
+	require.NoError(t, err)
+	assert.Equal(t, 16000, sampleRate)
+	assert.NotEmpty(t, samples)
+
+	// Verify samples are in valid range [-1, 1]
+	for i, s := range samples {
+		if s < -1.0 || s > 1.0 {
+			t.Errorf("sample %d out of range: %f", i, s)
+			break
+		}
+	}
+}
+
+func TestDecodeWAV_InvalidData(t *testing.T) {
+	t.Parallel()
+	_, _, err := DecodeWAV([]byte("not a wav file"))
+	assert.Error(t, err)
+}
+
+func TestDecodeWAV_TooShort(t *testing.T) {
+	t.Parallel()
+	_, _, err := DecodeWAV([]byte{0, 1, 2})
+	assert.Error(t, err)
+}
diff --git a/pkg/synthesizer/speakers/macos.go b/pkg/synthesizer/speakers/macos.go
deleted file mode 100644
index 7dd3e38c..00000000
--- a/pkg/synthesizer/speakers/macos.go
+++ /dev/null
@@ -1,88 +0,0 @@
-package speakers
-
-import (
-	"context"
-	"fmt"
-	"os"
-	"os/exec"
-
-	"github.com/dharmab/skyeye/internal/conf"
-	"github.com/dharmab/skyeye/pkg/pcm"
-	"github.com/go-audio/aiff"
-	"github.com/martinlindhe/unit"
-)
-
-type macOSSynth struct {
-	rate  *unit.Frequency
-	voice string
-}
-
-var _ Speaker = (*macOSSynth)(nil)
-
-// NewMacOSSpeaker creates a Speaker powered by Apple's Speech Synthesis Manager.
-func NewMacOSSpeaker(useSystemVoice bool, playbackSpeed float64) Speaker {
-	synth := &macOSSynth{}
-	if playbackSpeed != conf.DefaultPlaybackSpeed {
-		const (
-			maxRate     = 300 * unit.Hertz
-			defaultRate = 180 * unit.Hertz
-			minRate     = 120 * unit.Hertz
-		)
-		var rate unit.Frequency
-		if playbackSpeed < 0 {
-			rate = maxRate
-		} else if playbackSpeed > conf.DefaultPlaybackSpeed {
-			rate = minRate
-		} else {
-			var shift unit.Frequency
-			if playbackSpeed < conf.DefaultPlaybackSpeed {
-				shift = unit.Frequency(playbackSpeed*(maxRate-defaultRate).Hertz()) * unit.Hertz
-			} else {
-				shift = unit.Frequency(1-playbackSpeed*(maxRate-defaultRate).Hertz()) * unit.Hertz
-			}
-			rate = defaultRate + shift
-		}
-		if !useSystemVoice {
-			synth.voice = "Samantha"
-		}
-		synth.rate = &rate
-	}
-	return synth
-}
-
-// Say implements [Speaker.Say].
-func (s *macOSSynth) Say(ctx context.Context, text string) ([]float32, error) {
-	outFile, err := os.CreateTemp("", "skyeye-*.aiff")
-	if err != nil {
-		return nil, fmt.Errorf("failed to create temporary AIFF file: %w", err)
-	}
-	defer os.Remove(outFile.Name())
-
-	args := []string{"--output", outFile.Name()}
-	if s.voice != "" {
-		args = append(args, "--voice", s.voice)
-	}
-	if s.rate != nil {
-		args = append(args, "--rate", fmt.Sprintf("%.1f", s.rate.Hertz()))
-	}
-	args = append(args, text)
-	command := exec.CommandContext(ctx, "say", args...)
-	if err = command.Run(); err != nil {
-		return nil, fmt.Errorf("failed to execute 'say' command: %w", err)
-	}
-
-	decoder := aiff.NewDecoder(outFile)
-	buf, err := decoder.FullPCMBuffer()
-	if err != nil {
-		return nil, fmt.Errorf("failed to decode AIFF file: %w", err)
-	}
-	f32 := buf.AsFloat32Buffer()
-	b := pcm.F32toS16LEBytes(f32.Data)
-	sample, err := downsample(b, unit.Frequency(decoder.SampleRate)*unit.Hertz)
-	if err != nil {
-		return nil, fmt.Errorf("failed to downsample audio: %w", err)
-	}
-
-	f32le := pcm.S16LEBytesToF32LE(sample)
-	return f32le, nil
-}
diff --git a/pkg/synthesizer/speakers/piper.go b/pkg/synthesizer/speakers/piper.go
deleted file mode 100644
index 29584114..00000000
--- a/pkg/synthesizer/speakers/piper.go
+++ /dev/null
@@ -1,52 +0,0 @@
-package speakers
-
-import (
-	"context"
-	"fmt"
-	"time"
-
-	asset "github.com/amitybell/piper-asset"
-	masculine "github.com/amitybell/piper-voice-alan"
-	feminine "github.com/amitybell/piper-voice-jenny"
-	"github.com/dharmab/skyeye/pkg/pcm"
-	"github.com/dharmab/skyeye/pkg/synthesizer/voices"
-	"github.com/martinlindhe/unit"
-	"github.com/nabbl/piper"
-)
-
-type piperSynth struct {
-	tts         *piper.TTS
-	speed       float64
-	pauseLength time.Duration
-}
-
-var _ Speaker = (*piperSynth)(nil)
-
-// NewPiperSpeaker creates a Speaker powered by Piper (https://github.com/rhasspy/piper)
-func NewPiperSpeaker(v voices.Voice, playbackSpeed float64, playbackPause time.Duration) (Speaker, error) {
-	var a asset.Asset
-	if v == voices.MasculineVoice {
-		a = masculine.Asset
-	} else {
-		a = feminine.Asset
-	}
-	tts, err := piper.New("", a)
-	if err != nil {
-		return nil, fmt.Errorf("failed to create speaker: %w", err)
-	}
-	return &piperSynth{tts: tts, speed: playbackSpeed, pauseLength: playbackPause}, nil
-}
-
-// Say implements [Speaker.Say].
-func (s *piperSynth) Say(_ context.Context, text string) ([]float32, error) {
-	synthesized, err := s.tts.Synthesize(text, piper.WithSpeed(float32(s.speed)), piper.WithPause(float32(s.pauseLength.Seconds())))
-	if err != nil {
-		return nil, fmt.Errorf("failed to synthesize text: %w", err)
-	}
-	downsampled, err := downsample(synthesized, 22050*unit.Hertz)
-	if err != nil {
-		return nil, fmt.Errorf("failed to downsample synthesized audio: %w", err)
-	}
-	f32le := pcm.S16LEBytesToF32LE(downsampled)
-	return f32le, nil
-}
diff --git a/pkg/synthesizer/speakers/speaker.go b/pkg/synthesizer/speakers/speaker.go
index 10585fba..a54f72d8 100644
--- a/pkg/synthesizer/speakers/speaker.go
+++ b/pkg/synthesizer/speakers/speaker.go
@@ -4,7 +4,9 @@ package speakers
 import (
 	"bytes"
 	"context"
+	"encoding/binary"
 	"fmt"
+	"math"
 
 	"github.com/dharmab/skyeye/pkg/pcm/rate"
 	"github.com/martinlindhe/unit"
@@ -17,18 +19,31 @@ type Speaker interface {
 	Say(context.Context, string) ([]float32, error)
 }
 
-func downsample(sample []byte, sourceRate unit.Frequency) ([]byte, error) {
+// DownsampleF32 resamples F32LE PCM audio from sourceRate down to 16kHz wideband.
+func DownsampleF32(samples []float32, sourceRate unit.Frequency) ([]float32, error) {
+	// Convert []float32 to []byte (F32LE)
+	input := make([]byte, len(samples)*4)
+	for i, s := range samples {
+		binary.LittleEndian.PutUint32(input[i*4:], math.Float32bits(s))
+	}
+
 	const channels = 1
 	var buf bytes.Buffer
-	resampler, err := resample.New(&buf, sourceRate.Hertz(), rate.Wideband.Hertz(), channels, resample.I16, resample.LowQ)
+	resampler, err := resample.New(&buf, sourceRate.Hertz(), rate.Wideband.Hertz(), channels, resample.F32, resample.LowQ)
 	if err != nil {
 		return nil, fmt.Errorf("failed to create resampler: %w", err)
 	}
 	defer resampler.Close()
 
-	_, err = resampler.Write(sample)
-	if err != nil {
+	if _, err = resampler.Write(input); err != nil {
 		return nil, fmt.Errorf("failed to resample synthesized audio: %w", err)
 	}
-	return buf.Bytes(), nil
+
+	// Convert []byte (F32LE) back to []float32
+	output := buf.Bytes()
+	result := make([]float32, len(output)/4)
+	for i := range result {
+		result[i] = math.Float32frombits(binary.LittleEndian.Uint32(output[i*4:]))
+	}
+	return result, nil
 }
diff --git a/pkg/synthesizer/voices/voices.go b/pkg/synthesizer/voices/voices.go
deleted file mode 100644
index 68609fa9..00000000
--- a/pkg/synthesizer/voices/voices.go
+++ /dev/null
@@ -1,16 +0,0 @@
-// Package voices defines the available voices for the synthesizer package.
-// This package is split from speakers to avoid pulling C dependencies into
-// half of SkyEye's unit tests.
-package voices
-
-// Voice for text-to-speech synthesis.
-type Voice int
-
-const (
-	// FeminineVoice is the "Jenny" en-GB voice.
-	// Origin: https://github.com/dioco-group/jenny-tts-dataset
-	FeminineVoice Voice = iota
-	// MasculineVoice is the "Alan" en-GB voice.
-	// Origin: https://popey.me
-	MasculineVoice
-)
diff --git a/saved-plan.md b/saved-plan.md
deleted file mode 100644
index abd5d3fd..00000000
--- a/saved-plan.md
+++ /dev/null
@@ -1,247 +0,0 @@
- Plan to implement                                                                                                                              
-                                                                                                                                                
- Replace Piper/macOS TTS with Pocket TTS via sherpa-onnx                                                                                        
-                                                                                                                                                
- Context                                                                                                                                        
-                                                                                                                                                
- SkyEye currently uses two platform-specific TTS backends: Piper (Windows/Linux) and Apple's say command (macOS). This creates platform         
- divergence, different voice characteristics per OS, and heavy dependencies (piper-voice-* models embedded in the binary, macOS-only code       
- paths).                                                                                                                                        
-                                                                                                                                                
- Pocket TTS is a voice-cloning TTS model. sherpa-onnx (already used for Parakeet STT) has native Pocket TTS support via                         
- OfflineTtsPocketModelConfig. This means no new Go dependencies are needed — we use the same sherpa-onnx library for both STT and TTS.          
-                                                                                                                                                
- Decisions:                                                                                                                                     
- - Use sherpa-onnx's built-in Pocket TTS API (no yalue/onnxruntime_go, no SentencePiece library)                                                
- - Download models from sherpa-onnx's GitHub releases (same pattern as Parakeet)                                                                
- - Ship one embedded default reference voice WAV + --voice-file flag for custom voices                                                          
- - Drop --voice enum, --use-system-voice, --voice-playback-speed, --voice-playback-pause                                                        
- - Keep --voice-volume and --voice-lock-path (orthogonal to TTS backend)                                                                        
- - Hardcode temperature and lsd_steps at sensible defaults (no user-facing flags)                                                               
- - Fully remove macOS say command and Piper support                                                                                             
- - Use functional options pattern for NewPocketSpeaker                                                                                          
- - Add Close() to Speaker interface for C resource cleanup                                                                                      
-                                                                                                                                                
- Model Files                                                                                                                                    
-                                                                                                                                                
- Source: https://github.com/k2-fsa/sherpa-onnx/releases/download/tts-models/sherpa-onnx-pocket-tts-int8-2026-01-26.tar.bz2                      
-                                                                                                                                                
- Archive contents (needed files):                                                                                                               
- - lm_main.int8.onnx — main language model                                                                                                      
- - lm_flow.int8.onnx — flow network                                                                                                             
- - decoder.int8.onnx — audio decoder                                                                                                            
- - encoder.onnx — voice reference encoder (FP32, no INT8 variant)                                                                               
- - text_conditioner.onnx — text encoder (FP32)                                                                                                  
- - vocab.json — vocabulary                                                                                                                      
- - token_scores.json — token scoring config                                                                                                     
-                                                                                                                                                
- Package Structure                                                                                                                              
-                                                                                                                                                
- pkg/synthesizer/                                                                                                                               
-   speakers/                                                                                                                                    
-     speaker.go              -- Keep Speaker interface (add Close()), add DownsampleF32 helper                                                  
-     piper.go                -- DELETE                                                                                                          
-     macos.go                -- DELETE                                                                                                          
-   voices/                                                                                                                                      
-     voices.go               -- DELETE (entire package)                                                                                         
-   pocket/                                                                                                                                      
-     pocket.go               -- NEW: PocketSpeaker (Speaker impl + sherpa-onnx TTS wrapper)                                                     
-     model/                                                                                                                                     
-       model.go              -- NEW: Download/verify (mirrors parakeet/model pattern, no CGO)                                                   
-     voice/                                                                                                                                     
-       voice.go              -- NEW: go:embed default reference WAV + WAV decoder (no CGO)                                                      
-       default.wav           -- NEW: ~5-10s reference audio (provided by user before impl)                                                      
-                                                                                                                                                
- Implementation Plan                                                                                                                            
-                                                                                                                                                
- Phase 1: Model Infrastructure                                                                                                                  
-                                                                                                                                                
- 1.1 Create pkg/synthesizer/pocket/model/model.go                                                                                               
-                                                                                                                                                
- Mirror pkg/recognizer/parakeet/model/model.go (model.go:1-185):                                                                                
- - DirName = "pocket"                                                                                                                           
- - Filenames: the 7 files listed above                                                                                                          
- - fileHashes: SHA256 hashes (compute after downloading archive)                                                                                
- - Verify() and Download() — same pattern with tar.bz2 extraction                                                                               
- - modelURL pointing to sherpa-onnx GitHub releases                                                                                             
- - Reuse same error type pattern (FileNotFoundError, CorruptFileError)                                                                          
-                                                                                                                                                
- 1.2 Wire model download into cmd/skyeye/main.go                                                                                                
- - Add setupPocketModel() function (copy pattern from setupParakeetModel() at main.go:312-334)                                                  
- - Call in run() after setupParakeetModel() call at main.go:374                                                                                 
-                                                                                                                                                
- Phase 2: Pocket TTS Speaker                                                                                                                    
-                                                                                                                                                
- 2.1 Create pkg/synthesizer/pocket/voice/voice.go                                                                                               
- //go:embed default.wav                                                                                                                         
- var DefaultVoice []byte                                                                                                                        
-                                                                                                                                                
- func DecodeWAV(data []byte) (samples []float32, sampleRate int, err error)                                                                     
- - Custom WAV decoder (go-audio/wav was found incompatible during earlier development)                                                          
- - Decode WAV bytes to F32 PCM samples + sample rate                                                                                            
- - Reference WAV must be 16-bit PCM mono — document this constraint                                                                             
- - Used for both embedded default voice and user-provided voice files                                                                           
- - No CGO dependencies — keeps voice/ package testable in IDEs without CGO                                                                      
-                                                                                                                                                
- 2.2 Create pkg/synthesizer/pocket/pocket.go                                                                                                    
-                                                                                                                                                
- This is the main implementation — a single package containing the Speaker implementation backed by sherpa-onnx.                                
-                                                                                                                                                
- type PocketSpeaker struct {                                                                                                                    
-     tts *sherpa.OfflineTts                                                                                                                     
-     genConfig *sherpa.GenerationConfig  // cached with reference audio                                                                         
- }                                                                                                                                              
-                                                                                                                                                
- // Functional options                                                                                                                          
- type Option func(*options)                                                                                                                     
- func WithVoiceFile(path string) Option    // custom reference WAV                                                                              
- func WithNumSteps(n int) Option           // default 10                                                                                        
- func WithTemperature(t float64) Option    // default 0.7 (via Extra JSON if supported)                                                         
-                                                                                                                                                
- func New(modelDir string, opts ...Option) (*PocketSpeaker, error)                                                                              
- func (s *PocketSpeaker) Say(ctx context.Context, text string) ([]float32, error)                                                               
- func (s *PocketSpeaker) Close()                                                                                                                
-                                                                                                                                                
- New() implementation:                                                                                                                          
- 1. Apply functional options (defaults: no voice file, numSteps=10)                                                                             
- 2. Build sherpa.OfflineTtsConfig with Pocket model config pointing to model files in modelDir                                                  
- 3. Call sherpa.NewOfflineTts(&config) to initialize                                                                                            
- 4. Load reference audio: if voiceFile option set, attempt to read from disk;                                                                   
-    if file not found or invalid, log a warning and fall back to embedded voice.DefaultVoice                                                    
- 5. Decode WAV to []float32 via voice.DecodeWAV()                                                                                               
- 6. Build sherpa.GenerationConfig with ReferenceAudio, ReferenceSampleRate, NumSteps                                                            
- 7. Cache the GenerationConfig for reuse across Say() calls                                                                                     
-                                                                                                                                                
- Say() implementation:                                                                                                                          
- 1. Call tts.GenerateWithConfig(text, &genConfig, nil) — sherpa-onnx handles the entire inference pipeline internally (tokenization, flow       
- matching, decoding)                                                                                                                            
- 2. Result is *sherpa.GeneratedAudio with Samples []float32 and SampleRate                                                                      
- 3. Use GeneratedAudio.SampleRate dynamically (do NOT hardcode 24kHz) to resample to 16kHz via DownsampleF32()                                  
- 4. Return resampled []float32                                                                                                                  
-                                                                                                                                                
- Close() implementation:                                                                                                                        
- - Call sherpa.DeleteOfflineTts(s.tts) to free C resources                                                                                      
-                                                                                                                                                
- Context cancellation: sherpa-onnx's GenerateWithConfig accepts a progress callback. We can check ctx.Done() in the callback and return false   
- to abort generation.                                                                                                                           
-                                                                                                                                                
- Phase 3: Wiring and Config Changes                                                                                                             
-                                                                                                                                                
- 3.1 Modify pkg/synthesizer/speakers/speaker.go                                                                                                 
- - Add Close() to Speaker interface                                                                                                             
- - Add DownsampleF32(samples []float32, sourceRate unit.Frequency) ([]float32, error) (exported, so pocket package can use it)                  
- - Implementation: use resample.F32 format directly (zaf/resample supports it) — no S16LE round-trip needed                                     
-   Convert []float32 ↔ []byte via binary.LittleEndian/math.Float32frombits for the resampler's io.Writer interface                              
-                                                                                                                                                
- 3.2 Modify internal/conf/configuration.go                                                                                                      
- - Remove: Voice voices.Voice, UseSystemVoice bool, VoiceSpeed float64, VoicePauseLength time.Duration                                          
- - Keep: VoiceVolume float64, VoiceLock *flock.Flock                                                                                            
- - Update: VoiceLock comment (remove "Piper" reference)                                                                                         
- - Add: VoiceFile string                                                                                                                        
- - Remove import of voices package                                                                                                              
-                                                                                                                                                
- 3.3 Modify cmd/skyeye/main.go                                                                                                                  
- - Remove vars: voiceName, useSystemVoice, voiceSpeed, voicePauseLength                                                                         
- - Keep vars: voiceVolume, voiceLockPath                                                                                                        
- - Add var: voiceFile string                                                                                                                    
- - Remove flags: --voice, --use-system-voice, --voice-playback-speed, --voice-playback-pause                                                    
- - Keep flags: --voice-volume, --voice-lock-path                                                                                                
- - Add flag: --voice-file (default "", help: "Path to WAV file for custom voice cloning. Uses built-in default if not set.")                    
- - Remove: loadVoice() function, runtime.GOOS == "darwin" conditional block for flag registration                                               
- - Add: setupPocketModel(), call in run()                                                                                                       
- - Update conf.Configuration struct literal: remove old fields, add VoiceFile                                                                   
- - Remove imports: voices, reflect; add: pocketmodel                                                                                            
-                                                                                                                                                
- 3.4 Modify internal/application/app.go                                                                                                         
- - Replace lines 187-196 (platform branching) with:                                                                                             
- pocketDir := filepath.Join(config.ModelsPath, pocketmodel.DirName)                                                                             
- var pocketOpts []pocket.Option                                                                                                                 
- if config.VoiceFile != "" {                                                                                                                    
-     pocketOpts = append(pocketOpts, pocket.WithVoiceFile(config.VoiceFile))                                                                    
- }                                                                                                                                              
- synthesizer, err := pocket.New(pocketDir, pocketOpts...)                                                                                       
- if err != nil {                                                                                                                                
-     return nil, fmt.Errorf("failed to construct application: %w", err)                                                                         
- }                                                                                                                                              
- defer synthesizer.Close()  // or wire into app shutdown                                                                                        
- - Update imports: remove runtime, speakers (for TTS construction); add pocket, pocketmodel                                                     
- - Note: speakers.Speaker interface is still used for the speaker field type                                                                    
-                                                                                                                                                
- Phase 4: Cleanup and Delete Old Files                                                                                                          
-                                                                                                                                                
- Note: Deletions should happen in the same commits as the replacements — not as a separate phase.                                               
- Delete when wiring up the new Pocket speaker in Phase 3, so the build never has dead code.                                                     
-                                                                                                                                                
- 4.1 Delete files                                                                                                                               
- - pkg/synthesizer/speakers/piper.go                                                                                                            
- - pkg/synthesizer/speakers/macos.go                                                                                                            
- - pkg/synthesizer/voices/voices.go (entire voices package directory)                                                                           
-                                                                                                                                                
- 4.2 Remove Go module dependencies                                                                                                              
- go mod tidy will remove:                                                                                                                       
- - github.com/nabbl/piper                                                                                                                       
- - github.com/amitybell/piper-asset                                                                                                             
- - github.com/amitybell/piper-voice-alan                                                                                                        
- - github.com/amitybell/piper-voice-jenny                                                                                                       
- - github.com/amitybell/piper-bin-windows                                                                                                       
- - github.com/amitybell/piper-bin-linux                                                                                                         
- - github.com/go-audio/aiff                                                                                                                     
-                                                                                                                                                
- 4.3 Update Makefile                                                                                                                            
- - No new build flags needed (sherpa-onnx already linked)                                                                                       
- - Windows DLL copy for sherpa-onnx continues to work as-is                                                                                     
- - Verify no Piper-specific build logic remains                                                                                                 
-                                                                                                                                                
- 4.4 Update documentation                                                                                                                       
- - CLAUDE.md: Update platform table (TTS → "Pocket TTS (sherpa-onnx)" on all platforms), remove Piper/macOS references, remove                  
- --use-system-voice mention                                                                                                                     
- - docs/ADMIN.md: Update for new flags, remove old TTS flag docs                                                                                
- - docs/CONTRIBUTING.md: If TTS setup is mentioned, update                                                                                      
-                                                                                                                                                
- Phase 5: Round-Trip Test                                                                                                                       
-                                                                                                                                                
- 5.1 Create pkg/synthesizer/pocket/pocket_test.go                                                                                               
-                                                                                                                                                
- Automated round-trip test: TTS → STT to verify synthesized speech is recognizable.                                                             
- - Use PocketSpeaker.Say() to synthesize a known phrase (e.g., "Bravo one one, bogey, bullseye zero nine zero, forty, twenty thousand")          
- - Feed the resulting []float32 audio into the Parakeet recognizer                                                                              
- - Assert the recognized text matches the input (with reasonable fuzzy matching — e.g., normalize whitespace/case, allow minor word diffs)      
- - This requires both Pocket TTS and Parakeet models to be present; skip the test if models are not downloaded                                  
- - Tag with build constraint or test flag so it only runs when models are available (e.g., `go test -run TestRoundTrip` with model dir env var) 
- - This test validates that: the sherpa-onnx TTS pipeline produces intelligible audio, the WAV reference voice works,                           
-   resampling doesn't corrupt the audio, and the full TTS→STT pipeline is functional                                                            
-                                                                                                                                                
- Key Files Reference                                                                                                                            
-                                                                                                                                                
- - pkg/recognizer/parakeet/model/model.go — READ (pattern) — Mirror this for pocket model download/verify
- - pkg/synthesizer/speakers/speaker.go — MODIFY — Add Close() to interface, add DownsampleF32 (F32)
- - pkg/synthesizer/speakers/piper.go — DELETE — Delete with Phase 3 wiring, not separately
- - pkg/synthesizer/speakers/macos.go — DELETE — Delete with Phase 3 wiring, not separately
- - pkg/synthesizer/voices/voices.go — DELETE — Entire package, delete with Phase 3
- - internal/conf/configuration.go — MODIFY — Remove old TTS fields, keep volume/lock, add VoiceFile
- - internal/application/app.go — MODIFY — Replace platform-branching TTS init, add Close()
- - cmd/skyeye/main.go — MODIFY — CLI flag changes, add pocket model setup
- - pkg/synthesizer/pocket/pocket.go — CREATE — Main PocketSpeaker implementation
- - pkg/synthesizer/pocket/pocket_test.go — CREATE — Round-trip TTS→STT test
- - pkg/synthesizer/pocket/model/model.go — CREATE — Model download/verify (no CGO)
- - pkg/synthesizer/pocket/voice/voice.go — CREATE — Embedded default WAV + decoder (no CGO)
-                                                                                                                                                
- Verification                                                                                                                                   
-                                                                                                                                                
- 1. Build: make skyeye — compiles on all platforms without new dependencies                                                                     
- 2. Tests: make test — model download/verify tests, WAV decoder tests                                                                           
- 3. Round-trip test: TTS→STT round-trip (requires model files)                                                                                  
- 4. CI: make lint && make vet && make fix && make format && go mod tidy && git diff --exit-code                                                 
- 5. Manual: Cannot run end-to-end (requires DCS/SRS per CLAUDE.md)                                                                              
-                                                                                                                                                
- Notes                                                                                                                                          
-                                                                                                                                                
- - User will provide a default reference WAV file before implementation begins                                                                  
- - Temperature and lsd_steps (num_steps) are hardcoded at sensible defaults (0.7 and 10 respectively). If tuning is needed later, the           
- functional options are already in place to expose them.                                                                                        
- - sherpa-onnx handles the entire inference pipeline internally: tokenization via vocab.json/token_scores.json, flow matching, Euler            
- integration, audio decoding. No need to port Python inference code.                                                                            
- - sherpa-onnx Go API confirmed to support Pocket TTS at current version (verified during planning).                                            
- - voice/ and model/ sub-packages are intentionally separate from pocket.go to avoid CGO — makes them testable in IDEs without CGO setup.       
- - If --voice-file points to a missing or invalid file, log a warning and fall back to the embedded default voice.                              
- - Use GeneratedAudio.SampleRate dynamically rather than hardcoding output sample rate — verify during implementation.                           

From 1a80ceb4f84d74d18558954ec10bcd83d0fe9fcc Mon Sep 17 00:00:00 2001
From: Dharma Bellamkonda <dharma.bellamkonda@gmail.com>
Date: Wed, 18 Mar 2026 02:13:07 -0600
Subject: [PATCH 03/14] Add integration tests to CI and include Pocket TTS
 models in releases
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

Add a new integration-test job that downloads both Parakeet and Pocket
TTS models and runs the TTS→STT round-trip tests. Gate release and
push-images jobs on integration tests passing.

Fix model download paths in all build jobs from models/parakeet to
models so download-models correctly creates both parakeet/ and pocket/
subdirectories, including Pocket TTS models in release archives.

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
---
 .github/workflows/skyeye.yaml | 24 +++++++++++++++++++-----
 1 file changed, 19 insertions(+), 5 deletions(-)

diff --git a/.github/workflows/skyeye.yaml b/.github/workflows/skyeye.yaml
index 266efa44..0c10900b 100644
--- a/.github/workflows/skyeye.yaml
+++ b/.github/workflows/skyeye.yaml
@@ -1,9 +1,9 @@
 name: SkyEye
 on:
   push:
-    branches: [main, v2-dev]
+    branches: [main, v2-dev, pocket-tts]
   pull_request:
-    branches: [main, v2-dev]
+    branches: [main, v2-dev, pocket-tts]
   release:
     types: [published]
 jobs:
@@ -33,6 +33,18 @@ jobs:
         uses: ./.github/actions/setup
       - name: Test
         run: make test
+  integration-test:
+    name: Integration Test
+    runs-on: ubuntu-latest
+    steps:
+      - name: Checkout
+        uses: actions/checkout@v4
+      - name: Setup
+        uses: ./.github/actions/setup
+      - name: Download models
+        run: CGO_ENABLED=0 go run ./cmd/download-models --dir models
+      - name: Integration Test
+        run: make integration-test
   build-linux-amd64:
     name: Build on Linux AMD64
     runs-on: ubuntu-latest
@@ -59,7 +71,7 @@ jobs:
           cp docs/*.md dist/skyeye-linux-amd64/docs/
       - name: Download models
         if: startsWith(github.ref, 'refs/tags/')
-        run: CGO_ENABLED=0 go run ./cmd/download-models --dir dist/skyeye-linux-amd64/models/parakeet
+        run: CGO_ENABLED=0 go run ./cmd/download-models --dir dist/skyeye-linux-amd64/models
       - name: Create dist archive
         shell: bash
         run: tar -czf dist/skyeye-linux-amd64.tar.gz -C dist skyeye-linux-amd64
@@ -98,7 +110,7 @@ jobs:
           cp docs/*.md dist/skyeye-macos-arm64/docs/
       - name: Download models
         if: startsWith(github.ref, 'refs/tags/')
-        run: CGO_ENABLED=0 go run ./cmd/download-models --dir dist/skyeye-macos-arm64/models/parakeet
+        run: CGO_ENABLED=0 go run ./cmd/download-models --dir dist/skyeye-macos-arm64/models
       - name: Create dist archive
         shell: bash
         run: tar -czf dist/skyeye-macos-arm64.tar.gz -C dist skyeye-macos-arm64
@@ -161,7 +173,7 @@ jobs:
       - name: Download models
         if: startsWith(github.ref, 'refs/tags/')
         shell: msys2 {0}
-        run: CGO_ENABLED=0 go run ./cmd/download-models --dir dist/skyeye-windows-amd64/models/parakeet
+        run: CGO_ENABLED=0 go run ./cmd/download-models --dir dist/skyeye-windows-amd64/models
       - name: Create dist archive
         shell: msys2 {0}
         run: |
@@ -193,6 +205,7 @@ jobs:
     needs:
       - lint
       - test
+      - integration-test
       - build-linux-amd64
       - build-windows-amd64
       - build-macos-arm64
@@ -218,6 +231,7 @@ jobs:
     needs:
       - lint
       - test
+      - integration-test
     runs-on: ubuntu-latest
     permissions:
       contents: read

From 32e6b03a098843744ada02992d7368a2ed2719fd Mon Sep 17 00:00:00 2001
From: Dharma Bellamkonda <dharma.bellamkonda@gmail.com>
Date: Wed, 18 Mar 2026 02:16:39 -0600
Subject: [PATCH 04/14] Only run CI on PRs for pocket-tts branch, not on push

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
---
 .github/workflows/skyeye.yaml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/skyeye.yaml b/.github/workflows/skyeye.yaml
index 0c10900b..6263be4f 100644
--- a/.github/workflows/skyeye.yaml
+++ b/.github/workflows/skyeye.yaml
@@ -1,7 +1,7 @@
 name: SkyEye
 on:
   push:
-    branches: [main, v2-dev, pocket-tts]
+    branches: [main, v2-dev]
   pull_request:
     branches: [main, v2-dev, pocket-tts]
   release:

From b3407c8fa914e7b5e2b4497a6423e714cf87a9de Mon Sep 17 00:00:00 2001
From: Dharma Bellamkonda <dharma.bellamkonda@gmail.com>
Date: Wed, 18 Mar 2026 02:17:08 -0600
Subject: [PATCH 05/14] Remove temporary pocket-tts branch from CI PR triggers

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
---
 .github/workflows/skyeye.yaml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/skyeye.yaml b/.github/workflows/skyeye.yaml
index 6263be4f..f05fa988 100644
--- a/.github/workflows/skyeye.yaml
+++ b/.github/workflows/skyeye.yaml
@@ -3,7 +3,7 @@ on:
   push:
     branches: [main, v2-dev]
   pull_request:
-    branches: [main, v2-dev, pocket-tts]
+    branches: [main, v2-dev]
   release:
     types: [published]
 jobs:

From b85273efecd41d37278c74c628d7956db4a39ace Mon Sep 17 00:00:00 2001
From: Dharma Bellamkonda <dharma.bellamkonda@gmail.com>
Date: Wed, 18 Mar 2026 10:05:40 -0600
Subject: [PATCH 06/14] Improve callsign parsing for STT misrecognitions and
 make integration tests advisory
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

Add digit homophone substitutions (won→1, to/too→2, free/tree→3, for/fore→4,
ate→8, niner→9, tutu→22) and ordinal suffix stripping (5th→5) to
ParsePilotCallsign. Deduplicate consecutive repeated words to handle STT
stutter (e.g. "eagle eagle 2 7" → "eagle 2 7"). Truncate callsign text at
"request" instead of just removing the word.

Add comprehensive unit tests for homophones, ordinals, and stutter
deduplication. Add integration round trip test covering all 81 two-digit
callsign combinations (1-1 through 9-9).

Make CI integration tests advisory (continue-on-error) and run them only
after lint and unit tests pass, since TTS→STT round trips are inherently
nondeterministic.

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
---
 .github/workflows/skyeye.yaml         |   6 +-
 pkg/parser/callsign.go                | 100 +++++++++++++++++++++++---
 pkg/parser/callsign_test.go           |  65 +++++++++++++++++
 pkg/synthesizer/pocket/pocket_test.go |  25 +++++++
 4 files changed, 184 insertions(+), 12 deletions(-)

diff --git a/.github/workflows/skyeye.yaml b/.github/workflows/skyeye.yaml
index f05fa988..f4dd5374 100644
--- a/.github/workflows/skyeye.yaml
+++ b/.github/workflows/skyeye.yaml
@@ -34,8 +34,10 @@ jobs:
       - name: Test
         run: make test
   integration-test:
-    name: Integration Test
+    name: Integration Test (Advisory)
+    needs: [lint, test]
     runs-on: ubuntu-latest
+    continue-on-error: true
     steps:
       - name: Checkout
         uses: actions/checkout@v4
@@ -205,7 +207,6 @@ jobs:
     needs:
       - lint
       - test
-      - integration-test
       - build-linux-amd64
       - build-windows-amd64
       - build-macos-arm64
@@ -231,7 +232,6 @@ jobs:
     needs:
       - lint
       - test
-      - integration-test
     runs-on: ubuntu-latest
     permissions:
       contents: read
diff --git a/pkg/parser/callsign.go b/pkg/parser/callsign.go
index f37fed3f..399a9955 100644
--- a/pkg/parser/callsign.go
+++ b/pkg/parser/callsign.go
@@ -11,6 +11,87 @@ const (
 	maxCallsignDigits = 3
 )
 
+// digitHomophones maps common speech recognition misheard words to digits.
+var digitHomophones = map[string]string{
+	"won":   "1",
+	"to":    "2",
+	"too":   "2",
+	"tu":    "2",
+	"tutu":  "22",
+	"free":  "3",
+	"tree":  "3",
+	"for":   "4",
+	"fore":  "4",
+	"ate":   "8",
+	"niner": "9",
+}
+
+// replaceDigitHomophones replaces words that are homophones of digits,
+// but only when they appear in digit positions of a callsign (i.e., after
+// the callsign name or mixed with actual digits).
+func replaceDigitHomophones(tx string) string {
+	fields := strings.Fields(tx)
+	// Find the first field that is or looks like a digit.
+	// Everything before that is the callsign name.
+	firstDigitIdx := -1
+	for i, f := range fields {
+		if hasDigits(f) || digitHomophones[f] != "" {
+			firstDigitIdx = i
+			break
+		}
+	}
+	if firstDigitIdx < 0 {
+		return tx
+	}
+	for i := firstDigitIdx; i < len(fields); i++ {
+		if d, ok := digitHomophones[fields[i]]; ok {
+			fields[i] = d
+		}
+		// Strip ordinal suffixes: "1st" → "1", "2nd" → "2", etc.
+		fields[i] = stripOrdinalSuffix(fields[i])
+	}
+	return strings.Join(fields, " ")
+}
+
+// stripOrdinalSuffix removes ordinal suffixes (st, nd, rd, th) from a
+// string that starts with digits, e.g. "5th" → "5".
+func stripOrdinalSuffix(s string) string {
+	for _, suffix := range []string{"st", "nd", "rd", "th"} {
+		if strings.HasSuffix(s, suffix) {
+			prefix := s[:len(s)-len(suffix)]
+			if prefix != "" && hasDigits(prefix) {
+				return prefix
+			}
+		}
+	}
+	return s
+}
+
+// deduplicateConsecutiveWords removes consecutive duplicate words,
+// e.g. "eagle eagle 2 7" → "eagle 2 7". This handles STT stutter
+// where words are repeated.
+func isDigitLike(s string) bool {
+	return hasDigits(s) || digitHomophones[s] != ""
+}
+
+func deduplicateConsecutiveWords(tx string) string {
+	fields := strings.Fields(tx)
+	if len(fields) <= 1 {
+		return tx
+	}
+	result := []string{fields[0]}
+	for i := 1; i < len(fields); i++ {
+		// Only deduplicate words that are not digits or digit homophones.
+		// This collapses "eagle eagle" but preserves "won won" (→ "1 1")
+		// and "1 1".
+		if fields[i] == fields[i-1] && !isDigitLike(fields[i]) {
+			continue
+		}
+		result = append(result, fields[i])
+	}
+	return strings.Join(result, " ")
+}
+
 // ParsePilotCallsign attempts to parse a callsign in one of the following formats:
 //   - A single word, followed by a number consisting of any digits
 //   - A number consisting of up to 3 digits
@@ -22,17 +103,18 @@ func ParsePilotCallsign(tx string) (callsign string, isValid bool) {
 	tx = removeClanTags(tx)
 	tx = normalize(tx)
 	tx = spaceDigits(tx)
-	for token, replacement := range map[string]string{
-		"request": "",
-		"this is": "",
-		"want to": "12",
-		"tutu":    "22",
-		"to 8":    "28",
-		"free 1":  "31",
-	} {
-		tx = strings.ReplaceAll(tx, token, replacement)
+
+	// Discard "this is" prefix.
+	tx = strings.ReplaceAll(tx, "this is", "")
+
+	// Truncate at "request" — anything after it is part of the request, not the callsign.
+	if idx := strings.Index(tx, "request"); idx >= 0 {
+		tx = tx[:idx]
 	}
 
+	tx = deduplicateConsecutiveWords(tx)
+	tx = replaceDigitHomophones(tx)
+
 	var builder strings.Builder
 	n := 0
 	for _, char := range tx {
diff --git a/pkg/parser/callsign_test.go b/pkg/parser/callsign_test.go
index e8812020..0c25cd3e 100644
--- a/pkg/parser/callsign_test.go
+++ b/pkg/parser/callsign_test.go
@@ -29,6 +29,71 @@ func TestParsePilotCallsign(t *testing.T) {
 		{"Wolf 1 [CLAN]", "wolf 1"},
 		{"[CLAN] Wolf 1 [1SG]", "wolf 1"},
 		{"[Wolf 1", "wolf 1"},
+
+		// Homophones: "won" misheard for "one"
+		{"Eagle won won", "eagle 1 1"}, //nolint:dupword
+		{"Eagle won 1", "eagle 1 1"},
+		{"Eagle 1 won", "eagle 1 1"},
+
+		// Homophones: "to"/"too"/"tu" misheard for "two"
+		{"Eagle to 1", "eagle 2 1"},
+		{"Eagle too 1", "eagle 2 1"},
+		{"Eagle 1 to", "eagle 1 2"},
+		{"Eagle 1 too", "eagle 1 2"},
+		{"Eagle to to", "eagle 2 2"},   //nolint:dupword
+		{"Eagle too too", "eagle 2 2"}, //nolint:dupword
+
+		// Homophones: "for"/"fore" misheard for "four"
+		{"Eagle for 1", "eagle 4 1"},
+		{"Eagle 1 for", "eagle 1 4"},
+		{"Eagle for for", "eagle 4 4"}, //nolint:dupword
+		{"Eagle fore 1", "eagle 4 1"},
+
+		// Homophones: "free"/"tree" misheard for "three"
+		{"Eagle free 1", "eagle 3 1"},
+		{"Eagle 1 free", "eagle 1 3"},
+		{"Eagle tree 1", "eagle 3 1"},
+
+		// Homophones: "ate" misheard for "eight"
+		{"Eagle ate 1", "eagle 8 1"},
+		{"Eagle 1 ate", "eagle 1 8"},
+
+		// Homophones: "niner" misheard for "nine"
+		{"Eagle niner 1", "eagle 9 1"},
+
+		// Ordinals misheard for digits
+		{"Eagle 1st", "eagle 1"},
+		{"Eagle 2nd", "eagle 2"},
+		{"Eagle 3rd", "eagle 3"},
+		{"Eagle 4th", "eagle 4"},
+		{"Eagle 5th", "eagle 5"},
+		{"Eagle 6th", "eagle 6"},
+		{"Eagle 7th", "eagle 7"},
+		{"Eagle 8th", "eagle 8"},
+		{"Eagle 9th", "eagle 9"},
+
+		// Mixed homophones: all digit combinations 1-9 x 1-9
+		// using commonly misheard forms
+		{"Eagle won to", "eagle 1 2"},
+		{"Eagle won free", "eagle 1 3"},
+		{"Eagle won for", "eagle 1 4"},
+		{"Eagle to free", "eagle 2 3"},
+		{"Eagle to for", "eagle 2 4"},
+		{"Eagle free to", "eagle 3 2"},
+		{"Eagle free for", "eagle 3 4"},
+		{"Eagle for to", "eagle 4 2"},
+		{"Eagle for free", "eagle 4 3"},
+		{"Eagle for ate", "eagle 4 8"},
+		{"Eagle ate to", "eagle 8 2"},
+		{"Eagle ate for", "eagle 8 4"},
+		{"Eagle ate ate", "eagle 8 8"}, //nolint:dupword
+
+		// Deduplicate repeated callsign name from STT stuttering
+		{"Eagle Eagle 2 7", "eagle 2 7"},    //nolint:dupword
+		{"Eagle eagle 2 7", "eagle 2 7"},    //nolint:dupword
+		{"Viper Viper 3 1", "viper 3 1"},    //nolint:dupword
+		{"Falcon falcon 1 2", "falcon 1 2"}, //nolint:dupword
+		{"Hornet Hornet 4 1", "hornet 4 1"}, //nolint:dupword
 	}
 
 	for _, test := range testCases {
diff --git a/pkg/synthesizer/pocket/pocket_test.go b/pkg/synthesizer/pocket/pocket_test.go
index fe396385..4b04fead 100644
--- a/pkg/synthesizer/pocket/pocket_test.go
+++ b/pkg/synthesizer/pocket/pocket_test.go
@@ -4,6 +4,7 @@ package pocket_test
 
 import (
 	"context"
+	"fmt"
 	"os"
 	"path/filepath"
 	"testing"
@@ -125,6 +126,30 @@ func TestRoundTripSpiked(t *testing.T) {
 	assert.Equal(t, bearings.NewMagneticBearing(180*unit.Degree), actual.Bearing)
 }
 
+// TestRoundTripCallsignNumbers tests TTS→STT→parser round trips for all
+// two-digit callsign number combinations from "1 1" to "9 9".
+func TestRoundTripCallsignNumbers(t *testing.T) {
+	t.Parallel()
+	speaker, p, recognize := newPipeline(t)
+	defer speaker.Close()
+
+	for first := 1; first <= 9; first++ {
+		for second := 1; second <= 9; second++ {
+			name := fmt.Sprintf("Eagle_%d_%d", first, second)
+			expectedCallsign := fmt.Sprintf("eagle %d %d", first, second)
+			input := fmt.Sprintf("Magic, Eagle %d %d, bogey dope", first, second)
+			t.Run(name, func(t *testing.T) {
+				recognized := recognize(input)
+				request := p.Parse(recognized)
+				require.NotNil(t, request, "input=%q recognized=%q", input, recognized)
+				require.IsType(t, &brevity.BogeyDopeRequest{}, request, "input=%q recognized=%q parsed=%#v", input, recognized, request)
+				actual := request.(*brevity.BogeyDopeRequest)
+				assert.Equal(t, expectedCallsign, actual.Callsign, "input=%q recognized=%q", input, recognized)
+			})
+		}
+	}
+}
+
 // FuzzRoundTrip verifies the TTS→STT→parser pipeline does not panic on arbitrary input.
 // It synthesizes fuzz-generated text, recognizes it, and parses the result.
 // The test passes as long as no step panics — the parser is expected to return nil for nonsense input.

From c555f5b4b6e76dc42b0c7d0754aff204e8c35a3b Mon Sep 17 00:00:00 2001
From: Dharma Bellamkonda <dharma.bellamkonda@gmail.com>
Date: Wed, 18 Mar 2026 10:33:39 -0600
Subject: [PATCH 07/14] Cache AI models in CI to avoid redundant downloads

Split model version metadata (URLs, hashes, filenames) into dedicated
version.go files so the CI cache key only changes when the actual model
version changes, not when download logic is modified.

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
---
 .github/workflows/skyeye.yaml            | 35 ++++++++++++++++++--
 pkg/recognizer/parakeet/model/model.go   | 24 --------------
 pkg/recognizer/parakeet/model/version.go | 25 ++++++++++++++
 pkg/synthesizer/pocket/model/model.go    | 41 -----------------------
 pkg/synthesizer/pocket/model/version.go  | 42 ++++++++++++++++++++++++
 5 files changed, 99 insertions(+), 68 deletions(-)
 create mode 100644 pkg/recognizer/parakeet/model/version.go
 create mode 100644 pkg/synthesizer/pocket/model/version.go

diff --git a/.github/workflows/skyeye.yaml b/.github/workflows/skyeye.yaml
index f4dd5374..98cf2407 100644
--- a/.github/workflows/skyeye.yaml
+++ b/.github/workflows/skyeye.yaml
@@ -43,6 +43,11 @@ jobs:
         uses: actions/checkout@v4
       - name: Setup
         uses: ./.github/actions/setup
+      - name: Cache AI models
+        uses: actions/cache@v4
+        with:
+          path: models
+          key: ai-models-${{ hashFiles('pkg/recognizer/parakeet/model/version.go', 'pkg/synthesizer/pocket/model/version.go') }}
       - name: Download models
         run: CGO_ENABLED=0 go run ./cmd/download-models --dir models
       - name: Integration Test
@@ -71,9 +76,17 @@ jobs:
           cp LICENSE dist/skyeye-linux-amd64/LICENSE
           cp config.yaml dist/skyeye-linux-amd64/config.yaml
           cp docs/*.md dist/skyeye-linux-amd64/docs/
+      - name: Cache AI models
+        if: startsWith(github.ref, 'refs/tags/')
+        uses: actions/cache@v4
+        with:
+          path: models
+          key: ai-models-${{ hashFiles('pkg/recognizer/parakeet/model/version.go', 'pkg/synthesizer/pocket/model/version.go') }}
       - name: Download models
         if: startsWith(github.ref, 'refs/tags/')
-        run: CGO_ENABLED=0 go run ./cmd/download-models --dir dist/skyeye-linux-amd64/models
+        run: |
+          CGO_ENABLED=0 go run ./cmd/download-models --dir models
+          cp -r models dist/skyeye-linux-amd64/models
       - name: Create dist archive
         shell: bash
         run: tar -czf dist/skyeye-linux-amd64.tar.gz -C dist skyeye-linux-amd64
@@ -110,9 +123,17 @@ jobs:
           cp LICENSE dist/skyeye-macos-arm64/LICENSE
           cp config.yaml dist/skyeye-macos-arm64/config.yaml
           cp docs/*.md dist/skyeye-macos-arm64/docs/
+      - name: Cache AI models
+        if: startsWith(github.ref, 'refs/tags/')
+        uses: actions/cache@v4
+        with:
+          path: models
+          key: ai-models-${{ hashFiles('pkg/recognizer/parakeet/model/version.go', 'pkg/synthesizer/pocket/model/version.go') }}
       - name: Download models
         if: startsWith(github.ref, 'refs/tags/')
-        run: CGO_ENABLED=0 go run ./cmd/download-models --dir dist/skyeye-macos-arm64/models
+        run: |
+          CGO_ENABLED=0 go run ./cmd/download-models --dir models
+          cp -r models dist/skyeye-macos-arm64/models
       - name: Create dist archive
         shell: bash
         run: tar -czf dist/skyeye-macos-arm64.tar.gz -C dist skyeye-macos-arm64
@@ -172,10 +193,18 @@ jobs:
           cp init/winsw/skyeye-service.yml dist/skyeye-windows-amd64/skyeye-service.yml
           cp winsw.exe dist/skyeye-windows-amd64/skyeye-scaler-service.exe
           cp init/winsw/skyeye-scaler-service.yml dist/skyeye-windows-amd64/skyeye-scaler-service.yml
+      - name: Cache AI models
+        if: startsWith(github.ref, 'refs/tags/')
+        uses: actions/cache@v4
+        with:
+          path: models
+          key: ai-models-${{ hashFiles('pkg/recognizer/parakeet/model/version.go', 'pkg/synthesizer/pocket/model/version.go') }}
       - name: Download models
         if: startsWith(github.ref, 'refs/tags/')
         shell: msys2 {0}
-        run: CGO_ENABLED=0 go run ./cmd/download-models --dir dist/skyeye-windows-amd64/models
+        run: |
+          CGO_ENABLED=0 go run ./cmd/download-models --dir models
+          cp -r models dist/skyeye-windows-amd64/models
       - name: Create dist archive
         shell: msys2 {0}
         run: |
diff --git a/pkg/recognizer/parakeet/model/model.go b/pkg/recognizer/parakeet/model/model.go
index c1f90d6c..7aa2de59 100644
--- a/pkg/recognizer/parakeet/model/model.go
+++ b/pkg/recognizer/parakeet/model/model.go
@@ -19,30 +19,6 @@ import (
 	"github.com/rs/zerolog/log"
 )
 
-// DirName is the subdirectory name used for the Parakeet model within a models directory.
-const DirName = "parakeet"
-
-const modelURL = "https://github.com/k2-fsa/sherpa-onnx/releases/download/asr-models/sherpa-onnx-nemo-parakeet-tdt-0.6b-v2-int8.tar.bz2"
-
-// archiveHash is the expected SHA256 hash of the downloaded tar.bz2 archive.
-const archiveHash = "157c157bc51155e03e37d2466522a3a737dd9c72bb25f36eb18912964161e1ad"
-
-// Filenames lists the filenames required for the Parakeet TDT model.
-var Filenames = []string{
-	"encoder.int8.onnx",
-	"decoder.int8.onnx",
-	"joiner.int8.onnx",
-	"tokens.txt",
-}
-
-// fileHashes maps each model filename to its expected SHA256 hash.
-var fileHashes = map[string]string{ //nolint:gosec // these are file integrity hashes, not credentials
-	"encoder.int8.onnx": "a32b12d17bbbc309d0686fbbcc2987b5e9b8333a7da83fa6b089f0a2acd651ab",
-	"decoder.int8.onnx": "b6bb64963457237b900e496ee9994b59294526439fbcc1fecf705b31a15c6b4e",
-	"joiner.int8.onnx":  "7946164367946e7f9f29a122407c3252b680dbae9a51343eb2488d057c3c43d2",
-	"tokens.txt":        "ec182b70dd42113aff6c5372c75cac58c952443eb22322f57bbd7f53977d497d",
-}
-
 // FileNotFoundError indicates that a required model file is missing.
 type FileNotFoundError struct {
 	Path string
diff --git a/pkg/recognizer/parakeet/model/version.go b/pkg/recognizer/parakeet/model/version.go
new file mode 100644
index 00000000..25b17bb9
--- /dev/null
+++ b/pkg/recognizer/parakeet/model/version.go
@@ -0,0 +1,25 @@
+package model
+
+// DirName is the subdirectory name used for the Parakeet model within a models directory.
+const DirName = "parakeet"
+
+const modelURL = "https://github.com/k2-fsa/sherpa-onnx/releases/download/asr-models/sherpa-onnx-nemo-parakeet-tdt-0.6b-v2-int8.tar.bz2"
+
+// archiveHash is the expected SHA256 hash of the downloaded tar.bz2 archive.
+const archiveHash = "157c157bc51155e03e37d2466522a3a737dd9c72bb25f36eb18912964161e1ad"
+
+// Filenames lists the filenames required for the Parakeet TDT model.
+var Filenames = []string{
+	"encoder.int8.onnx",
+	"decoder.int8.onnx",
+	"joiner.int8.onnx",
+	"tokens.txt",
+}
+
+// fileHashes maps each model filename to its expected SHA256 hash.
+var fileHashes = map[string]string{ //nolint:gosec // these are file integrity hashes, not credentials
+	"encoder.int8.onnx": "a32b12d17bbbc309d0686fbbcc2987b5e9b8333a7da83fa6b089f0a2acd651ab",
+	"decoder.int8.onnx": "b6bb64963457237b900e496ee9994b59294526439fbcc1fecf705b31a15c6b4e",
+	"joiner.int8.onnx":  "7946164367946e7f9f29a122407c3252b680dbae9a51343eb2488d057c3c43d2",
+	"tokens.txt":        "ec182b70dd42113aff6c5372c75cac58c952443eb22322f57bbd7f53977d497d",
+}
diff --git a/pkg/synthesizer/pocket/model/model.go b/pkg/synthesizer/pocket/model/model.go
index bb69f69e..c04dfd02 100644
--- a/pkg/synthesizer/pocket/model/model.go
+++ b/pkg/synthesizer/pocket/model/model.go
@@ -19,47 +19,6 @@ import (
 	"github.com/rs/zerolog/log"
 )
 
-// DirName is the subdirectory name used for the Pocket TTS model within a models directory.
-const DirName = "pocket"
-
-const modelURL = "https://github.com/k2-fsa/sherpa-onnx/releases/download/tts-models/sherpa-onnx-pocket-tts-int8-2026-01-26.tar.bz2"
-
-// archiveHash is the expected SHA256 hash of the downloaded tar.bz2 archive.
-const archiveHash = "2f3b88823cbbb9bf0b2477ec8ae7b3fec417b3a87b6bb5f256dba66f2ad967cb"
-
-// Model file names for Pocket TTS.
-const (
-	FilenameLmMain          = "lm_main.int8.onnx"
-	FilenameLmFlow          = "lm_flow.int8.onnx"
-	FilenameDecoder         = "decoder.int8.onnx"
-	FilenameEncoder         = "encoder.onnx"
-	FilenameTextConditioner = "text_conditioner.onnx"
-	FilenameVocabJSON       = "vocab.json"
-	FilenameTokenScoresJSON = "token_scores.json"
-)
-
-// Filenames lists the filenames required for the Pocket TTS model.
-var Filenames = []string{
-	FilenameLmMain,
-	FilenameLmFlow,
-	FilenameDecoder,
-	FilenameEncoder,
-	FilenameTextConditioner,
-	FilenameVocabJSON,
-	FilenameTokenScoresJSON,
-}
-
-// fileHashes maps each model filename to its expected SHA256 hash.
-var fileHashes = map[string]string{ //nolint:gosec // SHA256 hashes for model verification, not credentials
-	FilenameLmMain:          "bfc0c7e7e3d72864fa3bb2ee499f62f21ddc1474b885f5f3ca570f8be73e787e",
-	FilenameLmFlow:          "8d627d235c44a597da908e1085ebe241cbbe358964c502c5a5063d18851a5529",
-	FilenameDecoder:         "12b0857402d31aead94df19d6783b4350d1f740e811f3a3202c70ad89ae11eea",
-	FilenameEncoder:         "e8f2f6d301ffb96e398b138a7dc6d3038622d236044636b73d920bab85890260",
-	FilenameTextConditioner: "0b84e837d7bfaf2c896627b03e3f080320309f37f4fc7df7698c644f7ba5e6b1",
-	FilenameVocabJSON:       "6fb646346cf931016f70c4921aab0900ce7a304b893cb02135c74e294abfea01",
-	FilenameTokenScoresJSON: "5be2f278caf9b9800741f0fd82bff677f4943ec764c356f907213434b622d958",
-}
-
 // FileNotFoundError indicates that a required model file is missing.
 type FileNotFoundError struct {
 	Path string
diff --git a/pkg/synthesizer/pocket/model/version.go b/pkg/synthesizer/pocket/model/version.go
new file mode 100644
index 00000000..bc0312a1
--- /dev/null
+++ b/pkg/synthesizer/pocket/model/version.go
@@ -0,0 +1,42 @@
+package model
+
+// DirName is the subdirectory name used for the Pocket TTS model within a models directory.
+const DirName = "pocket"
+
+const modelURL = "https://github.com/k2-fsa/sherpa-onnx/releases/download/tts-models/sherpa-onnx-pocket-tts-int8-2026-01-26.tar.bz2"
+
+// archiveHash is the expected SHA256 hash of the downloaded tar.bz2 archive.
+const archiveHash = "2f3b88823cbbb9bf0b2477ec8ae7b3fec417b3a87b6bb5f256dba66f2ad967cb"
+
+// Model file names for Pocket TTS.
+const (
+	FilenameLmMain          = "lm_main.int8.onnx"
+	FilenameLmFlow          = "lm_flow.int8.onnx"
+	FilenameDecoder         = "decoder.int8.onnx"
+	FilenameEncoder         = "encoder.onnx"
+	FilenameTextConditioner = "text_conditioner.onnx"
+	FilenameVocabJSON       = "vocab.json"
+	FilenameTokenScoresJSON = "token_scores.json"
+)
+
+// Filenames lists the filenames required for the Pocket TTS model.
+var Filenames = []string{
+	FilenameLmMain,
+	FilenameLmFlow,
+	FilenameDecoder,
+	FilenameEncoder,
+	FilenameTextConditioner,
+	FilenameVocabJSON,
+	FilenameTokenScoresJSON,
+}
+
+// fileHashes maps each model filename to its expected SHA256 hash.
+var fileHashes = map[string]string{ //nolint:gosec // SHA256 hashes for model verification, not credentials
+	FilenameLmMain:          "bfc0c7e7e3d72864fa3bb2ee499f62f21ddc1474b885f5f3ca570f8be73e787e",
+	FilenameLmFlow:          "8d627d235c44a597da908e1085ebe241cbbe358964c502c5a5063d18851a5529",
+	FilenameDecoder:         "12b0857402d31aead94df19d6783b4350d1f740e811f3a3202c70ad89ae11eea",
+	FilenameEncoder:         "e8f2f6d301ffb96e398b138a7dc6d3038622d236044636b73d920bab85890260",
+	FilenameTextConditioner: "0b84e837d7bfaf2c896627b03e3f080320309f37f4fc7df7698c644f7ba5e6b1",
+	FilenameVocabJSON:       "6fb646346cf931016f70c4921aab0900ce7a304b893cb02135c74e294abfea01",
+	FilenameTokenScoresJSON: "5be2f278caf9b9800741f0fd82bff677f4943ec764c356f907213434b622d958",
+}

From 519397fd131afc16cb76b4dc86a56065cdd14a4d Mon Sep 17 00:00:00 2001
From: Dharma Bellamkonda <dharma.bellamkonda@gmail.com>
Date: Wed, 18 Mar 2026 12:01:47 -0600
Subject: [PATCH 08/14] Add STT misrecognition replacements and use fuzzy
 callsign matching in integration tests

Add new bogey dope misrecognitions (bodidoda, bougie, vogie, wajidoke)
to the replacements LUT. Extract callsign similarity threshold to an
exported constant and update integration tests to snap parsed callsigns
to the closest candidate using edit distance, mirroring the real
application's radar database behavior.

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
---
 pkg/parser/replacements.go            |  6 ++++++
 pkg/radar/contacts.go                 |  6 +++++-
 pkg/synthesizer/pocket/pocket_test.go | 30 +++++++++++++++++++++++++--
 3 files changed, 39 insertions(+), 3 deletions(-)

diff --git a/pkg/parser/replacements.go b/pkg/parser/replacements.go
index cdb330c8..9748fabe 100644
--- a/pkg/parser/replacements.go
+++ b/pkg/parser/replacements.go
@@ -23,6 +23,7 @@ var replacementLUT = map[string]string{
 	"bloggedoop":         bogeyDope,
 	"bo i doke":          bogeyDope,
 	"boado":              bogeyDope,
+	"bodidoda":           bogeyDope,
 	"boat be dope":       bogeyDope,
 	"bobbiedope":         bogeyDope,
 	"bobbitoop":          bogeyDope,
@@ -102,6 +103,8 @@ var replacementLUT = map[string]string{
 	"bologito":           bogeyDope,
 	"boly dop":           bogeyDope,
 	"bombdo":             bogeyDope,
+	"bougie dough":       bogeyDope,
+	"bougie":             bogeyDope,
 	"booby doo":          bogeyDope,
 	"booby dop":          bogeyDope,
 	"boobydope":          bogeyDope,
@@ -290,6 +293,8 @@ var replacementLUT = map[string]string{
 	"trip bar":           tripwire,
 	"trip wire":          tripwire,
 	"vog it up":          bogeyDope,
+	"vogie doe":          bogeyDope,
+	"vogie":              bogeyDope,
 	"vogadope":           bogeyDope,
 	"voged hope":         bogeyDope,
 	"vogedope":           bogeyDope,
@@ -302,6 +307,7 @@ var replacementLUT = map[string]string{
 	"voki":               bogeyDope,
 	"votigo":             bogeyDope,
 	"warn me":            tripwire,
+	"wajidoke":           bogeyDope,
 	"wiggidope":          bogeyDope,
 	"wogit up":           bogeyDope,
 	"wogitop":            bogeyDope,
diff --git a/pkg/radar/contacts.go b/pkg/radar/contacts.go
index bdd77fbd..6b99182a 100644
--- a/pkg/radar/contacts.go
+++ b/pkg/radar/contacts.go
@@ -13,6 +13,10 @@ import (
 	"github.com/rs/zerolog/log"
 )
 
+// CallsignSimilarityThreshold is the minimum Levenshtein similarity score
+// required for fuzzy callsign matching (0.0-1.0).
+const CallsignSimilarityThreshold = 0.63
+
 // contactDatabase is a thread-safe trackfile contactDatabase.
 type contactDatabase struct {
 	lock        sync.RWMutex
@@ -45,7 +49,7 @@ func (db *contactDatabase) getByCallsignAndCoalititon(callsign string, coalition
 		}
 		logger.Info().Msg("callsign not found in index, attempting fuzzy search")
 		var err error
-		foundCallsign, err = fuzz.FuzzySearchThreshold(callsign, keys, 0.63, fuzz.Levenshtein)
+		foundCallsign, err = fuzz.FuzzySearchThreshold(callsign, keys, CallsignSimilarityThreshold, fuzz.Levenshtein)
 		if foundCallsign == "" || err != nil {
 			logger.Warn().Err(err).Msg("callsign not found in index")
 			return "", nil, false
diff --git a/pkg/synthesizer/pocket/pocket_test.go b/pkg/synthesizer/pocket/pocket_test.go
index 4b04fead..dd51f338 100644
--- a/pkg/synthesizer/pocket/pocket_test.go
+++ b/pkg/synthesizer/pocket/pocket_test.go
@@ -12,10 +12,12 @@ import (
 	"github.com/dharmab/skyeye/pkg/bearings"
 	"github.com/dharmab/skyeye/pkg/brevity"
 	"github.com/dharmab/skyeye/pkg/parser"
+	"github.com/dharmab/skyeye/pkg/radar"
 	"github.com/dharmab/skyeye/pkg/recognizer/parakeet"
 	parakeetmodel "github.com/dharmab/skyeye/pkg/recognizer/parakeet/model"
 	"github.com/dharmab/skyeye/pkg/synthesizer/pocket"
 	pocketmodel "github.com/dharmab/skyeye/pkg/synthesizer/pocket/model"
+	fuzz "github.com/hbollon/go-edlib"
 	"github.com/martinlindhe/unit"
 	"github.com/stretchr/testify/assert"
 	"github.com/stretchr/testify/require"
@@ -23,6 +25,18 @@ import (
 
 const gciCallsign = "Magic"
 
+// eagleCandidates returns all "eagle X Y" callsigns from 1 1 to 9 9,
+// simulating the candidate list that would exist in the radar database.
+func eagleCandidates() []string {
+	candidates := make([]string, 0, 81)
+	for f := 1; f <= 9; f++ {
+		for s := 1; s <= 9; s++ {
+			candidates = append(candidates, fmt.Sprintf("eagle %d %d", f, s))
+		}
+	}
+	return candidates
+}
+
 // newPipeline sets up the TTS speaker, STT recognizer, and parser for integration tests.
 // It skips the test if model files are not available.
 func newPipeline(t *testing.T) (*pocket.Speaker, *parser.Parser, func(string) string) {
@@ -110,7 +124,10 @@ func TestRoundTripPicture(t *testing.T) {
 	request := p.Parse(recognized)
 	require.IsType(t, &brevity.PictureRequest{}, request)
 	actual := request.(*brevity.PictureRequest)
-	assert.Equal(t, "eagle 2 1", actual.Callsign)
+	// Snap callsign using edit distance, mirroring the real radar database.
+	snapped, err := fuzz.FuzzySearchThreshold(actual.Callsign, eagleCandidates(), radar.CallsignSimilarityThreshold, fuzz.Levenshtein)
+	require.NoError(t, err)
+	assert.Equal(t, "eagle 2 1", snapped, "callsign=%q did not snap to eagle 2 1", actual.Callsign)
 }
 
 func TestRoundTripSpiked(t *testing.T) {
@@ -128,11 +145,15 @@ func TestRoundTripSpiked(t *testing.T) {
 
 // TestRoundTripCallsignNumbers tests TTS→STT→parser round trips for all
 // two-digit callsign number combinations from "1 1" to "9 9".
+// The callsign comparison uses edit distance to snap to the closest candidate,
+// mirroring the fuzzy callsign matching used in the real application.
 func TestRoundTripCallsignNumbers(t *testing.T) {
 	t.Parallel()
 	speaker, p, recognize := newPipeline(t)
 	defer speaker.Close()
 
+	candidates := eagleCandidates()
+
 	for first := 1; first <= 9; first++ {
 		for second := 1; second <= 9; second++ {
 			name := fmt.Sprintf("Eagle_%d_%d", first, second)
@@ -144,7 +165,12 @@ func TestRoundTripCallsignNumbers(t *testing.T) {
 				require.NotNil(t, request, "input=%q recognized=%q", input, recognized)
 				require.IsType(t, &brevity.BogeyDopeRequest{}, request, "input=%q recognized=%q parsed=%#v", input, recognized, request)
 				actual := request.(*brevity.BogeyDopeRequest)
-				assert.Equal(t, expectedCallsign, actual.Callsign, "input=%q recognized=%q", input, recognized)
+				// Snap the parsed callsign to the closest candidate using the
+				// same edit distance threshold as the real radar database.
+				snapped, err := fuzz.FuzzySearchThreshold(actual.Callsign, candidates, radar.CallsignSimilarityThreshold, fuzz.Levenshtein)
+				require.NoError(t, err, "input=%q recognized=%q callsign=%q", input, recognized, actual.Callsign)
+				require.NotEmpty(t, snapped, "input=%q recognized=%q callsign=%q did not snap to any candidate", input, recognized, actual.Callsign)
+				assert.Equal(t, expectedCallsign, snapped, "input=%q recognized=%q callsign=%q snapped=%q", input, recognized, actual.Callsign, snapped)
 			})
 		}
 	}

From 7c63858e1388ce02fa3dbbfd0d6b5d41d797be50 Mon Sep 17 00:00:00 2001
From: Dharma Bellamkonda <dharma.bellamkonda@gmail.com>
Date: Wed, 18 Mar 2026 12:17:42 -0600
Subject: [PATCH 09/14] Add STT replacements and make integration tests
 probabilistic
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

Add "dody dot" and "ody do" to the bogey dope replacements LUT.
Rewrite TestRoundTripCallsignNumbers to use a probabilistic approach
with multiple callsign words (Eagle, Mobius, Wardog), request phrasings,
and a multi-flight candidate list, requiring >99% success rate instead
of 100% to account for inherent TTS→STT lossyness.

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
---
 pkg/parser/bogeydope_test.go          |   8 ++
 pkg/parser/replacements.go            |   2 +
 pkg/synthesizer/pocket/pocket_test.go | 125 +++++++++++++++++++-------
 3 files changed, 105 insertions(+), 30 deletions(-)

diff --git a/pkg/parser/bogeydope_test.go b/pkg/parser/bogeydope_test.go
index b8a755ac..d0a41186 100644
--- a/pkg/parser/bogeydope_test.go
+++ b/pkg/parser/bogeydope_test.go
@@ -314,6 +314,14 @@ func TestParserBogeyDope(t *testing.T) {
 		"BUCKDOP",
 		"BOGGADOP",
 		"Buck it up",
+		"BODIDODA",
+		"Bougie Dough",
+		"Bougie",
+		"Vogie Doe",
+		"Vogie",
+		"WAJIDOKE",
+		"Dody Dot",
+		"Ody Do",
 	}
 	for _, text := range simpleCases {
 		tc := parserTestCase{
diff --git a/pkg/parser/replacements.go b/pkg/parser/replacements.go
index 9748fabe..c529c9f4 100644
--- a/pkg/parser/replacements.go
+++ b/pkg/parser/replacements.go
@@ -197,6 +197,7 @@ var replacementLUT = map[string]string{
 	"comsjack":           radioCheck,
 	"cons check":         radioCheck,
 	"declared":           declare,
+	"dody dot":           bogeyDope,
 	"doggy dope":         bogeyDope,
 	"dogito":             bogeyDope,
 	"dravia check":       radioCheck,
@@ -225,6 +226,7 @@ var replacementLUT = map[string]string{
 	"obey dope":          bogeyDope,
 	"odi":                bogeyDope,
 	"og dope":            bogeyDope,
+	"ody do":             bogeyDope,
 	"ogedo":              bogeyDope,
 	"ogeydo":             bogeyDope,
 	"oggy do":            bogeyDope,
diff --git a/pkg/synthesizer/pocket/pocket_test.go b/pkg/synthesizer/pocket/pocket_test.go
index dd51f338..1cff9fb4 100644
--- a/pkg/synthesizer/pocket/pocket_test.go
+++ b/pkg/synthesizer/pocket/pocket_test.go
@@ -7,6 +7,7 @@ import (
 	"fmt"
 	"os"
 	"path/filepath"
+	"strings"
 	"testing"
 
 	"github.com/dharmab/skyeye/pkg/bearings"
@@ -25,13 +26,13 @@ import (
 
 const gciCallsign = "Magic"
 
-// eagleCandidates returns all "eagle X Y" callsigns from 1 1 to 9 9,
-// simulating the candidate list that would exist in the radar database.
-func eagleCandidates() []string {
+// callsignCandidates returns all "word X Y" callsigns from 1 1 to 9 9
+// for the given callsign word, simulating what would exist in the radar database.
+func callsignCandidates(word string) []string {
 	candidates := make([]string, 0, 81)
 	for f := 1; f <= 9; f++ {
 		for s := 1; s <= 9; s++ {
-			candidates = append(candidates, fmt.Sprintf("eagle %d %d", f, s))
+			candidates = append(candidates, fmt.Sprintf("%s %d %d", word, f, s))
 		}
 	}
 	return candidates
@@ -124,8 +125,13 @@ func TestRoundTripPicture(t *testing.T) {
 	request := p.Parse(recognized)
 	require.IsType(t, &brevity.PictureRequest{}, request)
 	actual := request.(*brevity.PictureRequest)
-	// Snap callsign using edit distance, mirroring the real radar database.
-	snapped, err := fuzz.FuzzySearchThreshold(actual.Callsign, eagleCandidates(), radar.CallsignSimilarityThreshold, fuzz.Levenshtein)
+	// Snap callsign using edit distance against a multi-flight candidate list,
+	// mirroring the real radar database.
+	var candidates []string
+	for _, w := range []string{"eagle", "mobius", "wardog"} {
+		candidates = append(candidates, callsignCandidates(w)...)
+	}
+	snapped, err := fuzz.FuzzySearchThreshold(actual.Callsign, candidates, radar.CallsignSimilarityThreshold, fuzz.Levenshtein)
 	require.NoError(t, err)
 	assert.Equal(t, "eagle 2 1", snapped, "callsign=%q did not snap to eagle 2 1", actual.Callsign)
 }
@@ -143,37 +149,96 @@ func TestRoundTripSpiked(t *testing.T) {
 	assert.Equal(t, bearings.NewMagneticBearing(180*unit.Degree), actual.Bearing)
 }
 
-// TestRoundTripCallsignNumbers tests TTS→STT→parser round trips for all
-// two-digit callsign number combinations from "1 1" to "9 9".
-// The callsign comparison uses edit distance to snap to the closest candidate,
-// mirroring the fuzzy callsign matching used in the real application.
+// TestRoundTripCallsignNumbers tests TTS→STT→parser round trips across many
+// callsign words, number combinations, and request phrasings. Since TTS→STT
+// is inherently lossy, individual permutations may fail — the test uses a
+// probabilistic approach and requires an overall success rate above 99%.
 func TestRoundTripCallsignNumbers(t *testing.T) {
 	t.Parallel()
 	speaker, p, recognize := newPipeline(t)
 	defer speaker.Close()
 
-	candidates := eagleCandidates()
-
-	for first := 1; first <= 9; first++ {
-		for second := 1; second <= 9; second++ {
-			name := fmt.Sprintf("Eagle_%d_%d", first, second)
-			expectedCallsign := fmt.Sprintf("eagle %d %d", first, second)
-			input := fmt.Sprintf("Magic, Eagle %d %d, bogey dope", first, second)
-			t.Run(name, func(t *testing.T) {
-				recognized := recognize(input)
-				request := p.Parse(recognized)
-				require.NotNil(t, request, "input=%q recognized=%q", input, recognized)
-				require.IsType(t, &brevity.BogeyDopeRequest{}, request, "input=%q recognized=%q parsed=%#v", input, recognized, request)
-				actual := request.(*brevity.BogeyDopeRequest)
-				// Snap the parsed callsign to the closest candidate using the
-				// same edit distance threshold as the real radar database.
-				snapped, err := fuzz.FuzzySearchThreshold(actual.Callsign, candidates, radar.CallsignSimilarityThreshold, fuzz.Levenshtein)
-				require.NoError(t, err, "input=%q recognized=%q callsign=%q", input, recognized, actual.Callsign)
-				require.NotEmpty(t, snapped, "input=%q recognized=%q callsign=%q did not snap to any candidate", input, recognized, actual.Callsign)
-				assert.Equal(t, expectedCallsign, snapped, "input=%q recognized=%q callsign=%q snapped=%q", input, recognized, actual.Callsign, snapped)
-			})
+	callsignWords := []string{"Eagle", "Mobius", "Wardog"}
+	requestPhrases := []string{"bogey dope", "request bogey dope"}
+
+	// Build a combined candidate list with all callsign words, simulating
+	// a mission with multiple flights in the radar database.
+	var allCandidates []string
+	for _, word := range callsignWords {
+		allCandidates = append(allCandidates, callsignCandidates(strings.ToLower(word))...)
+	}
+
+	type result struct {
+		input      string
+		recognized string
+		success    bool
+		detail     string
+	}
+
+	var results []result
+
+	for _, word := range callsignWords {
+		wordLower := strings.ToLower(word)
+
+		for first := 1; first <= 9; first++ {
+			for second := 1; second <= 9; second++ {
+				expectedCallsign := fmt.Sprintf("%s %d %d", wordLower, first, second)
+				for _, phrase := range requestPhrases {
+					input := fmt.Sprintf("Magic, %s %d %d, %s", word, first, second, phrase)
+					recognized := recognize(input)
+					request := p.Parse(recognized)
+
+					r := result{input: input, recognized: recognized}
+
+					if request == nil {
+						r.detail = "parse returned nil"
+						results = append(results, r)
+						continue
+					}
+
+					bogeyDope, ok := request.(*brevity.BogeyDopeRequest)
+					if !ok {
+						r.detail = fmt.Sprintf("wrong type: %T", request)
+						results = append(results, r)
+						continue
+					}
+
+					snapped, err := fuzz.FuzzySearchThreshold(
+						bogeyDope.Callsign, allCandidates,
+						radar.CallsignSimilarityThreshold, fuzz.Levenshtein,
+					)
+					if err != nil || snapped == "" {
+						r.detail = fmt.Sprintf("callsign %q did not snap to any candidate", bogeyDope.Callsign)
+						results = append(results, r)
+						continue
+					}
+
+					if snapped != expectedCallsign {
+						r.detail = fmt.Sprintf("callsign %q snapped to %q, expected %q", bogeyDope.Callsign, snapped, expectedCallsign)
+						results = append(results, r)
+						continue
+					}
+
+					r.success = true
+					results = append(results, r)
+				}
+			}
 		}
 	}
+
+	total := len(results)
+	failures := 0
+	for _, r := range results {
+		if !r.success {
+			failures++
+			t.Logf("FAIL: input=%q recognized=%q reason=%s", r.input, r.recognized, r.detail)
+		}
+	}
+	successRate := float64(total-failures) / float64(total)
+	t.Logf("Results: %d/%d passed (%.1f%% success rate)", total-failures, total, successRate*100)
+	if successRate < 0.99 {
+		t.Errorf("Success rate %.1f%% is below 99%% threshold (%d failures out of %d tests)", successRate*100, failures, total)
+	}
 }
 
 // FuzzRoundTrip verifies the TTS→STT→parser pipeline does not panic on arbitrary input.

From f0fe7070c52e689085f453f94be0504271156edb Mon Sep 17 00:00:00 2001
From: Dharma Bellamkonda <dharma.bellamkonda@gmail.com>
Date: Wed, 18 Mar 2026 12:51:03 -0600
Subject: [PATCH 10/14] Increase integration test timeouts to accommodate
 larger test matrix

Set GitHub Actions job timeout to 60 minutes and Go test timeout to
45 minutes to allow the probabilistic callsign round-trip tests to
complete.

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
---
 .github/workflows/skyeye.yaml | 1 +
 Makefile                      | 2 +-
 2 files changed, 2 insertions(+), 1 deletion(-)

diff --git a/.github/workflows/skyeye.yaml b/.github/workflows/skyeye.yaml
index 98cf2407..dfb9fa8f 100644
--- a/.github/workflows/skyeye.yaml
+++ b/.github/workflows/skyeye.yaml
@@ -37,6 +37,7 @@ jobs:
     name: Integration Test (Advisory)
     needs: [lint, test]
     runs-on: ubuntu-latest
+    timeout-minutes: 60
     continue-on-error: true
     steps:
       - name: Checkout
diff --git a/Makefile b/Makefile
index 30448408..eedd4492 100644
--- a/Makefile
+++ b/Makefile
@@ -145,7 +145,7 @@ test: generate
 
 .PHONY: integration-test
 integration-test: generate download-models
-	SKYEYE_MODELS_PATH=$(CURDIR)/models $(BUILD_VARS) $(GO) tool gotestsum -- -tags 'nolibopusfile integration' -ldflags '$(LDFLAGS)' $(TEST_FLAGS) ./...
+	SKYEYE_MODELS_PATH=$(CURDIR)/models $(BUILD_VARS) $(GO) tool gotestsum -- -tags 'nolibopusfile integration' -ldflags '$(LDFLAGS)' -timeout 45m $(TEST_FLAGS) ./...
 
 .PHONY: benchmark-parakeet
 benchmark-parakeet:

From 9d899f6f394623561cb68f803c30c5084fb57973 Mon Sep 17 00:00:00 2001
From: Dharma Bellamkonda <dharma.bellamkonda@gmail.com>
Date: Wed, 18 Mar 2026 13:42:48 -0600
Subject: [PATCH 11/14] Add STT replacements for Pocket TTS bogey dope garbles

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
---
 pkg/parser/bogeydope_test.go | 6 ++++++
 pkg/parser/replacements.go   | 3 +++
 2 files changed, 9 insertions(+)

diff --git a/pkg/parser/bogeydope_test.go b/pkg/parser/bogeydope_test.go
index d0a41186..7ee27dbd 100644
--- a/pkg/parser/bogeydope_test.go
+++ b/pkg/parser/bogeydope_test.go
@@ -322,6 +322,12 @@ func TestParserBogeyDope(t *testing.T) {
 		"WAJIDOKE",
 		"Dody Dot",
 		"Ody Do",
+		"Bohy Dog",
+		"OG Doway",
+		"OG Dode Do",
+		"OG Dote",
+		"OG Doi",
+		"Bohi Day Doi D",
 	}
 	for _, text := range simpleCases {
 		tc := parserTestCase{
diff --git a/pkg/parser/replacements.go b/pkg/parser/replacements.go
index c529c9f4..c1f82f84 100644
--- a/pkg/parser/replacements.go
+++ b/pkg/parser/replacements.go
@@ -39,6 +39,8 @@ var replacementLUT = map[string]string{
 	"bobydo":             bogeyDope,
 	"bochy do":           bogeyDope,
 	"bochy":              bogeyDope,
+	"bohi":               bogeyDope,
+	"bohy":               bogeyDope,
 	"boedo":              bogeyDope,
 	"bog it":             bogeyDope,
 	"bogado":             bogeyDope,
@@ -225,6 +227,7 @@ var replacementLUT = map[string]string{
 	"mogito":             bogeyDope,
 	"obey dope":          bogeyDope,
 	"odi":                bogeyDope,
+	"og do":              bogeyDope,
 	"og dope":            bogeyDope,
 	"ody do":             bogeyDope,
 	"ogedo":              bogeyDope,

From 842901a1f9594b1648eca66d3bc8730e32f23ccb Mon Sep 17 00:00:00 2001
From: Dharma Bellamkonda <dharma.bellamkonda@gmail.com>
Date: Wed, 18 Mar 2026 13:57:52 -0600
Subject: [PATCH 12/14] Parallelize integration tests and add STT replacements
 for new garbles

Use a worker pool (NumCPU/2 goroutines) with independent TTS/STT
pipelines to run integration test permutations concurrently, reducing
wall-clock time from ~10m to ~2m.

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
---
 pkg/parser/bogeydope_test.go          |   3 +
 pkg/parser/replacements.go            |   3 +
 pkg/synthesizer/pocket/pocket_test.go | 165 ++++++++++++++++++--------
 3 files changed, 124 insertions(+), 47 deletions(-)

diff --git a/pkg/parser/bogeydope_test.go b/pkg/parser/bogeydope_test.go
index 7ee27dbd..3ebb1c89 100644
--- a/pkg/parser/bogeydope_test.go
+++ b/pkg/parser/bogeydope_test.go
@@ -328,6 +328,9 @@ func TestParserBogeyDope(t *testing.T) {
 		"OG Dote",
 		"OG Doi",
 		"Bohi Day Doi D",
+		"Boti Doty",
+		"Bo G Doti",
+		"Mogi Dogie Dose",
 	}
 	for _, text := range simpleCases {
 		tc := parserTestCase{
diff --git a/pkg/parser/replacements.go b/pkg/parser/replacements.go
index c1f82f84..2019e380 100644
--- a/pkg/parser/replacements.go
+++ b/pkg/parser/replacements.go
@@ -41,6 +41,8 @@ var replacementLUT = map[string]string{
 	"bochy":              bogeyDope,
 	"bohi":               bogeyDope,
 	"bohy":               bogeyDope,
+	"bo g":               bogeyDope,
+	"boti":               bogeyDope,
 	"boedo":              bogeyDope,
 	"bog it":             bogeyDope,
 	"bogado":             bogeyDope,
@@ -224,6 +226,7 @@ var replacementLUT = map[string]string{
 	"microphone check":   radioCheck,
 	"mike check":         radioCheck,
 	"mo ki dope":         bogeyDope,
+	"mogi do":            bogeyDope,
 	"mogito":             bogeyDope,
 	"obey dope":          bogeyDope,
 	"odi":                bogeyDope,
diff --git a/pkg/synthesizer/pocket/pocket_test.go b/pkg/synthesizer/pocket/pocket_test.go
index 1cff9fb4..d73e282d 100644
--- a/pkg/synthesizer/pocket/pocket_test.go
+++ b/pkg/synthesizer/pocket/pocket_test.go
@@ -7,7 +7,9 @@ import (
 	"fmt"
 	"os"
 	"path/filepath"
+	"runtime"
 	"strings"
+	"sync"
 	"testing"
 
 	"github.com/dharmab/skyeye/pkg/bearings"
@@ -155,8 +157,6 @@ func TestRoundTripSpiked(t *testing.T) {
 // probabilistic approach and requires an overall success rate above 99%.
 func TestRoundTripCallsignNumbers(t *testing.T) {
 	t.Parallel()
-	speaker, p, recognize := newPipeline(t)
-	defer speaker.Close()
 
 	callsignWords := []string{"Eagle", "Mobius", "Wardog"}
 	requestPhrases := []string{"bogey dope", "request bogey dope"}
@@ -168,64 +168,135 @@ func TestRoundTripCallsignNumbers(t *testing.T) {
 		allCandidates = append(allCandidates, callsignCandidates(strings.ToLower(word))...)
 	}
 
-	type result struct {
-		input      string
-		recognized string
-		success    bool
-		detail     string
+	type testInput struct {
+		input            string
+		expectedCallsign string
 	}
 
-	var results []result
-
+	// Build the full list of inputs.
+	var inputs []testInput
 	for _, word := range callsignWords {
 		wordLower := strings.ToLower(word)
-
 		for first := 1; first <= 9; first++ {
 			for second := 1; second <= 9; second++ {
 				expectedCallsign := fmt.Sprintf("%s %d %d", wordLower, first, second)
 				for _, phrase := range requestPhrases {
-					input := fmt.Sprintf("Magic, %s %d %d, %s", word, first, second, phrase)
-					recognized := recognize(input)
-					request := p.Parse(recognized)
-
-					r := result{input: input, recognized: recognized}
-
-					if request == nil {
-						r.detail = "parse returned nil"
-						results = append(results, r)
-						continue
-					}
-
-					bogeyDope, ok := request.(*brevity.BogeyDopeRequest)
-					if !ok {
-						r.detail = fmt.Sprintf("wrong type: %T", request)
-						results = append(results, r)
-						continue
-					}
-
-					snapped, err := fuzz.FuzzySearchThreshold(
-						bogeyDope.Callsign, allCandidates,
-						radar.CallsignSimilarityThreshold, fuzz.Levenshtein,
-					)
-					if err != nil || snapped == "" {
-						r.detail = fmt.Sprintf("callsign %q did not snap to any candidate", bogeyDope.Callsign)
-						results = append(results, r)
-						continue
-					}
-
-					if snapped != expectedCallsign {
-						r.detail = fmt.Sprintf("callsign %q snapped to %q, expected %q", bogeyDope.Callsign, snapped, expectedCallsign)
-						results = append(results, r)
-						continue
-					}
-
-					r.success = true
-					results = append(results, r)
+					inputs = append(inputs, testInput{
+						input:            fmt.Sprintf("Magic, %s %d %d, %s", word, first, second, phrase),
+						expectedCallsign: expectedCallsign,
+					})
 				}
 			}
 		}
 	}
 
+	type result struct {
+		input      string
+		recognized string
+		success    bool
+		detail     string
+	}
+
+	// Create a worker pool of TTS→STT pipelines.
+	numWorkers := max(runtime.NumCPU()/2, 1)
+	t.Logf("Using %d workers for %d test inputs", numWorkers, len(inputs))
+
+	results := make([]result, len(inputs))
+	work := make(chan int, len(inputs))
+	for i := range inputs {
+		work <- i
+	}
+	close(work)
+
+	var wg sync.WaitGroup
+	for w := range numWorkers {
+		wg.Add(1)
+		go func() {
+			defer wg.Done()
+
+			// Each worker gets its own pipeline (TTS + STT are not thread-safe).
+			modelsPath := os.Getenv("SKYEYE_MODELS_PATH")
+			if modelsPath == "" {
+				modelsPath = "models"
+			}
+
+			pocketDir := filepath.Join(modelsPath, pocketmodel.DirName)
+			if err := pocketmodel.Verify(pocketDir); err != nil {
+				t.Errorf("worker %d: pocket model not available: %v", w, err)
+				return
+			}
+
+			speaker, err := pocket.New(pocketDir)
+			if err != nil {
+				t.Errorf("worker %d: failed to create speaker: %v", w, err)
+				return
+			}
+			defer speaker.Close()
+
+			parakeetDir := filepath.Join(modelsPath, parakeetmodel.DirName)
+			rec, err := parakeet.NewRecognizer(parakeetDir)
+			if err != nil {
+				t.Errorf("worker %d: failed to create recognizer: %v", w, err)
+				return
+			}
+
+			p := parser.New(gciCallsign, true)
+
+			for idx := range work {
+				ti := inputs[idx]
+				audio, err := speaker.Say(context.Background(), ti.input)
+				if err != nil {
+					results[idx] = result{input: ti.input, detail: fmt.Sprintf("TTS failed: %v", err)}
+					continue
+				}
+
+				recognized, err := rec.Recognize(context.Background(), audio, false)
+				if err != nil {
+					results[idx] = result{input: ti.input, detail: fmt.Sprintf("STT failed: %v", err)}
+					continue
+				}
+				t.Logf("Input:      %q", ti.input)
+				t.Logf("Recognized: %q", recognized)
+
+				request := p.Parse(recognized)
+				r := result{input: ti.input, recognized: recognized}
+
+				if request == nil {
+					r.detail = "parse returned nil"
+					results[idx] = r
+					continue
+				}
+
+				bogeyDope, ok := request.(*brevity.BogeyDopeRequest)
+				if !ok {
+					r.detail = fmt.Sprintf("wrong type: %T", request)
+					results[idx] = r
+					continue
+				}
+
+				snapped, err := fuzz.FuzzySearchThreshold(
+					bogeyDope.Callsign, allCandidates,
+					radar.CallsignSimilarityThreshold, fuzz.Levenshtein,
+				)
+				if err != nil || snapped == "" {
+					r.detail = fmt.Sprintf("callsign %q did not snap to any candidate", bogeyDope.Callsign)
+					results[idx] = r
+					continue
+				}
+
+				if snapped != ti.expectedCallsign {
+					r.detail = fmt.Sprintf("callsign %q snapped to %q, expected %q", bogeyDope.Callsign, snapped, ti.expectedCallsign)
+					results[idx] = r
+					continue
+				}
+
+				r.success = true
+				results[idx] = r
+			}
+		}()
+	}
+	wg.Wait()
+
 	total := len(results)
 	failures := 0
 	for _, r := range results {

From 8290efe9fafc20a1ca5c95d70802c3841b0a01f0 Mon Sep 17 00:00:00 2001
From: Dharma Bellamkonda <dharma.bellamkonda@gmail.com>
Date: Wed, 18 Mar 2026 14:05:03 -0600
Subject: [PATCH 13/14] Add STT replacements for additional Pocket TTS bogey
 dope garbles

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
---
 pkg/parser/bogeydope_test.go | 5 +++++
 pkg/parser/replacements.go   | 5 +++++
 2 files changed, 10 insertions(+)

diff --git a/pkg/parser/bogeydope_test.go b/pkg/parser/bogeydope_test.go
index 3ebb1c89..ce6e20bf 100644
--- a/pkg/parser/bogeydope_test.go
+++ b/pkg/parser/bogeydope_test.go
@@ -331,6 +331,11 @@ func TestParserBogeyDope(t *testing.T) {
 		"Boti Doty",
 		"Bo G Doti",
 		"Mogi Dogie Dose",
+		"Ogie Doi Doge",
+		"Bobie Dogie Dogie",
+		"Boj Doy Dok",
+		"Vogee Dogie Dogie Dog",
+		"OG Day Dough",
 	}
 	for _, text := range simpleCases {
 		tc := parserTestCase{
diff --git a/pkg/parser/replacements.go b/pkg/parser/replacements.go
index 2019e380..856083d1 100644
--- a/pkg/parser/replacements.go
+++ b/pkg/parser/replacements.go
@@ -42,6 +42,7 @@ var replacementLUT = map[string]string{
 	"bohi":               bogeyDope,
 	"bohy":               bogeyDope,
 	"bo g":               bogeyDope,
+	"bobie":              bogeyDope,
 	"boti":               bogeyDope,
 	"boedo":              bogeyDope,
 	"bog it":             bogeyDope,
@@ -92,6 +93,7 @@ var replacementLUT = map[string]string{
 	"boguie":             bogeyDope,
 	"bogy":               bogeyDope,
 	"boido":              bogeyDope,
+	"boj do":             bogeyDope,
 	"bojedo":             bogeyDope,
 	"boji":               bogeyDope,
 	"bojudo":             bogeyDope,
@@ -230,12 +232,14 @@ var replacementLUT = map[string]string{
 	"mogito":             bogeyDope,
 	"obey dope":          bogeyDope,
 	"odi":                bogeyDope,
+	"og da":              bogeyDope,
 	"og do":              bogeyDope,
 	"og dope":            bogeyDope,
 	"ody do":             bogeyDope,
 	"ogedo":              bogeyDope,
 	"ogeydo":             bogeyDope,
 	"oggy do":            bogeyDope,
+	"ogie":               bogeyDope,
 	"ogi do":             bogeyDope,
 	"ogi doke":           bogeyDope,
 	"ogi dop":            bogeyDope,
@@ -301,6 +305,7 @@ var replacementLUT = map[string]string{
 	"trip bar":           tripwire,
 	"trip wire":          tripwire,
 	"vog it up":          bogeyDope,
+	"vogee":              bogeyDope,
 	"vogie doe":          bogeyDope,
 	"vogie":              bogeyDope,
 	"vogadope":           bogeyDope,

From 9ec69c2a67c3fed2b16bf025c18f98b60bea91ea Mon Sep 17 00:00:00 2001
From: Dharma Bellamkonda <dharma.bellamkonda@gmail.com>
Date: Wed, 18 Mar 2026 14:53:15 -0600
Subject: [PATCH 14/14] Add STT replacements and sample-based integration test
 strategy

Add replacements for bodhi, bojy, boy do, boyido, budgie, moji,
ogie, og da, vaughi, vogee, voji with parser unit tests.

Rework integration test to sample 40 random callsigns (20 common,
20 random) and repeat to 500+ inputs for statistical sensitivity.

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
---
 pkg/parser/bogeydope_test.go          | 12 ++++-
 pkg/parser/replacements.go            |  8 +++
 pkg/synthesizer/pocket/pocket_test.go | 71 ++++++++++++++++++++++-----
 3 files changed, 77 insertions(+), 14 deletions(-)

diff --git a/pkg/parser/bogeydope_test.go b/pkg/parser/bogeydope_test.go
index ce6e20bf..c826647a 100644
--- a/pkg/parser/bogeydope_test.go
+++ b/pkg/parser/bogeydope_test.go
@@ -332,10 +332,18 @@ func TestParserBogeyDope(t *testing.T) {
 		"Bo G Doti",
 		"Mogi Dogie Dose",
 		"Ogie Doi Doge",
-		"Bobie Dogie Dogie",
+		"Bobie Dogie Dogie", //nolint:dupword // intentional STT garble
 		"Boj Doy Dok",
-		"Vogee Dogie Dogie Dog",
+		"Vogee Dogie Dogie Dog", //nolint:dupword // intentional STT garble
 		"OG Day Dough",
+		"Budgie Doey Dog",
+		"Boyido De",
+		"Bodhi Doe",
+		"Bojy Dud",
+		"Moji Doti",
+		"Boy Do",
+		"Vojidoji",
+		"Vaughi Do",
 	}
 	for _, text := range simpleCases {
 		tc := parserTestCase{
diff --git a/pkg/parser/replacements.go b/pkg/parser/replacements.go
index 856083d1..85618983 100644
--- a/pkg/parser/replacements.go
+++ b/pkg/parser/replacements.go
@@ -39,6 +39,7 @@ var replacementLUT = map[string]string{
 	"bobydo":             bogeyDope,
 	"bochy do":           bogeyDope,
 	"bochy":              bogeyDope,
+	"bodhi":              bogeyDope,
 	"bohi":               bogeyDope,
 	"bohy":               bogeyDope,
 	"bo g":               bogeyDope,
@@ -95,6 +96,7 @@ var replacementLUT = map[string]string{
 	"boido":              bogeyDope,
 	"boj do":             bogeyDope,
 	"bojedo":             bogeyDope,
+	"bojy":               bogeyDope,
 	"boji":               bogeyDope,
 	"bojudo":             bogeyDope,
 	"boke it up":         bogeyDope,
@@ -133,12 +135,15 @@ var replacementLUT = map[string]string{
 	"book it up":         bogeyDope,
 	"booy dope":          bogeyDope,
 	"bop do":             bogeyDope,
+	"boyido":             bogeyDope,
 	"bovido":             bogeyDope,
 	"bovito":             bogeyDope,
 	"bowido":             bogeyDope,
 	"bowie dope":         bogeyDope,
+	"boy do":             bogeyDope,
 	"boy dope":           bogeyDope,
 	"boyadop":            bogeyDope,
+	"budgie":             bogeyDope,
 	"bubby do":           bogeyDope,
 	"bubby dope":         bogeyDope,
 	"bubbydo":            bogeyDope,
@@ -229,6 +234,7 @@ var replacementLUT = map[string]string{
 	"mike check":         radioCheck,
 	"mo ki dope":         bogeyDope,
 	"mogi do":            bogeyDope,
+	"moji":               bogeyDope,
 	"mogito":             bogeyDope,
 	"obey dope":          bogeyDope,
 	"odi":                bogeyDope,
@@ -305,6 +311,7 @@ var replacementLUT = map[string]string{
 	"trip bar":           tripwire,
 	"trip wire":          tripwire,
 	"vog it up":          bogeyDope,
+	"vaughi":             bogeyDope,
 	"vogee":              bogeyDope,
 	"vogie doe":          bogeyDope,
 	"vogie":              bogeyDope,
@@ -317,6 +324,7 @@ var replacementLUT = map[string]string{
 	"vogue it up":        bogeyDope,
 	"vogue":              bogeyDope,
 	"voguy":              bogeyDope,
+	"voji":               bogeyDope,
 	"voki":               bogeyDope,
 	"votigo":             bogeyDope,
 	"warn me":            tripwire,
diff --git a/pkg/synthesizer/pocket/pocket_test.go b/pkg/synthesizer/pocket/pocket_test.go
index d73e282d..41980843 100644
--- a/pkg/synthesizer/pocket/pocket_test.go
+++ b/pkg/synthesizer/pocket/pocket_test.go
@@ -5,6 +5,7 @@ package pocket_test
 import (
 	"context"
 	"fmt"
+	"math/rand/v2"
 	"os"
 	"path/filepath"
 	"runtime"
@@ -168,28 +169,74 @@ func TestRoundTripCallsignNumbers(t *testing.T) {
 		allCandidates = append(allCandidates, callsignCandidates(strings.ToLower(word))...)
 	}
 
-	type testInput struct {
-		input            string
-		expectedCallsign string
+	type callsign struct {
+		word          string
+		first, second int
 	}
 
-	// Build the full list of inputs.
-	var inputs []testInput
+	// Build pools of callsigns: common ones (flights 1-4) and all possible.
+	var commonCallsigns, allCallsigns []callsign
 	for _, word := range callsignWords {
-		wordLower := strings.ToLower(word)
 		for first := 1; first <= 9; first++ {
 			for second := 1; second <= 9; second++ {
-				expectedCallsign := fmt.Sprintf("%s %d %d", wordLower, first, second)
-				for _, phrase := range requestPhrases {
-					inputs = append(inputs, testInput{
-						input:            fmt.Sprintf("Magic, %s %d %d, %s", word, first, second, phrase),
-						expectedCallsign: expectedCallsign,
-					})
+				cs := callsign{word, first, second}
+				allCallsigns = append(allCallsigns, cs)
+				if first >= 1 && first <= 4 && second >= 1 && second <= 4 {
+					commonCallsigns = append(commonCallsigns, cs)
 				}
 			}
 		}
 	}
 
+	// Select 40 callsigns: 20 from common (1 1 through 1 4), 20 from entire set.
+	const numCommon, numRandom = 20, 20
+	rand.Shuffle(len(commonCallsigns), func(i, j int) {
+		commonCallsigns[i], commonCallsigns[j] = commonCallsigns[j], commonCallsigns[i]
+	})
+	rand.Shuffle(len(allCallsigns), func(i, j int) {
+		allCallsigns[i], allCallsigns[j] = allCallsigns[j], allCallsigns[i]
+	})
+
+	selected := make(map[callsign]struct{})
+	for _, cs := range commonCallsigns {
+		if len(selected) >= numCommon {
+			break
+		}
+		selected[cs] = struct{}{}
+	}
+	for _, cs := range allCallsigns {
+		if len(selected) >= numCommon+numRandom {
+			break
+		}
+		selected[cs] = struct{}{}
+	}
+
+	type testInput struct {
+		input            string
+		expectedCallsign string
+	}
+
+	// Build unique test inputs from selected callsigns × request phrases.
+	var unique []testInput
+	for cs := range selected {
+		expectedCallsign := fmt.Sprintf("%s %d %d", strings.ToLower(cs.word), cs.first, cs.second)
+		for _, phrase := range requestPhrases {
+			unique = append(unique, testInput{
+				input:            fmt.Sprintf("Magic, %s %d %d, %s", cs.word, cs.first, cs.second, phrase),
+				expectedCallsign: expectedCallsign,
+			})
+		}
+	}
+
+	// Repeat test inputs to reach a minimum count for statistical sensitivity.
+	// TTS is nondeterministic, so repeating the same input tests different
+	// audio renderings of the same phrase.
+	const minTests = 500
+	var inputs []testInput
+	for len(inputs) < minTests {
+		inputs = append(inputs, unique...)
+	}
+
 	type result struct {
 		input      string
 		recognized string