आर्किटेक्चर

                    ┌──────────┐
                    │ AudioCLI │  (entry point)
                    └────┬─────┘
                         │
                  ┌──────┴──────┐
                  │ AudioCLILib │  (commands)
                  └──────┬──────┘
                         │
       ┌─────────┬───────┼───────┬──────────┬──────────────┐
       │         │       │       │          │              │
  ┌────┴───┐ ┌──┴──┐ ┌──┴──┐ ┌─┴────┐ ┌───┴────┐ ┌──────┴───────┐
  │Qwen3ASR│ │Qwen3│ │Cosy │ │Perso-│ │Speech- │ │  Speech-     │
  │Parakeet│ │ TTS │ │Voice│ │naPlex│ │  VAD   │ │Enhancement   │
  └────┬───┘ └──┬──┘ └──┬──┘ └──┬───┘ └───┬───┘ └──────┬───────┘
       │        │       │       │         │             │
       └────────┴───────┼───────┴─────────┘             │
                        │                               │
                 ┌──────┴──────┐                        │
                 │ Qwen3Common │  (shared layers)       │
                 └──────┬──────┘                        │
                        │                               │
                 ┌──────┴──────┐                        │
                 │ AudioCommon │ ◄──────────────────────┘
                 └─────────────┘  (protocols, audio I/O)

Sources/
  AudioCommon/            साझा प्रोटोकॉल, ऑडियो I/O, सिस्टम आउटपुट कैप्चर
                          (SystemAudioTap), HuggingFace डाउनलोडर,
                          SentencePieceModel (protobuf रीडर)
  MLXCommon/              MLX utilities: weight loading, QuantizedLinear helpers,
                          SDPA multi-head attention helper, metal budget
  Qwen3Common/            Shared model components (KV cache, RoPE, quantization)
  Qwen3ASR/               Qwen3-ASR speech-to-text
  ParakeetASR/            Parakeet TDT speech-to-text (CoreML)
  ParakeetStreamingASR/   Parakeet EOU 120M streaming dictation (CoreML)
  OmnilingualASR/         Meta wav2vec2 + CTC, 1,672 languages
                          (CoreML 300M + MLX 300M / 1B / 3B / 7B)
  CohereTranscribeASR/  Cohere Transcribe 2B speech-to-text (MLX)
  VoxtralASR/            Voxtral Mini 3B speech-to-text (MLX)
  Qwen3TTS/               Qwen3-TTS text-to-speech
  CosyVoiceTTS/           CosyVoice3 text-to-speech
  KokoroTTS/              Kokoro-82M text-to-speech (CoreML)
  Qwen3Chat/              Qwen3.5-0.8B on-device LLM chat (MLX + CoreML)
  PersonaPlex/            PersonaPlex speech-to-speech
  SpeechVAD/              VAD (Silero + Pyannote), diarization, speaker embeddings
  SpeechLanguageID/       बोली गई भाषा की पहचान (SpeechBrain ECAPA, MLX + CoreML, 107 लेबल)
  SpeechEnhancement/      DeepFilterNet3 noise suppression (CoreML)
  SourceSeparation/       Open-Unmix HQ / UMX-L + HTDemucs (Demucs v4) music source separation (MLX, 4 stems)
  MAGNeTMusicGen/         MAGNeT text-to-music generation (MLX, 30 s @ 32 kHz, INT4/INT8)
  VoxCPM2TTS/             VoxCPM2 text-to-speech (MLX, 48 kHz, voice cloning + voice design)
  IndexTTS2TTS/           IndexTTS2 voice cloning (MLX, semantic GPT + emotion/tempo/pause control + S2Mel + BigVGAN)
  VibeVoiceTTS/           VibeVoice long-form / multi-speaker TTS (MLX, EN/ZH)
  MADLADTranslation/      MADLAD-400 many-to-many translation (MLX, 400+ languages)
  AudioCLILib/            CLI command implementations
  AudioCLI/               CLI entry point

scripts/              Model conversion (PyTorch → MLX/CoreML), benchmarking
Tests/                Unit and integration tests
Examples/             Demo apps (PersonaPlexDemo, SpeechDemo)