# transcribe.cpp | handy-computer | Knowledge Base | Instagit

 ggml speech-to-text inference for 16+ model families

GitHub Stars: 1.5k

Repository: https://github.com/handy-computer/transcribe.cpp

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## Articles

### [How to Use PNC and ITN Toggles in transcribe.cpp: A Complete Guide](/handy-computer/transcribe.cpp/transcribe-cpp-pnc-itn-toggles-punctuation-normalization)

Learn to use PNC and ITN toggles in transcribe.cpp for fine-tuned output formatting. This guide details runtime control via C API and CLI flags.

- Tags: how-to-guide
- Published: 2026-07-21

### [Family-Specific Extensions in transcribe.cpp: Parakeet, Whisper, Canary, and Voxtral](/handy-computer/transcribe.cpp/transcribe-cpp-family-extensions-parakeet-whisper-canary-voxtral)

Explore family-specific extensions in transcribe.cpp like Parakeet, Whisper, Canary, and Voxtral. Learn about specialized classes for hyperparameters, weights, and runtime behavior.

- Tags: deep-dive
- Published: 2026-07-21