Tools, learning & writingProject record · Sep 2026

Interactive Tools, Learning & Writing

Video transcription workflow adaptation

Local adaptations to an upstream subtitle-first transcription and summarization application, including a different model client, GPU transcription and platform-specific retrieval handling.

PythonFastAPIFaster-WhisperCUDAyt-dlpClaude Agent SDK
Why it sits here. Real integration work, appropriately secondary because the app is an upstream clone and local contribution attribution is weaker.
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01 / IMPLEMENTATION & CONTRIBUTION

What the work involves

Local changes extend wendy7756’s AI-Video-Transcriber with a Claude Agent SDK adapter, shared model configuration, CUDA float16 Faster-Whisper, and Bilibili retrieval handling.

Technical depth

Async model-client compatibility layer collecting streamed text; model configuration normalization; subtitle-first versus audio fallback pipeline; GPU speech recognition; platform extraction and smoke scripts.

The project family

video_transribe/AI-Video-Transcriber

02 / RESULTS

What came out of it

The adaptation connects streamed model output and GPU speech recognition to an upstream subtitle-first workflow.

03 / SUPPORTING EVIDENCE

Follow the source

Implementation notes, project records, and supporting artifacts.

Source context & project scope

Upstream app authorship remains with its original contributors.

Model-list strings are implementation configuration, not independent confirmation of provider product availability.

No live platform extraction, model call or GPU benchmark was run.

Transcript/media temp files and credentials were not inspected.

Throughput and transcription accuracy have not been benchmarked.

Identifies upstream repository and original subtitle-first architecture.

SOURCE · 2026-09-17

Local async Claude Agent SDK adapter.

SOURCE · 2026-09-17

Working-tree diff changes CPU int8 to CUDA float16.

SOURCE · 2026-09-17

Local platform retrieval modifications.

SOURCE · 2026-09-17

Local smoke-test script; not executed in this audit.

SOURCE · 2026-09-17
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