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david-dabert/README.md

David Dabert

Programme coordinator turned builder. Twelve years across EU, FCDO, and AFD frameworks in six countries — then I started building the tools I wished existed.

What I'm building:

WorkoutVision — on-device AI workout analysis that runs entirely in the browser. No server, no uploads, no account. Upload a video, get rep counts, form scores, and biomechanical coaching feedback.

Under the hood: MediaPipe WASM pose detection in a Web Worker, concurrent frame pipeline with back-pressure, Kalman-filtered landmark smoothing, valley-based rep counting validated against the Countix academic benchmark (274 exercises, MAE 0.90), declarative form checks compiled from an exercise DSL, offline-first PWA. 43k lines of code, solo-built in 30 days.

What I bring:

  • Systems thinking shaped by coordinating 15-partner consortiums across 6 countries — I architect before I build
  • Self-taught engineering with the discipline to validate against ground truth, not just ship and hope
  • Bilingual French/English, five languages total. Editor of The Practitioner's Read (~1,100 institutional readers across Quai d'Orsay, IOM, European Commission, ETF, EIB)
  • I learn whatever the problem demands: WebCodecs, signal processing, biomechanics, WASM — none were in my stack six months ago

Background:

  • Bioforce RNCP Level 7 (humanitarian programme coordination)
  • SALTO-YOUTH accredited trainer, European Commission (17 domains)
  • 15-partner DFID-UKAID consortium coordination, Dakar 2018-2019
  • 10 years delivering francophone programmes in London institutions (2008-2017)
  • Senior Receptionist at MEININGER Hotels, Bordeaux (operational excellence, five languages)

Bordeaux, France

Popular repositories Loading

  1. workout-vision workout-vision Public

    On-device AI workout analysis. MediaPipe pose detection, seek-based frame extraction, rep counting, form scoring, biomechanics. React 19 PWA, zero backend.

    JavaScript 1

  2. david-dabert.github.io david-dabert.github.io Public

    Personal site — programme coordination, grant operations, coalition building

    HTML

  3. portfolio portfolio Public

    Personal portfolio site

    HTML

  4. afd-grant-monitoring afd-grant-monitoring Public

    Grant portfolio monitoring toolkit. AFD, EU, multi-donor operations. Dashboard, RAG scoring, indicator tracking, automated report pre-reads.

    Python

  5. david-dabert david-dabert Public

    Profile README