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Writing on systems that go live.

Notes on real-time video, WebRTC, frontend architecture and mobile engineering — what I built, what broke and what I would do again.

2026

  1. 2026.10.20

    Stopping the camera from flip-flopping: confidence scoring for AI active-speaker switching

    Why instant thresholds make automatic camera switching twitchy, and how a rising confidence score, a hold rule and a wide-shot fallback make it feel like a calm human operator.

    WebRTC · MediaPipe · Real-time · AI · 4 MIN
  2. 2026.10.17

    Migrating a Backbone.js app to React without a rewrite: Web Components as the bridge

    How I moved a Backbone.js and Marionette product toward React micro-frontends one screen at a time, using Web Components as the boundary both worlds understand.

    React · Web Components · Frontend architecture · Backbone.js · 4 MIN
  3. 2026.10.14

    Resumable 4K uploads from a phone: chunking, retries and what actually breaks on mobile networks

    Getting large ISO recordings off a phone reliably: resumable chunked uploads to Google Cloud Storage, retry rules that don't make things worse, and the mobile failures you only meet in the field.

    Mobile · GCP · React Native · Real-time · 4 MIN