A multi-agent review pipeline built to disagree with itself
Seven independent reviewers plus a synthesiser gate every article I publish. Architecture, real code, the agreement data from 30 production runs, a reconstructed cost per run, and an explicit list of what the system does not do.
Document to narrated video, with the animation anchored to the voice
A pipeline that turns a source document into a narrated, animated training video. No timing in the composition was typed by a human: the voiceover generates the timings and the animation binds to them by name. Three moments traced from spoken sentence to rendered pixel, plus the finished video.
AI for Managers: Coaching, Planning & Decision Support
A role-based course that teaches people managers to use AI in their real workflow without over-relying on it. Built on adult-learning theory, with scenario-based knowledge checks and automation bias woven through every module.
The course above is an anonymized sample of my own instructional-design work, shared to show how I structure analysis, learning paths, and assessment.