Transformations
These are not project summaries. Each story begins with the system I entered, what I observed before acting, the diagnosis beneath the visible problem, the trade-offs, and the capability I left behind.
3 flagship case studiesVerified professional record
Hardware execution had stalled. The deeper constraint was not engineering capability; it was the system around it.
Applied AI project
The harder question was not whether a model could classify sound, but how to make that information useful without adding distraction.
Working research
A deterministic evaluation instrument for multi-turn sycophancy—without relying on another model as judge.
Evidence system
Supported by an approved record or public professional source.
Supported by documented observation without an exact public metric.
An active study that is not presented as peer-reviewed or final.
Relevant evidence exists but ownership or disclosure limits publication.