
Verdict
A trust platform that grades the data an AI agent acts on, and holds the agent to the same review loop as the humans.
verdict.thetruthlayer.devI build the infrastructure that makes data trustworthy enough for AI systems and people to act on without re-checking it. Three of those builds are live below.

A trust platform that grades the data an AI agent acts on, and holds the agent to the same review loop as the humans.
verdict.thetruthlayer.dev
A generative learning product that teaches a concept through a lens the reader picks. Built and operated solo, first commit to public launch in nine days.
overlay.thetruthlayer.dev
A meeting-transcript analyzer. Three D3 lenses show who holds the floor, where attention goes and when a team’s language drifts apart, and every flag links to its evidence.
meetingflow.thetruthlayer.devTrust Inspector Live v3.0: governance loop, dispute repricing, observed signals
Graded for Obeying: Who Picks the Threshold Your AI Agent Acts On
The commute learning system