The first time we ran our AI content checker on a batch of student essays, one thing became...
What Building an AI Detector Taught Me About False Positives
The first time we ran our AI content checker on a batch of student essays, one thing became...
What Adobe's Workfront MCP server does, where it stops, and what a verified Claude toolkit does differently — findings from production, with timings.
A forged confirmation, falsely green tests, and the acceptance gate I built afterward.
Same model, different harness: why agent reliability depends on the system around the model.