AppSec
Runtime control evidence
Start with where stop, approval, and proof break or hold.
Independent research and operating notes on AI Software Delivery Control.
CAISI Research
Use this page when you need the measured claim, the artifact, and the scope limit before moving to interpretation.
AppSec
Start with where stop, approval, and proof break or hold.
CISO / Security leadership
Start with visibility, approval opacity, and governance proof.
Engineering / Platform
Start with the repo, CI/CD, workflow, and proof standards that make AI-assisted delivery reliable.
GRC / Audit
Start with the evidence fields that can be reconstructed outside the product UI during audit, incident review, or customer review.
Published report
Governed vs ungoverned AI agent behavior in a controlled 24-hour run, with stop behavior, approval mediation, and evidence quality measured side by side.
Published report
A locked public GitHub cohort report focused on AI tool visibility, approval opacity, evidence posture, and governance readiness.
Build archive
The earlier build page for the flagship sprawl study remains available as background on the study's build phase and publication posture.
Interpretation layer
Field notes turn these reports into operating notes, role-specific lessons, and implementation guidance without changing the evidence base.