GOVERNED · RELIABLE · EXPLAINABLE
Willy Tai
Articles

Commentary and frameworks on governable AI.

Writing that does the arguing my demos can't: what the standards and the law actually require, why the trust boundary is an architecture decision, and how to control agents in regulated operations.

JULY 2026
COMMENTARY

Certification is a starting line

ISO 42001 and the EU AI Act, read precisely: the certificate disciplines the scaffolding, the harmonised standards are unfinished, and the durable asset is a replayable evidence trail.

JUNE 2026
FRAMEWORK

A Control Framework for Agentic AI in MAS-Regulated Operations

A practitioner's mapping of agentic-AI controls to MAS FEAT, Veritas and model-risk guidance, set out as control objective, control, evidence, owner.

JUNE 2026
COMMENTARY

The Trust Boundary

Governable AI is settled in the architecture, long before any policy document. The essay is about where to draw the line between what code computes and what a model may say.

JULY 2026
CASE METHOD

The Living RCM: risk before, controls, residual after

The audit methodology, wired into a running workflow, with an IIA-style engagement over the top.

More as I publish. A companion video series on enterprise AI governance is in production.