The Chat & Ask AI Leak Shows Why I Built Governance First
When 404 Media exposed Chat & Ask AI leaking millions of private messages, it confirmed the pattern I'd been building against, AI products shipping without governance.
Aqta Blog
Essays on AI governance, compliance and deploying AI safely in healthcare, finance and regulated industries.
Who's Accountable When Healthcare AI Makes a Mistake?
Ireland's Medical Council says doctors remain responsible for AI decisions. But how can they be confident in tools they don't fully understand?
The Human Supply Chain Behind AI and Why Agent Governance Is the New Safety Valve
As models become commodities and AI-generated code floods your stack, the real risk lives in the software and human supply chains beneath them.
The 2026 AI Bracing and Why Governance Is the New Growth Metric
As AI valuations wobble and the EU AI Act bites, governance, auditability and compliance are becoming core growth metrics for AI teams.
Loop Drift and Why Production AI Agents Get Stuck and How to Stop Them
Loop drift is a failure mode where AI agents transition from efficient behaviour into repetitive, self-reinforcing loops that burn money and quietly degrade reliability.
Enterprise AI Governance and The 2026 Compliance Deadline
With the EU AI Act high‑risk obligations taking effect in August 2026, enterprises deploying AI agents need governance infrastructure today.