AI Observability, Part 4: The Governance Layer
Technical observability tells you what happened. Governance observability tells you whether it was acceptable and proves you're governing responsibly.
16 posts found
Technical observability tells you what happened. Governance observability tells you whether it was acceptable and proves you're governing responsibly.
You've seen the map. You know where you are. Here's the work that actually prevents the spiral - the requirements, the cost, and why most won't do it.
We're rushing toward AI governance as the solution to AI chaos. I've watched this movie before. Here's the map, here's where you are, and here's what happens next if you don't change course.
Two early signals reveal whether your governance initiative will succeed or fail. Learn to spot them before wasting eighteen months building something that was never going to work.
The system doesn't just fail architects. It teaches them to fail. Here's how institutional capture turns truth-tellers into artifact producers.
The architect is the accountable party for migration success or failure. Not because leadership doesn't matter, but because translation is our job.
Organizations ask 'are we hybrid or not?' as if it's a strategic decision they haven't made yet. The answer is yes. The question is whether you're operating like it.
You'll build the instrumentation. Leadership will nod at the dashboard. Then nothing will happen. The same organizational failure that killed SRE adoption.
Microsoft gave you agent governance tools but no IaC support. Heres how to automate agent governance with PowerShell and Graph API until Bicep catches up.
Microsoft gave agents human identity in Entra ID. Your governance framework just developed a hole you didnt know existed. Heres how to prepare for it.
Large language models changed AIOps from expensive vendor theater to genuine operational intelligence that can absorb the toil.
The shift from monitoring servers to observing user experience isn't obvious until a cloud-native customer exposes your blind spots.
Step-by-step governance deployment guide with Azure CLI commands, policy examples, and a phased rollout approach.
Quick reference guide to the five governance disciplines - cost management, security, identity, consistency, and deployment automation.
Why cloud migrations fail without proper governance - lessons from 100+ Azure environments on building foundations before scaling.
What is Azure Governance and why is it critical? Learn how to steer your cloud environment with management groups, policies, and proper foundations.