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Insights on governed AI operations

Thoughts on incident response, operational reliability, and AI teammates that learn your stack while staying under your control.

Vedin-themed cover showing engineers moving from a tempting first theory toward evidence about a small production configuration issue.
| 3 min read

Don't Fall in Love With the First Story

Tiny production issues take too long when teams anchor on the first plausible explanation. Automated investigation helps check the evidence before the story gets comfortable.

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Vedin-themed illustration of a governed AI teammate stopping at an approval gate while a human reviews evidence before a risky production action.
| 7 min read

AI Approval Gates Are Not Bureaucracy

The future of AI operations is not agents doing everything alone. It is agents doing the boring investigation work, then asking a human before the expensive part.

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Vedin-themed illustration of a team turning one engineer's hidden operational knowledge into searchable runbooks and approval guidance.
| 6 min read

Tribal Knowledge Is a Terrible Database

If your most important runbook lives inside one engineer's head, congratulations: you have invented a database with legs, opinions, and vacation plans.

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Vedin-themed illustration of an SRE reviewing a concise approval-ready incident summary while an AI teammate gathers logs, metrics, deploys, and runbooks.
| 7 min read

Your SRE Team Deserves Better Than a 3AM Pager

The on-call rotation is a rite of passage. But somewhere between the fifth false alarm and the cold pizza, you have to wonder — is this really the best we can do?

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Vedin-themed illustration of an engineer surrounded by generated code while debugging, deployment, and production explanation tasks pile up.
| 6 min read

Code Generation Is Cheap. It Always Has Been.

Everyone is excited about AI writing code. But the expensive part of software was never writing it — it was living with it afterward.

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