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Umair Akeel

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Umair Akeel

CTO & Co-Founder · allGood

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Field Notes

Posts by Umair.

An illustrated map of the AI agent trust gap — three problems (can't see what you can't fix, testing in a non-deterministic world, can't trust the HTTP 200) arranged around a central AI chip, with a 'new user loop' panel where AI mistakes become training data

Strategy

Do AI agents need to adopt mainframe ideas?

AI agent reliability needs testing and observability. The mainframe's RAS playbook — Reliability, Availability, Serviceability — is the discipline production agents demand.

May 22, 2026

AI agents need governed access: five questions for every B2B marketing team — input schema and output schema diagram constraining what an AI agent can see and change

Strategy

AI agents don't need unlimited access. They need governed access.

As marketing teams scale agentic AI, governance, not unlimited access, is what makes the work safe to use. Five questions every B2B team should answer.

May 13, 2026

Ready to hire Mary?

Field notes are fine. Having Mary on the team is better.

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