Journal

Notes on agentic development.

How to turn AI into real shipping speed: audits, workflows, modernization, and the tactics that hold up in production.

We had perfect billing and still lost churn—because onboarding and tenant isolation were brittle under real traffic.

We shipped an agent into a WooCommerce flow and watched conversion dip—until we stopped coupling AI streaming to user-critical pages.

We added kill-switches, refusal logging, and budget guardrails to applied-AI—and it stopped a production outage.

After an agent portal hallucinated pricing, we added llms.txt and stopped guessing—here’s what actually worked.

I watched a “perfect” content strategy get skipped by AI answer engines—LLMs.txt wasn’t even on the radar.

I’ve seen accuracy claims collapse under compliance review; audit trails are what keep the system defensible.

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