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 hit a “stale but valid” cache path in headless WP: pages looked fine, but the data was wrong for hours.

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.

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