Blog

Practical notes on AI systems and automation.

Writing here is focused on operators and builders, not general hype. Expect specifics, diagrams, and tradeoffs.

7/11/2026

Why Ad Attribution Breaks: The Hidden Gaps in Native Platform Tracking

Native platform integrations rely on client-side tracking that breaks at every critical step. Here is how a server-side attribution system closes the loop from ad click to verified purchase.

Read article

3/1/2026

AI Systems Instead of One-Off Prompts

Most teams hit a ceiling with ad-hoc AI use. The shift that matters is from isolated inputs to repeatable workflows with clear ownership.

Read article