AI Search and Zero-Click SEO
How I think about adapting SEO content to AI Overviews, conversational search, and rising zero-click behavior.
Dec 21, 2025
AI & Systems Notes
Working notes on AI systems, engineering judgment, and production tradeoffs. Most of them started as working notes: when to use agents, where humans need to stay in the loop, how to verify AI-assisted work, and how to reason about web systems when reliability matters.
This is a compact field guide, not a broad resource directory. Start with the agent notes if you are building AI workflows. Start with the browser or embeddings notes if you are debugging foundations. Each note should sharpen a real product or engineering decision.
Mental Models
Agent Evals and Guardrails
How I think about improving production reliability for AI agents with evals, policy guardrails, and escalation paths.
Oct 10, 2025
Model Context Protocol (MCP)
Where MCP helps, where it does not, and why teams still need guardrails.
Aug 18, 2025
AI Coding Agents: The Verification Loop
Notes on using AI coding agents with a verification loop so speed does not turn into hidden reliability debt.
Jul 22, 2025
Computer-Using Agents and Human Checkpoints
How I think about when computer-using agents can run autonomously and where human approval must stay in the loop.
May 24, 2025
AI Agents vs Automation
Working notes on when fixed automation is enough and when agentic workflows are worth it.
Mar 15, 2025
Embeddings, Vectors & High-Dimensional Latent Spaces
Understanding embeddings, vectors, and latent spaces in plain language.
Mar 11, 2025
How Browsers Work: URL to Pixels
Plain-language notes on how browsers fetch, interpret, and render web pages.
Jun 10, 2022