AI Search and Zero-Click SEO: Working Notes
Working notes for adapting SEO content to AI Overviews, conversational search, and rising zero-click behavior.
Dec 21, 2025
Open Notes
Notes and mental models on engineering, distributed systems, and ML - written to build lasting heuristics, not just summarise. Knowing these components and systems has consistently helped me design for resilience and scale. Here are some of my notes and takeaways from learning about certain topics. They may not always be 100% factually correct but are meant to help you develop the same heuristics I relied on when writing and designing systems.
Mental Models
Agent Evals and Guardrails: Practical Notes
Practical notes for improving production reliability of AI agents using evals, policy guardrails, and escalation paths.
Oct 10, 2025
Model Context Protocol (MCP): Notes on Why It Matters
Practical notes on MCP, where it helps, and where teams still need guardrails.
Aug 18, 2025
AI Coding Agents: Notes on 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: Notes on Human Checkpoints
Notes on when computer-using agents can run autonomously and where human approval must stay in the loop.
May 24, 2025
AI Agents vs Automation: Notes for Picking the Right One
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 the basic concepts of Machine Learning.
Mar 11, 2025
How Browsers Work - URL to Pixels
Plain-language notes on how browsers fetch, interpret, and render web pages.
Jun 10, 2022