Long-form notes on AI, search, and the work. Some are useful.
There is no untapped category left. The concept does not need to be new. The angle does. Here's the difference and how to find yours.
Read article →Every node you add costs you twice. Once to build. Once to change it. Here's what vibe founders pay when they confuse a prototype tool with a production architecture.
Read article →Surveys measure politeness, not intent. The only validation that matters is behaviour under friction. Here's what to track instead.
Read article →Every founder has an edge they're ignoring. The knowledge, access, and context built over years that no vibe-coded clone can replicate. Here's how to find it and use it.
Read article →Every vibe founder is optimising for the wrong scarce resource. Building is free now. Getting people to care still costs everything.
Read article →Vibe coding removed the last excuse not to build. So everyone's building. Almost none of it matters. Here's the pattern.
Read article →The deep-dive on Large Language Model Optimization. How brands get absorbed into model training, why the vocabulary wins, and how to measure a surface with no dashboard.
Read article →The deep-dive on Generative Engine Optimization. How citations get awarded, what content earns them, and the exact moves that put your name inside a chat answer.
Read article →The deep-dive on Answer Engine Optimization. Position zero, schema requirements, and the formatting moves Google's AI actually extracts.
Read article →A field guide to the four-letter acronyms eating your search traffic. Spoiler: you don't pick one.
Read article →Everyone has the same models now. The people who ship reliable products aren't writing better prompts. They're thinking in systems.
Read article →The theory says architect the system, not the prompt. This is the method. Five steps to turn one idea into stages, decide what the model does, and define the handoffs.
Read article →Your demo works because you fed it the input that makes it work. Production feeds it the input you never thought of. The gap is everything you didn't build.
Read article →Everyone calls the same model. The one thing a competitor can't copy is a system that has been learning from its own output for months.
Read article →The pipeline works in the demo. Then a team owns it, and it breaks. Not on the model. On ownership.
Read article →The same rule runs a training block, a diet, and a product. Not more discipline. Less reliance on it.
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