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The reading room

Notes on web, SEO, and AI search

Plain-English posts on the work we actually do: what's changing in AI search, how to build HIPAA-aware web infrastructure, what schema markup is worth shipping, and why honest scoping saves clients money.

No gated PDFs, no growth-hacks. Every entry below carries the disclaimers most agencies leave out.

AI energy use

What one ChatGPT question really costs

One ChatGPT query uses about a third of a watt-hour, a few drops of water, and a fraction of a cent of electricity. A full breakdown of the power, hardware, water, and network cost, and why the scary figures are mostly outdated or aggregated.

12 min read

AI coding assistants

AI is writing the code. Who is still learning to?

AI coding assistants are now the default, and the best available research says they can quietly erode the drive to build real skill. What the studies show about learning, felt speed, and junior jobs, and what the coding field's new normal looks like.

11 min read

Retrieval-augmented generation

An AI assistant on your own content, without the hype

A plain explainer of retrieval-augmented generation: what it actually is, the real parts that make it work, what it does and doesn't fix about hallucination, and how to evaluate one honestly.

6 min read

AI automation

When AI automation actually pays off

A senior, honest look at where AI automation earns its keep for small and mid-size businesses, where it quietly loses money, and how to tell the difference before you build.

6 min read