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DHK On Data and AI

All about Data - research, observations, and reflections, touching on architecture, trends, design, and culture.

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More on Mechanical Writing

Exploring Claude’s Output Styles as communication mechanisms

In Defense of Mechanical Writing

Writing has a job to do. Perhaps we should specify the job.

Introducing Work-Ledger

See what AI is doing, and how to make the work better

Don’t Tell Me You Used AI. Tell Me What Changed.

How to explain your AI work so hiring managers see judgment, operational thinking, and real business impact.

Evaluate What You’re Building, Not What You’re Paying

Work Ledger: Understanding what your AI investment is actually building.

Security Risks, Common Pitfalls, and Best Practices in the Claude Skills Ecosystem

How do we know what good looks like?

Tricorder: A System for Learning from Code Review

An LLM-based system for capturing, measuring, and operationalizing the knowledge created during code review.

Flow State or Documentation: This Skill Lets You Have Both

A Claude skill to keep your working notes

The most important part of your work evaporates

Working Knowledge — a three-part series on expertise, institutional memory, and the IP problem nobody's treating like one.

This Is What AI-Assisted Building Looks Like

The ideation, the stack, and what it actually takes.

This Is Shipping, Not Showing.

I built four automated podcast feeds without writing code. Why that matters more than the podcasts themselves.

Showing vs. Shipping

Demos are impressive. Equipping is impactful.