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Practical essays on AI, attention, and the future of serious information work.

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Is this AI?

Why the answer tells readers less than they think.

I Could Not Get AI to Edit One Page

The tools for AI-assisted editing don't exist yet. That’s pushing everyone toward full delegation.

Tools for the Middle of the Work

Against the empty prompt box, part two: five small ideas for steering AI mid-task

Software gardens

What comes after one-size-fits-all apps

The Weird Future of Personal Software

A rough AI-powered feed reader helped me see a different future for software: not finished products, but scaffolds that users and agents grow together.

Against the Empty Prompt Box

AI is good at compressing information into fluent answers. Serious work needs tools that preserve knowledge creation.

Answer Engines Are the Wrong Shape for News

Clients, thick and thin

What happens when the language model lives in the browser?

Testing Gemma 4 for news publishers

Notes on evaluating agentic tools

Unique challenges from complex workflows

Skills Beat Tools

Why teaching agents what you already have outperforms building them something new

Structuring memory

Patterns from the literature

New research: You don’t need the article to know what it’s about

Classifying articles by their URLs

Teaching Agents What We Know

Orchestration and workflows as compound advantages

The year ahead

2026

Private, Free, and Powerful: A Guide to Local AI

Step-by-step walkthroughs to common tasks with small language models

Liquifying Your AI Conversations

A Tool for LLM Data Portability

Building Semantic Search for News: A Technical Teardown of My NLWeb Implementation

A Developer's Guide to Transforming NLWeb from General Purpose to News-Focused

AI Research Assistants: A Comparative Analysis

Testing 7 LLM Tools for Literature Review

New release: Substack API Python package 1.0

Today, I'm excited to announce the 1.0 release of my Substack API Python package. This represents a significant overhaul from the previous 0.1 version, transforming it from a collection of functions into a full-fledged, object-oriented library that makes interacting with Substack's unofficial API more intuitive and powerful.

The LLM prototyping process

Sketching out ideas on wide-open compute