For AI agents: a documentation index is available at /llms.txt — markdown versions of all pages are available by appending index.md to any URL path.
37 Posts

Documentation

Designing an Agent Reading Test

Designing an Agent Reading Test

In which I try to give people tools to understand how agents read web content, and where they fail.

Measure Agent Web Traffic Redux

Measure Agent Web Traffic Redux

In which I revisit measuring agent web traffic, and dive deeper down the rabbit hole.

Confident-Sounding Gibberish

Confident-Sounding Gibberish

In which I share research about why LLM-generated output is hard to fact check.

The Verification Gap in AI Content Pipelines

The Verification Gap in AI Content Pipelines

In which verification is the hardest unsolved problem in AI content pipelines, and most organizations don't know it.

How to Evaluate a Platform-Written Spec

How to Evaluate a Platform-Written Spec

In which I find that a platform-published spec's omissions track financial incentives.

Is Your llms.txt Already Stale?

Is Your llms.txt Already Stale?

In which I build a freshness check for llms.txt and discover that my tools were the problem.

Vibes are Out, Data is In

Vibes are Out, Data is In

In which I explain why a vibes-based approach to AI and docs ain't cutting it.

How to Measure Agent Web Traffic

How to Measure Agent Web Traffic

In which I lurk in server logs and try to make sense of what I see.

Make Your Hugo Site Agent-Friendly

Make Your Hugo Site Agent-Friendly

In which I show you how I made multiple Hugo sites agent-friendly.

Case Study - 'upgrade-stripe' Agent Skill

Case Study - 'upgrade-stripe' Agent Skill

In which I deep dive on a Stripe Skill, and what it means for the industry.

LLMs vs. Agents as Docs Consumers

LLMs vs. Agents as Docs Consumers

In which I discuss how model training and agents need different docs access patterns.

Upskilling in the AI Age

Upskilling in the AI Age

In which I answer someone who asked me how to get started with AI.

Agent Web Fetch Spelunking

Agent Web Fetch Spelunking

In which I ask an agent to help me explore Web Fetch with docs pages - and get a surprise.

Agent-Friendly Docs

Agent-Friendly Docs

In which I ask an agent to view hundreds of docs pages - and feel sad.

Agent Skill Analysis

Agent Skill Analysis

In which I build a validator and analyze popular Agent Skills.

Inside the Code Example Comparison APIs

Inside the Code Example Comparison APIs

In which I deep dive into the problem domain to discuss the problems we had to solve.

Code Example Testing Redux - Designing Cross-Language Testing Infrastructure at Scale

Code Example Testing Redux - Designing Cross-Language Testing Infrastructure at Scale

In which I design systems to scale code example testing across the org.

Audit - Conclusions

Audit - Conclusions

In which we report what we learned through the code example audit.

Audit - Slicing Code Example Data

Audit - Slicing Code Example Data

In which we explore different ways to break down audit data.

Audit - Modeling Code Example Metadata

Audit - Modeling Code Example Metadata

In which we decide what information to store, and how.

Audit - AI-Assisted Classification

Audit - AI-Assisted Classification

In which we have an LLM help us assign categories to code examples.

Audit - How can we access the data?

Audit - How can we access the data?

In which we explore the best way to get content and work with audit data.

Audit - What should we track?

Audit - What should we track?

In which we dive deeper into what we actually want to know.

Audit - What is a Code Example?

Audit - What is a Code Example?

In which we decide what to count, and how.

Audit - Overview

Audit - Overview

In which we try to make sense of our code examples, and track them.

Docs Consolidation Project - Month Two Check-In

Docs Consolidation Project - Month Two Check-In

In which I explore lessons learned in the second month of a project to consolidate 9 docs sets.

Docs Consolidation Project - One Month Check-In

Docs Consolidation Project - One Month Check-In

In which I explore lessons learned in the first month of a project to consolidate 9 docs sets.

What to Test In Docs Code Examples

What to Test In Docs Code Examples

In which I explore WHAT to test in docs code examples.

How to Test Docs Code Examples

How to Test Docs Code Examples

In which I explore HOW to test docs code examples.

Hackathon Part 3 - Charts, Charts, Charts!

Hackathon Part 3 - Charts, Charts, Charts!

In which I make a whole lotta Charts.

Hackathon Part 2 - Modeling Documentation Metadata

Hackathon Part 2 - Modeling Documentation Metadata

In which I decide how I want to structure my documentation metadata.

Hackathon Part 1 - Out of Google Sheets and Into Atlas

Hackathon Part 1 - Out of Google Sheets and Into Atlas

In which I free my data from Google Sheets.

Benefits of Docs Writing Code Examples

Benefits of Docs Writing Code Examples

In which I discuss the benefits of having a documentation team writing the code examples.

Knowing When Docs Need Updates

Knowing When Docs Need Updates

In which I discuss the strategies for knowing when docs need updates.

Test Docs Code Examples

Test Docs Code Examples

In which I explore why you really need to test docs code examples.

Docs Readability Scoring

Docs Readability Scoring

In which I automate readability scoring for documentation.

Docs-as-code workflow: the missing link; a collaboration tool

Docs-as-code workflow: the missing link; a collaboration tool

In which I wax poetic about the value of previewing a docs-as-code site.