What came of it
What agent-built software does once it has to stay up: the bills and outages, and the parts that work better than anything I shipped alone. Findings first, numbers attached, sources named when the numbers are someone else's.
2026
Two Million Pages, and 12,560 Worth Indexing
A catalogue ingest went from 578,000 track pages to two million in a week. Then I counted: 99.99% of them had never been opened by anyone. Here is what that cost, and the order you have to remove them in.
Every Defect Was a Believable Number
I moved 11,164 symbols onto Alpaca's snapshot API with agents writing most of it, and it went in without an incident. Every defect it did have came back as HTTP 200 with a plausible price attached. Counting is what caught them, not tests.
Unreviewed Agent Code Put My Database on a Public CDN
Password hashes and OAuth refresh tokens, downloadable by anyone, for two days. An agent wrote the backup script, it landed on a box instead of in the repo, and it was never reviewed by anyone. Including me.
I Left Vercel for a VPS, and the Bill Was Never Vercel's Fault
Day one on Vercel Pro cost $9.02 with fifteen real users, and the cause was a missing function rather than a pricing model. Seven weeks later the on-demand line was $208 a month, so I moved to a $7.92 box. It charged me in a currency I had less of.
robots.txt Only Works on the Crawlers That Were Never Your Problem
Cloudflare showed 1.98 million desktop requests against 1,050 mobile. The bots doing that ran real Chrome and ignored the file completely. The ones that do read it are the ones you should be most careful about blocking.
llms.txt Isn't a Protocol, It's a File
Google says nothing fetches llms.txt. A study of 137,000 sites agrees. Both measured a world where almost nobody links to theirs, and that turns out to be the entire story.
2025
LLM Token Optimization: Save 30-60% on AI Costs
Learn how to reduce token usage when working with ChatGPT, Claude, and other LLMs. Complete guide with practical tools and real-world examples.
How to Debug JWT Tokens Like a Pro
Learn how to decode, validate, and troubleshoot JSON Web Tokens effectively using Developer Toolkit's JWT Debugger.
5 Ways to Use JSON Formatter for Better Productivity
Discover how to leverage JSON formatting tools to improve your workflow, debug faster, and write cleaner code.