<?xml version="1.0" encoding="UTF-8"?><rss version="2.0"><channel><title>Junlong Shen</title><link>https://jlshen.com/</link><description>Writing by Junlong Shen</description><language>en</language><item><title>8,526 priced pull requests: code size doesn't track the money</title><link>https://jlshen.com/writing/code-vs-price/</link><guid>https://jlshen.com/writing/code-vs-price/</guid><pubDate>Sat, 03 Oct 2026 00:00:00 GMT</pubDate><description>I tested the usual ways of counting AI coding output (PRs, lines of code, how long code survives) against 8,526 code changes a company actually paid for. They barely track the price, and survival doesn't predict later bugs.</description></item><item><title>Only the denominator: why spend caps are the one tool left for AI costs</title><link>https://jlshen.com/writing/only-the-denominator/</link><guid>https://jlshen.com/writing/only-the-denominator/</guid><pubDate>Fri, 02 Oct 2026 00:00:00 GMT</pubDate><description>Companies cap each employee's AI spend because no one can yet say what the output is worth; vendors measure it differently and nobody has checked them, and the people most worth measuring are the heavy users the caps bind.</description></item></channel></rss>