I write about agent architecture, open source, and things that break.
how to know a parsing fix is right: run it against the implementation that defines the answer
PEP 639 landed in pdm one command at a time, and each gap was its own bug
six merged into Panel in three weeks, and why the first cost more than the other five together
why I run a checker over every PR description before it posts, and what it looks for
the bug class with my best hit rate: an argument a function accepts and then ignores
a year of pull requests into repos I do not own, and what I look for before starting one
why I'm building Hive, Unplug, Nudge, and how they all connect
almost missed YC's first India event. ended up placing 4th at the hackathon
lessons from a PyPI launch that got 50 LinkedIn likes and zero installs
the one-PR-at-a-time lesson and other things I learned the hard way