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As LLMs write more code, contracts and effect systems become essential tools for constraining behavior, exposing side effects, and verifying implementations.

I spent ages 14-16 in a maximum-security juvenile prison, became a felon at 19, lost almost everything to addiction, and later rebuilt my life through software, open source, and a few people who took a chance on me. This is the condensed story, written for anyone wondering whether they have a future.

The next data platform may be less about storing data and more about deciding what AI agents should know, trust, and act on.

Using Linux's memfd_create(2) syscall to load shared libraries and execute binaries entirely from memory, bypassing noexec restrictions without ever touching disk.

LLMs have made generating code nearly free, but maintaining it hasn't changed. On the growing plague of code that shouldn't exist and the discipline of searching before building.