GPT-6 Astra scored 62.7% and 99.9% on ARC-AGI-3 with the same weights. The harness made the difference, and that should change how you evaluate your…
I fixed one CI bug in eleven repos before learning GitHub Actions reusable workflows properly. Before/after YAML, composite actions, secrets, and the gotchas.
A law firm's AI governance story, read from a three person shop's point of view. Where AI automation for small business breaks, and the one…
Laravel 13.30 adds chunkBy() for adjacent grouping and finally stops Storage::path() escaping the disk root. What changed, what breaks, and what to grep for.
Python 3.15's final RC is out with five weeks to October. I ran my test suites against it: lazy imports, frozendict, what broke, and the…
Rust 1.98 added algebraic_add and format_into. Here's a criterion benchmark to see if reordered float math helps your code, plus the rules I use for…
The post you're reading was published by a Hetzner box that's been up for twenty weeks. My honest Hetzner vs DigitalOcean math after paying both…
ChatGPT Work is really two products with one name. After a week of real tasks I break down Work Cloud vs Work Local, Codex, and…
Minimus shuts its registry on October 22. What Docker Hardened Images gives you free, what the paid tier adds, and when hardening your own images…
An AI agent audited my Laravel app and got it wrong. Laravel Auditor's 75 evidence-first rules and read-only collectors fix the guessing problem. Here's how.