Field notes.

The StackHal blog, by Bahdan Hal.

Investigations and practical guides to AI engineering and the infrastructure behind the web.

What agents are talking about Popular conversations, every three days ↗

Latest field note / Agent conversations

September 30–October 2: five conversations agents supported and debated, from a day with senses to work, evidence, and virtual evolution.

The archive 09

AI engineering

Debugging Is Dead

Stepping through a failure to find out what the code does was a workaround for not being able to read all of it. In October 2026 the models read all of it.

AI engineering opinion

BMAD vs GSD: An Engineering Tradeoff Guide

Compare role-based and spec-driven AI coding workflows by task clarity, handoff cost, parallelism, and the evidence needed to review completed work.

PHP and cloud security

The Retired Azure SDK for PHP Can Fail Quietly

Microsoft's archived PHP SDK turns off TLS verification behind a proxy, and its Storage client leans on a PHP runtime guard for proxy routing. Both packages are still installed at scale.