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Practical notes on AI coding

Configuration, cost, and workflow — written as the tools change, and dated so you know what era they belong to.

2026-07-13

Retuning your setup for GPT-5.6: seven changes that save tokens, dollars and time

A new major model release means your old configuration is probably wrong. What we learned from the GPT-5.6 system card and early field reports — and the specific settings to change.

gpt-5.6codexconfigurationcost
2026-03-13

Beyond AGENTS.md: Harness Engineering, Loop-Based Delivery, and Context-Aware Prompting

Why static agent instruction files aren't enough for production AI coding — and how harness engineering, loop-based workflows, and context-aware prompting create systems that actually ship.

ai-codingengineering-productivityagents
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