July 29, 2026 · 10 min read
The Real Test of AI Code Is the Next Prompt
Coding agents can complete the current task while making the next one harder. New long-horizon benchmarks reveal what happens when AI has to inherit its own decisions.
HAAM Notes / Topic
Agentic AI
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July 21, 2026 · 28 min read
The Coding Assistant Is Becoming the Development System
Cursor, Claude Code, Codex, Zed, GitHub Copilot, JetBrains Air, HumanLayer, Devin Desktop, and the shift from AI IDEs to agent orchestration systems.