A Core Skill in the Age of AI Coding Agents: Writing Effective Software Specs

Drawing on 2025–2026 practices in AI coding agents and Spec-Driven Development, this article systematically explains the definition, value, essential components, workflow, and common pitfalls of a Software Spec, and provides a practical template for tools such as Claude Code, Codex CLI, and Cursor.

April 9, 2026 · 19 min · 3891 words · Andy SI
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Agent-Native Documentation Engineering: Designing Documentation for AI Coding Agent-Driven Development

Starting from how AI coding agents execute work, this article explains why agent-native documentation has evolved from reference material into infrastructure, defines the responsibilities and organization of AGENTS.md, PRD, Architecture, Spec, and Plan documents, and shows how Context Engineering and Spec-Driven Development can produce a context-efficient system that reliably directs agent behavior.

March 29, 2026 · 16 min · 3304 words · Andy SI
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How to Write Documentation for an AI Coding Agent

This article systematically reviews frontline experience from OpenAI, Anthropic, HumanLayer, and other teams documenting AI coding-agent projects. It explains why entry-point files, layered knowledge bases, state-tracking files, and local documentation directly affect Agent performance, and provides an actionable path from a minimum viable documentation system to continuous maintenance.

March 28, 2026 · 12 min · 2510 words · Andy SI
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