Rethinking Jira, Confluence, and Git for Multi-Layer Products Software teams have spent the last decade debating where requirements should live. Jira and Confluence became the default answer for most organizations — until AI-assisted development started exposing real cracks in that model. With coding agents now consuming, generating, and acting on requirements directly, it’s worth revisiting […]

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Spec-driven development treats a structured specification—not the codebase—as the system of record. This post maps who does what when you work that way: from turning product intent into an agent-readable spec, through API contracts and UI rules, to validation that implementation still matches what you wrote down. Table of contents Overview Spec-driven development (SDD) is […]

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