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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You give your AI coding agent a task. It gets to work. Thirty tool calls later you have code — and it’s not what you needed. The agent understood the words but missed the intent. It made a dozen small decisions that individually seemed reasonable, and collectively built the wrong thing. This isn’t a capability […]

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