The Repogenic Loop
The Repogenic Loop
Put the story in the repo. Let the repo drive the work.
Turn a raw Jira story into repo-aware engineering intent, execution, validation, evidence, and a stronger repository for the next feature.
The Repogenic Loop makes the repository the working center of software delivery.
Story → feature.md → Intent → Implement → Validate → Evidence → PR → Better Repo
Why it matters
Your team should not have to reinvent the engineering process for every feature.
The repo should already contain the conventions, skills, hooks, standards, templates, and automation that guide the work.
Convention defines the workflow.
Configuration defines the local rules.
AI handles the reasoning.
The result
Faster movement from request to implementation
Better consistency across developers and AI runners
Clear success criteria and traceability
Automated validation and evidence
A repository that becomes more useful with every feature
Structure the boundary, not the reasoning.
Primary CTA
Explore the Repogenic Loop
Secondary CTA
Learn Intent-Driven Engineering
with the two CTAs directly beneath the opening paragraph.
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