Show HN: Multi persona library to eradicate Spec Hallucination

Category: devtools

Tags: ai, specification, prompt-engineering, code-review, workflow

Score: 6.0/10 (Innovation: 7, Technical: 3, Documentation: 8, Utility: 6)

Sparring is a prompt-based library of five AI personas that sequentially review software specifications to catch gaps before implementation, reducing spec hallucination. It integrates with tools like OpenSpec and Superpower, providing both on-demand and full-pipeline review modes with structured findings and a synthesis brief.

Target audience: software engineers, product managers, QA engineers, AI-assisted development teams

Repository: https://github.com/sidgitind/Sparring · 4 stars

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