Audit Lofn creative runs and classify them as ship, repair, or fail.
npx skills add https://github.com/LocalSymmetry/lofn --skill lofn-qa
Please help me install this Agent Skill. Skill: lofn-qa Source: https://github.com/LocalSymmetry/lofn/tree/main/.agents/skills/lofn-qa Command: npx skills add https://github.com/LocalSymmetry/lofn --skill lofn-qa
This Skill audits completed Lofn creative pipeline outputs and determines whether they meet the strict quality gates required to ship, need repair, or must fail.
Ask the skill to audit the latest Lofn run directory and return a SHIP, REPAIR, or FAIL verdict with the required repair brief.
High-intent search queries and answers about installing and using this skill.
To validate creative pipeline outputs before delivery, audit completed runs against modality-specific gate checklists to verify continuity, prompt structure, and evidence capture, producing a clear ship, repair, or fail verdict.
Adversarial QA review for generative media pipelines is the process of validating image, music, video, and story outputs against strict gate checks to catch structural breaks, missing continuity, or low-quality runs before they ship.
You can audit a creative run directory by applying strict gate checks for pipeline continuity, modality structure, and repair routing, which returns a concise ship, repair, or fail verdict with guidance for the next action.
Pipeline QA validation does work for partial or suspicious generation runs by applying adversarial validation to verify package integrity, checking prompt structure and evidence capture to determine if the output needs repair or must fail.
You should use automated gating for creative generation pipelines immediately after an automated run to catch structural breaks, missing continuity, or low-quality outputs before delivery, ensuring package integrity across all media modalities.
LocalSymmetryGenerate Lofn creative briefs and dispatch packets for multimodal art pipelines.
linenoizeApply diagnosed code changes and verify repairs with tests.
LocalSymmetryGenerate Suno-ready music production packages from creative briefs.
peteski22Orchestrate validators on modified files and aggregate results into a pass/fail report.
