The gif pack now bundles a render harness rather than a bare encode helper, so the system prompt names it. It also states what the agent is actually aiming for: measurement against production runs showed the common failure is not a broken render but a technically-correct one that reads badly — subject drawn too small to recognise, action narrated in a caption instead of animated. Full findings in mort docs/audits/2026-07-24-gifsmith-quality.md.