Skill

Local VLM image pipeline QA

QA gate for LP image batches: moondream caption + qwen2.5vl:7b photo-vs-illustration verdict over 27 generated images; enforces default-photographic policy; runs between image drivers and render_lp.py

Primitives inside (5)

llm-judge-gate-fail-open-parse gotcha-fix
If an LLM-judge gate defaults to PASS when the judge's JSON can't be parsed (fail-open), a garbled verdict never fails the gate - audit the reasons field whenever a batch looks suspiciously clean.

When: Operating an automated gate whose verdicts come from parsing LLM output.
ollama-capability-check-api-show query-shape
Before substituting a model into a vision (or other capability) slot, check its capabilities via POST /api/show - don't assume a tag supports the capability.

When: Selecting an installed Ollama model for a capability-specific role (vision, embedding, tools).
qa-gate-read-only-caller-decides discipline
A QA gate reports and exits nonzero - it never deletes, edits, or regenerates the artifacts it judges; the caller decides remediation.

When: Inserting an automated quality gate between pipeline stages.
two-pass-vlm-qa-fast-then-judge tool-sequence
Batch image QA in two local passes: a small fast VLM captions every image (alt-text candidates), then a larger VLM returns a structured JSON verdict (class check + topic match) - speed where possible, judgment where needed.

When: QA-gating a batch of generated or collected images locally at zero API cost.
vlm-photo-verdict-screenshot-boundary calibration
VLM photo-vs-illustration judges reject UI screenshots as non-photos (verified live), and stylized photos (long-exposure, heavy grading) can misclassify - slots expecting screenshots or documents need an exemption in the brief.

When: Enforcing a photographic-default style rule with a VLM verdict over image slots.

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