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validation

Use this skill when working on MLXR runtime debugging, log triage, validation discipline, benchmark-backed claims, or deciding whether runtime behavior is strong enough to count as evidence rather than a one-off run.

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numman-ali/mlxr
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SKILL.md
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name
validation
description
Use this skill when working on MLXR runtime debugging, log triage, validation discipline, benchmark-backed claims, or deciding whether runtime behavior is strong enough to count as evidence rather than a one-off run.
# Validation Use this skill for the narrow slice that sits beyond the normal dev loop: - debugging runtime behavior - inspecting logs after source, artifact, or daemon changes - validating whether a claim is benchmark-grade or still provisional - triaging whether a behavior is a platform truth, a family quirk, or a likely bug Do not use this skill for the common implementation path. The default loop still lives in `AGENTS.md`, `MEMORY.md`, and `docs/dev-harness.md`. For real `LTX-2.3` fidelity bring-up and stage-local smoke debugging, use the dedicated `ltx-fidelity-debugging` skill instead of stretching this generic validation overlay. ## Default workflow 1. Run the repo harness first: - `uv run python scripts/dev.py verify` - `uv run python scripts/dev.py logs --tail 120` 2. Inspect the relevant platform docs before interpreting results. 3. When a promoted clip or showcase result depends on semantic correctness, run `scripts/gemini_describe_video.py` as an automated semantic cross-check and keep the parsed XML review with the receipt. 4. Distinguish between: - implementation bug - missing benchmark evidence - stale docs - still-open architecture question 5. If the result is still uncertain, downgrade the claim instead of over-stating it. ## What to load - For benchmark strength and freeze criteria: - `docs/benchmark-matrix.md` - `docs/research/09-open-questions-and-validation-plan.md` - For runtime and scheduler interpretation: - `docs/technical-design.md` - `docs/research/05-optimization-playbook.md` - For LTX-specific runtime pressure: - `docs/research/07-ltx-integration-seams.md` ## Validation rules - Prefer measured local evidence over inferred explanations. - Separate model behavior, output-path behavior, and harness behavior. - Treat logs as evidence, not decoration. - Do not promote a result to a stable claim if it still depends on one machine, one family, or one narrow path.
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