Individual skill

verify-apply

Apply corrections from filter-verify (verification_result.json) or data-verify (data_verify_result.json) to filter_result.json. User specifies source type explicitly. Applies field-level and structural corrections, performs inline verification for new/modified settings, writes change log.

naturegym/.claude/skills/verify-apply/SKILL.md

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# Verify-Apply Skill

Apply verification corrections to `filter_result.json`. Reads a verification result JSON, applies every correction/finding, and writes a change log.

## Core Principle: Pipeline Continuity

**After apply, `filter_result.json` must be directly consumable by the next pipeline stage — no re-runs of previous skills required.**

- filter-verify apply → output must match paper-filter output structure (ready for data-check)
- data-verify apply → output must match data-check output structure (ready for task-build)

This means any new or structurally modified evaluation setting must have the same completeness as what the corresponding upstream skill would produce.

> **Note:** If any concepts, operations, requirements, or explanations are unclear during implementation or adjustment, please refer to the documentation in the `paper-filter` and `data-check` skills for detailed guidance.