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experiments/claude_code_deepseek_v4_pro_max/reports/skills/task_group_021/fewshot/fewshot_attempt_03/SKILL.md

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# Asteria Fleet Data Quality Hub — Audit & Certification Skill

## Purpose

Reconcile, audit, and certify fleet-domain datasets published through the **Asteria Fleet Data Quality Hub** (a shared, read-only HTTP API). Produce a structured JSON certification report conforming to a supplied answer-template schema.

## When to Use

This skill applies whenever a task involves:
- An Asteria collection name, case-scope payload, and answer-template payload provided as input files (`prompt.txt`, `payloads/case_scope.json`, `payloads/answer_template.json`).
- Runtime connection details supplied in a separate `environment_access.md`.
- Instructions to query the hub, reconcile overlapping source records, compute quality/integrity metrics, assign opaque control codes, and render a certification or close decision.

## Input File Contract