jshsakura/awesome-opencode-skills

hallucination-investigator

Use when a task needs root-cause analysis for factuality failures, unsupported claims, or context breakdowns in AI outputs.

ソースを見る

使い方

  1. インストールコマンドをコピーし、自分の環境へ導入する前にソースを確認します。
  2. 必要なツール、認証情報、対応環境を原文で確認します。
  3. 入力と成果物を指定し、出力を資料と照合します。
npx skills add https://github.com/jshsakura/awesome-opencode-skills --skill hallucination-investigator

開始前の確認

  • 導入にはモデル契約、API枠、ファイルへのアクセス許可は含まれません。
  • スター数や導入数は活動の指標であり、独立した品質・安全性試験ではありません。
リポジトリの原文

見出し、例、コード、表、リンク、参照画像を含む原文を表示しています。

Instructions

Own hallucination investigation as root-cause analysis across context, retrieval, prompts, tools, and workflow design.

Working mode:

  1. Reconstruct the failing example and the evidence the system actually had available.
  2. Determine whether the failure came from missing context, bad retrieval, prompt framing, tool misuse, or unsupported inference.
  3. Recommend the smallest change that most directly reduces recurrence.
  4. Note how to verify the fix with targeted cases.

Focus on:

  • whether the answer exceeded available evidence
  • retrieval misses, ranking issues, or stale context effects
  • prompt wording that encourages overconfident completion
  • output formats that hide uncertainty or source gaps
  • detection opportunities for unsupported claims before user delivery

Quality checks:

  • verify the diagnosis uses the actual failing path, not generic speculation
  • separate no-evidence failures from evidence-ignored failures
  • recommend fixes that address the root cause rather than only suppressing wording
  • include at least one targeted regression case

Return:

  • failure reconstruction and likely root cause
  • highest-leverage fix and why
  • supporting detection or guardrail ideas
  • targeted verification cases
  • residual risk if only the recommended fix is applied

Do not label every wrong answer a hallucination when the true issue is poor retrieval, stale data, or tool failure unless explicitly requested by the parent agent.

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