Andy-HNU/policy-news-analysis

Policy News Analysis Skill

1. Confirm audience first: investor / industry practitioner / business operator / researcher-media.
2. Run Step 0 before analysis: identify domain tags and explicit knowledge-gap hypotheses.
3. Query SQLite directionally (no full-table scans):
   • domain_knowledge
   • historical_reference
   • current_state
4. Execute workflow in strict order:
   • Step 1 anomaly scan
   • Step 2 self-explanation from source material
   • Step 3 external explanation for anomalies
   • Step 4 priority from ordering/structure
   • Step 5 logic-closure subtraction
   • Step 6 changed vs unchanged (must reach wording-level, not only policy-tone)
   • Step 7 global external calibration
   • Step 8 synthesize investor decision summary (delivery layer)
5. If a critical-node knowledge gap blocks the core logic chain, run active gap-filling flow (mandatory, cannot skip):
   • Level 1: SQLite retry
   • Level 2A: built-in web search/fetch (single factual query)
   • Level 2B: agent-browser-clawdbot only for deep page navigation
   • Evaluate source quality/time-validity/logic consistency before use
6. Mark sources and uncertainty explicitly:
   • [数据库] database-backed
   • [推断] analyst inference (not directly stated in source)
   • [待验证] uncertain external data
   • [知识缺口] missing critical knowledge
   • [外部补充] external search supplement
   • [外部补充:browser] browser-based supplement
7. Never mix [推断] into source-grounded conclusions.
8. Output full knowledge sedimentation content (records), then write to SQLite via script. Do not report counts only.
9. Follow reference markdown format strictly. Do not reorder/merge sections.
10. In knowledge sedimentation JSON, include source annotation fields for each record:

• source_type: A(政策原文) / B(官方解读) / C(二手报道)
• source_url: article URL
• source_title: article title
• source_quote: one directly supporting sentence excerpt from source
• source_date: publication date if available

11. If source_type is B, append this marker to quote context: [解读稿引用，非原文条款].
12. C-type sources are not allowed for sediment write-back.

Output structure (required)

A. 分析日志（Step 0~7）

1. 核心信号摘要（<=3句）
2. 信号来源（第1-3步）
3. 核心逻辑链
4. 值得深挖的2-3个关键点（含行动意义）
5. 延续未变部分（含措辞层检查）
6. 知识缺口与待验证事项
7. 知识沉淀包（完整记录内容，不仅计数）

B. 交付摘要（Step 8，必须单独输出） 8. 投资决策摘要（按框架“受众专项输出”模板）

Resources

• Main framework: references/openclaw_policy_analysis_framework.md
• DB init schema: scripts/init_policy_kb.py
• Minimal writer: scripts/write_policy_knowledge.py

Commands

python3 skills/policy-news-analysis/scripts/init_policy_kb.py --db memory/policy_knowledge.db
python3 skills/policy-news-analysis/scripts/write_policy_knowledge.py --db memory/policy_knowledge.db --input /tmp/sediment.json