Group Shareholding Topology and Double-Count Prevention
What this scenario solves
With cross-holdings inside a group, the same shares get counted twice and the effective stake comes out wrong.
Tool stack
Not the only solution, but a stack we have verified end to end. Each tool links to its full review, including who it is not for.
- 01Webb-site.comWebb-site
Public database of HK shareholdings and directorships — a mandatory cross-check source in due diligence
- 02Claude CodeAnthropic
Terminal-based coding agent that can point at any OpenAI-compatible backend
- 03OpenClaw開源社群
Open-source, skills-driven agent framework — extensively benchmarked on this site
What you end up with
A shareholding topology with layer-by-layer dilution math, double-count checkpoints, and traceable evidence for every step.
Full steps
- 01問題場景:連續多股調研中的上下文洩漏
- 02具體案例:該物業基金從股票A到股票B的遷移路徑
- 03根因分析:LLM 上下文窗口中的數據邊界模糊
- 04解決方案:子代理隔離架構的設計與實現
- 05效果驗證:子代理隔離後的數據準確性
- 06通用啟示:金融 AI 應用的可靠性設計原則
- 07教訓與反思
Articles carrying the full content
- Subagent Isolation Architecture: Reliability Lessons for AI Financial Applications, From the our HK research pipeline Data Contamination Incident to the Clean Context Design Pattern, A Complete Journey
While analyzing Stock A and Stock B back to back, Stock A's property-fund holding (carrying value HK$368 million, impairment HK$154 million — both teaching assumptions) leaked into the Stock B report. Stock B's business is consumer-goods trading and money lending; it holds no such fund at all. This is not a hallucination — it is a systemic context-contamination problem.
2026-06-0824 minRead - Webb-Site: The Essential Hidden Treasure for Hong Kong Stock Research, a One-Click Tool to Get Annual Report PDFs for All Listed Companies
David Webb's independent Hong Kong stock database webb-site.com is an overlooked treasure. It directly provides PDF links from hkexnews.hk, listing on one page all annual reports and interim reports of a company from listing to present, completely bypassing hkexnews's internal stock ID restrictions. This article includes a complete usage tutorial, a known ID mapping table, and a batch download solution.
2026-06-0810 minRead - A Map of HK Equity Research Sources: HKEX Filings, Annual Reports, and Third-Party Data
When researching an HK-listed company, where does the information come from, which sources are trustworthy, and which can only serve as leads? This article divides HK equity research sources into five credibility tiers — statutory disclosures, company-produced information, third-party databases, market data sources, and news and research reports — and provides a 'question-to-source' mapping table.
2026-09-309 minRead - Shareholding Topology and Double-Count Prevention: Computing Shareholdings Under Group Structures
Under a group structure, directly adding up the shareholding percentages of different layers is the most common — and most fatal — calculation error. Using a fictional teaching structure, this article demonstrates the layer-by-layer dilution computation of economic interest, voting attribution along the control chain, and the simultaneous solving of cross and circular shareholdings, and gives a method for building the shareholding structure into a queryable graph plus a double-count-prevention checkpoint list.
2026-09-3018 minRead
Adjacent scenarios
Other scenarios using
- Webb-site.com in other scenarios
- Claude Code in other scenarios
- OpenClaw in other scenarios
Level: Advanced · Tracks: Finance Track · Last verified: 2026-09-29