Multimodal LLMs: The New Engine of Event-Driven Quant
From K-line curves to real-world events โ the technical path, data moats and adoption pace of the new quant paradigm.
2026-08-18Dynamic view of rally and sell-off drivers for Fire Equipment and Energy, from knowledge graphs and validation reports.
Major fire โ market re-prices safety spending. Case: Hong Kong Wang Fuk Court fire (2025-11-26) Qingniao limit-up +10.03%; Qinhuangdao fire (2026-08) Qingniao/Guoanda named beneficiaries.
Forced installation + budget โ rigid demand. Case: State Council 2026 No.6 mandates alarms; 200B CNY special bonds for fire equipment.
Storage/data-center fire configuration. Case: Qingniao storage orders 160M+ CNY (nearly doubled), data-center 170M+.
High-premium M&A โ impairment โ huge losses. Case: Tianguang Zhongmao 1.297B CNY impairment, delisted 2020, -93% from peak.
Weaker commercial demand. Case: Qingniao domestic commercial revenue 2.919B CNY, -10.77% YoY.
Counterfeit exposure โ sector discount. Case: Shanghai Weiji fake extinguishers sentenced; Qingniao shareholder cashed out 233M in 80 days.
Key transmission paths driving fire-equipment stock moves โ full logic from cause to market impact.
Supply tightens โ oil up. Case: 2025-11 OPEC+ pause, PetroChina +4.48% fresh high; 2026-08 Hormuz blockade, WTI >$82.
Coal prices stabilize. Case: 2025-07 NEA audits 8 provinces, Coal index +6.18%, Shanxi Coking Coal limit-up.
Case: storage action plan CATL +14%; 10 nuclear units approved CGN HK +130%; lithium futures >94K/ton.
Earnings kill. Case: 2020-04 negative oil, PetroChina Q1 -16.23B CNY; 2025-04 PetroChina near limit-down.
Solar systemic losses. Case: 2024 solar 31 majors lost 57.47B CNY; JA Solar -80%+ market cap.
Price "black swan". Case: 2025-12 contract price miss, GD Power -7.96%, Huaneng -5%+.
Key transmission paths driving energy stock moves โ full logic from cause to market impact.
From K-line curves to real-world events โ the technical path, data moats and adoption pace of the new quant paradigm.
2026-08-18Observe โ decide โ feedback โ update: RL engineering in non-stationary markets and lessons learned.
2026-08-12Why generic LLMs fall short โ and how graph retrieval + vectorization builds explainable, continuously updated research.
2026-08-05Goldman Sachs and Morgan Stanley are investing heavily in multimodal quant LLMs. China's AI quant is at a critical window from stage zero to practical use.
2026-07-28Event heat 90, impact weight 83 โ how an AI knowledge graph quantifies a stock's decline probability from a single short video.
2026-07-20First 500 trial users recruited โ full-industry event alerts across A-shares, delivered by SMS/WeChat in real time, 30-day free trial.
2026-08-05Event โ sector โ target: explainable AI investment logic. Industry knowledge graphs are core infrastructure for event-driven quant.
2026-07-12US stock events โ A-share linkage: cross-market, multilingual event monitoring is the next core moat.
2026-07-02Nurture 100 agents, serve 40 million investors, open 31 holding subsidiaries โ from national coverage to globalization.
2026-06-25Supply-chain causal graphs for commodities and global tech leaders.
Global bond market causal knowledge graphs
ๆฅ็ๅพ่ฐฑ โ ๐ฐGlobal fund products causal knowledge graphs
ๆฅ็ๅพ่ฐฑ โ ๐Global futures contracts causal knowledge graphs
ๆฅ็ๅพ่ฐฑ โ ๐ฏGlobal options contracts causal knowledge graphs
ๆฅ็ๅพ่ฐฑ โ ๐ฑGlobal currency causal knowledge graphs
View Graph โ ๐ขREITs causal graphs across global markets
View Graph โ โ๏ธCoal price causal knowledge graph
View Graph โ ๐ฅNatural gas causal knowledge graph
View Graph โ ๐ข๏ธOil price causal knowledge graph
View Graph โ ๐ฅGold price causal knowledge graph
View Graph โ ๐ชMicrosoft supply-chain causal graph
View Graph โ ๐ฆAmazon supply-chain causal graph
View Graph โ ๐Meta Platforms supply-chain causal graph
View Graph โ ๐Alphabet (Google) supply-chain causal graph
View Graph โ ๐ฎNVIDIA supply-chain causal graph
View Graph โ ๐Apple (AAPL) supply-chain causal graph
View Graph โ24 event-driven industry knowledge graphs โ causal chains behind stock moves. Click to open the full graph (new tab).
Event-driven causal knowledge graph ยท Fire Equipment
View Graph โ โกEvent-driven causal knowledge graph ยท Electric Power
View Graph โ ๐ข๏ธEvent-driven causal knowledge graph ยท Oil & Gas
View Graph โ ๐Event-driven causal knowledge graph ยท Battery
View Graph โ ๐ฅEvent-driven causal knowledge graph ยท Precious Metals
View Graph โ ๐Event-driven causal knowledge graph ยท Farming
View Graph โ ๐ฅEvent-driven causal knowledge graph ยท Medical Devices
View Graph โ ๐งดEvent-driven causal knowledge graph ยท Personal Care
View Graph โ โฝEvent-driven causal knowledge graph ยท Sports
View Graph โ ๐ก๏ธEvent-driven causal knowledge graph ยท Insurance
View Graph โ ๐Event-driven causal knowledge graph ยท Publishing
View Graph โ ๐งชEvent-driven causal knowledge graph ยท Chemical Materials
View Graph โ ๐ขEvent-driven causal knowledge graph ยท Advertising
View Graph โ ๐Event-driven causal knowledge graph ยท Education
View Graph โ ๐๏ธEvent-driven causal knowledge graph ยท Tourism
View Graph โ ๐Event-driven causal knowledge graph ยท Apparel
View Graph โ ๐Event-driven causal knowledge graph ยท Fishery
View Graph โ ๐ฎEvent-driven causal knowledge graph ยท Gaming
View Graph โ ๐๏ธEvent-driven causal knowledge graph ยท Building Materials
View Graph โ ๐๏ธEvent-driven causal knowledge graph ยท Interior Decoration
View Graph โ ๐จEvent-driven causal knowledge graph ยท Hotel
View Graph โ ๐Event-driven causal knowledge graph ยท Railway & Highway
View Graph โ ๐ฆEvent-driven causal knowledge graph ยท Qingniao Smart
View Graph โ ๐งฑEvent-driven causal knowledge graph ยท Non-metal Materials
View Graph โFortune 500 profiles plus enterprise knowledge graphs for 26 countries and regions across five continents. Pick a country to explore its companies.
Fortune US 500 company profiles and causal chains
US companies on the Global 500 list
Global 500 companies and competitive landscape
China Top 500 companies and causal chains
All listed companies in mainland China
Enter โ ๐5,300+ listed companies, 31 sectors (2026 edition)
Enter โ ๐ญ๐ฐAll listed companies in Hong Kong
Enter โ ๐ฏ๐ตAll listed companies in Japan
Enter โ ๐น๐ผTWSE + TPEx ยท 1,053 companies
Enter โ ๐ฐ๐ท2,631 companies ยท 10 sectors
Enter โ ๐ธ๐ฌ653 companies ยท 29 sectors
Enter โ ๐ฎ๐ณ1,398 companies ยท 10 sectors
Enter โ ๐น๐ญ717 companies ยท 27 sectors
Enter โ ๐ฒ๐พ1,036 companies ยท 9 sectors
Enter โ ๐ป๐ณ468 companies ยท 9 sectors
Enter โ ๐ฎ๐ฑ538 companies ยท 11 sectors
Enter โ ๐ฆ๐ช167 companies ยท 12 sectors
Enter โ ๐ธ๐ฆ388 companies ยท 11 sectors
Enter โ ๐ฎ๐ฉ94 companies ยท 16 sectors
Enter โ ๐น๐ท109 companies ยท 11 sectors
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Enter โ ๐ฉ๐ช1,295 companies ยท 14 sectors
Enter โ ๐ซ๐ท707 companies ยท 13 sectors
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