{ "generated_at": "2026-06-03T18:43:50+08:00", "sources": { "latest_data_date": "2026-06-03", "rotation_chart": "assets/rotation-1780483418.png", "market_universe": "AI infrastructure, AI applications, Physical AI, power and energy chains" }, "signal": { "title": "硬件链继续占优", "title_en": "Hardware chain remains ahead", "body": "硬件 20 日相对软件 +8.2%；1 日相对差 +4.2%。", "body_en": "Hardware 20-day return versus software: +8.2%; 1-day spread: +4.2%.", "tone": "positive", "freshness_status": "fresh", "spread_20": 0.0817012711628934, "spread_1": 0.041834401994142095 }, "strategic_context": [ { "horizon": "now", "title": "轮动消化期", "title_en": "Rotation and digestion window", "summary": "5月强势主线容易出现拥挤消化；重点观察硬件、软件、应用和电力冷却之间的相对强弱。", "summary_en": "After strong May moves, crowded leaders often digest; track relative strength across hardware, software, apps and power/cooling.", "signal_use": "作为仓位节奏和追涨/抄底阈值的背景变量，不单独触发买入。", "signal_use_en": "Use as context for pacing, chase and dip thresholds; not a standalone buy trigger.", "watch_items": "硬件-软件相对强弱、上涨广度、VIX、利率、美元、AI capex和订单验证。", "watch_items_en": "Hardware/software relative strength, breadth, VIX, rates, dollar, AI capex and order validation." }, { "horizon": "next", "title": "下一阶段：夏季科技窗口", "title_en": "Next phase: Summer tech window", "summary": "历史上科技股常有较强季节性，但只有在财报预期和AI资本开支未被证伪时才有参考价值。", "summary_en": "Tech often has supportive seasonality, but it only matters if earnings expectations and AI capex are not being invalidated.", "signal_use": "如果当前主线未被证伪，用于规划下一轮验证清单和现金使用节奏。", "signal_use_en": "If the current theme is not invalidated, use it to plan the next evidence checklist and cash deployment cadence.", "watch_items": "财报预期、产业链交期、库存、ASP、客户认证和估值分位。", "watch_items_en": "Earnings expectations, lead times, inventory, ASP, customer validation and valuation percentile." }, { "horizon": "structural", "title": "AI 主线仍按上游传导验证", "title_en": "AI thesis still validates through upstream transmission", "summary": "算力需求先传导到GPU/HBM/网络，再扩散到PCB、光链、电力、液冷、MLCC、连接器和软件应用；越下游越需要订单和收入验证。", "summary_en": "Compute demand transmits from GPU/HBM/network into PCB, optical links, power, cooling, MLCC, connectors and software apps; downstream claims need order and revenue validation.", "signal_use": "帮助判断一只股票是主线扩散、补涨、还是纯叙事交易。", "signal_use_en": "Helps classify a move as thesis broadening, catch-up trade or pure narrative trading.", "watch_items": "订单、产能、ASP、交期、客户验证、收入预期和毛利率。", "watch_items_en": "Orders, capacity, ASP, lead times, customer validation, revenue expectations and gross margin." }, { "horizon": "risk", "title": "季节性必须被证据约束", "title_en": "Seasonality must be constrained by evidence", "summary": "季节性只能提高或降低信号权重，不能替代价格、业绩、供需和估值；如果宏观风险或主线证伪，季节性信号自动降权。", "summary_en": "Seasonality can adjust signal weight but cannot replace price action, earnings, supply-demand and valuation; it is downgraded when macro risk rises or the thesis is invalidated.", "signal_use": "用于提醒用户不要把历史节奏误读成确定性预测。", "signal_use_en": "Prevents users from treating historical rhythm as a deterministic forecast.", "watch_items": "VIX、信用利差、美元/日元/离岸人民币、油铜金、指数回撤和成交量。", "watch_items_en": "VIX, credit spreads, USD/JPY/CNH, oil/copper/gold, index drawdowns and volume." } ], "freshness_alerts": [ { "source_type": "market", "source": "mega7_ai_platform", "status": "stale", "severity": "warning", "reason": "today_quote_ratio below 50%; short-term price and volume signals are downgraded.", "observed_value": 0.0 } ], "basket": [ { "basket": "device_platform", "name_count": 1, "today_quote_ratio": 1.0, "mean_return_1d": -0.0351114385, "advancing_ratio_1d": 0.0, "mean_return_20d": -0.0617202607, "mean_return_60d": -0.106875, "median_volume_ratio_20d_vs_prev60d": 0.9098429935 }, { "basket": "hardware_infra", "name_count": 45, "today_quote_ratio": 0.6444444444, "mean_return_1d": 0.0106501662, "advancing_ratio_1d": 0.6666666667, "mean_return_20d": 0.1128096733, "mean_return_60d": 0.635290242, "median_volume_ratio_20d_vs_prev60d": 1.2371646806 }, { "basket": "mega7_ai_platform", "name_count": 7, "today_quote_ratio": 0.0, "mean_return_1d": -0.0088723725, "advancing_ratio_1d": 0.2857142857, "mean_return_20d": 0.0391267662, "mean_return_60d": 0.1380794799, "median_volume_ratio_20d_vs_prev60d": 1.0052680614 }, { "basket": "software_model_app", "name_count": 16, "today_quote_ratio": 1.0, "mean_return_1d": -0.0311842358, "advancing_ratio_1d": 0.1875, "mean_return_20d": 0.0311084022, "mean_return_60d": 0.1747209815, "median_volume_ratio_20d_vs_prev60d": 1.1818908396 } ], "gainers": [ { "ticker": "688498.SH", "name": "Yuanjie / 源杰科技", "basket": "hardware_infra", "segment": "Optical/network / Laser chips", "market_valuation_context": "A-share theme premium", "market_valuation_note": "Domestic substitution and theme liquidity can re-rate quickly; de-rating risk is higher when evidence is thin.", "return_1d": 0.1641298524, "return_20d": 0.330657473, "volume_shock_vs_20d": 1.3389816681, "last_bar_date": "2026-06-03" }, { "ticker": "CAMT", "name": "Camtek", "basket": "hardware_infra", "segment": "Advanced packaging/test / Inspection", "market_valuation_context": "US premium", "market_valuation_note": "Global liquidity and growth-multiple market; proof quality must justify premium valuation.", "return_1d": 0.1497946178, "return_20d": 0.0263258339, "volume_shock_vs_20d": 2.3077836792, "last_bar_date": "2026-06-02" }, { "ticker": "FN", "name": "Fabrinet", "basket": "hardware_infra", "segment": "Optical/network / Optical module manufacturing", "market_valuation_context": "US premium", "market_valuation_note": "Global liquidity and growth-multiple market; proof quality must justify premium valuation.", "return_1d": 0.1265345082, "return_20d": -0.0232515855, "volume_shock_vs_20d": 1.0082607432, "last_bar_date": "2026-06-02" }, { "ticker": "5991.T", "name": "NHK Spring", "basket": "hardware_infra", "segment": "Storage / HDD suspension", "market_valuation_context": "Japan quality discount", "market_valuation_note": "Quality, order visibility and industrial depth can be undervalued relative to hype-heavy markets.", "return_1d": 0.0947075209, "return_20d": 0.4303912648, "volume_shock_vs_20d": 1.0705493609, "last_bar_date": "2026-06-03" }, { "ticker": "FORM", "name": "FormFactor", "basket": "hardware_infra", "segment": "Advanced packaging/test / Probe cards", "market_valuation_context": "US premium", "market_valuation_note": "Global liquidity and growth-multiple market; proof quality must justify premium valuation.", "return_1d": 0.0872512413, "return_20d": -0.0689141583, "volume_shock_vs_20d": 0.6747639621, "last_bar_date": "2026-06-02" }, { "ticker": "ONTO", "name": "Onto Innovation", "basket": "hardware_infra", "segment": "Advanced packaging/test / Metrology/inspection", "market_valuation_context": "US premium", "market_valuation_note": "Global liquidity and growth-multiple market; proof quality must justify premium valuation.", "return_1d": 0.0872472438, "return_20d": -0.0718744406, "volume_shock_vs_20d": 1.4734935792, "last_bar_date": "2026-06-02" }, { "ticker": "06088.HK", "name": "FIT Hon Teng", "basket": "hardware_infra", "segment": "Optical/network / AI server interconnect/liquid cooling connectors", "market_valuation_context": "HK discount", "market_valuation_note": "Liquidity, holding-company and geopolitical discounts can persist despite improving fundamentals.", "return_1d": 0.0705623293, "return_20d": 0.2092154823, "volume_shock_vs_20d": 1.4204769119, "last_bar_date": "2026-06-03" }, { "ticker": "6223.TW", "name": "MPI", "basket": "hardware_infra", "segment": "Advanced packaging/test / Probe cards", "market_valuation_context": "Taiwan supply-chain premium", "market_valuation_note": "AI supply-chain purity can earn a premium, but monthly revenue and customer concentration matter.", "return_1d": 0.0698096102, "return_20d": 0.1919191919, "volume_shock_vs_20d": 0.6611868961, "last_bar_date": "2026-06-03" }, { "ticker": "603083.SH", "name": "Cambridge Industries / 剑桥科技", "basket": "hardware_infra", "segment": "Optical/network / Optical modules", "market_valuation_context": "A-share theme premium", "market_valuation_note": "Domestic substitution and theme liquidity can re-rate quickly; de-rating risk is higher when evidence is thin.", "return_1d": 0.0671582485, "return_20d": 0.1304541827, "volume_shock_vs_20d": 1.4268506708, "last_bar_date": "2026-06-03" }, { "ticker": "6315.T", "name": "TOWA", "basket": "hardware_infra", "segment": "Advanced packaging / Molding equipment", "market_valuation_context": "Japan quality discount", "market_valuation_note": "Quality, order visibility and industrial depth can be undervalued relative to hype-heavy markets.", "return_1d": 0.0589481115, "return_20d": -0.0163934426, "volume_shock_vs_20d": 0.8328435734, "last_bar_date": "2026-06-03" } ], "volume": [ { "ticker": "01760.HK", "name": "Intron Technology", "basket": "hardware_infra", "segment": "electronics/auto controller", "market_valuation_context": "HK discount", "market_valuation_note": "Liquidity, holding-company and geopolitical discounts can persist despite improving fundamentals.", "return_1d": -0.0049751197, "return_20d": 0.0309278046, "volume_shock_vs_20d": 4.8125384143, "last_bar_date": "2026-06-03" }, { "ticker": "CAMT", "name": "Camtek", "basket": "hardware_infra", "segment": "Advanced packaging/test / Inspection", "market_valuation_context": "US premium", "market_valuation_note": "Global liquidity and growth-multiple market; proof quality must justify premium valuation.", "return_1d": 0.1497946178, "return_20d": 0.0263258339, "volume_shock_vs_20d": 2.3077836792, "last_bar_date": "2026-06-02" }, { "ticker": "GOOGL", "name": "Alphabet", "basket": "mega7_ai_platform", "segment": "Google Cloud + Gemini + TPU capex", "market_valuation_context": "US premium", "market_valuation_note": "Global liquidity and growth-multiple market; proof quality must justify premium valuation.", "return_1d": -0.0385790454, "return_20d": -0.0558382257, "volume_shock_vs_20d": 1.7628282311, "last_bar_date": "2026-06-02" }, { "ticker": "03888.HK", "name": "金山软件", "basket": "software_model_app", "segment": "WPS AI + office productivity + games", "market_valuation_context": "HK discount", "market_valuation_note": "Liquidity, holding-company and geopolitical discounts can persist despite improving fundamentals.", "return_1d": -0.0501274796, "return_20d": -0.0158450407, "volume_shock_vs_20d": 1.6095431213, "last_bar_date": "2026-06-03" }, { "ticker": "02013.HK", "name": "微盟集团", "basket": "software_model_app", "segment": "AI SaaS/merchant agent", "market_valuation_context": "HK discount", "market_valuation_note": "Liquidity, holding-company and geopolitical discounts can persist despite improving fundamentals.", "return_1d": -0.0588235118, "return_20d": -0.0335570532, "volume_shock_vs_20d": 1.5935517095, "last_bar_date": "2026-06-03" }, { "ticker": "4967.TW", "name": "Team Group", "basket": "hardware_infra", "segment": "Storage / Memory modules/SSD", "market_valuation_context": "Taiwan supply-chain premium", "market_valuation_note": "AI supply-chain purity can earn a premium, but monthly revenue and customer concentration matter.", "return_1d": -0.0180623974, "return_20d": 0.0033557047, "volume_shock_vs_20d": 1.548158966, "last_bar_date": "2026-06-03" }, { "ticker": "002028.SZ", "name": "Sieyuan Electric / 思源电气", "basket": "hardware_infra", "segment": "Power/cooling / Switchgear/transformers", "market_valuation_context": "A-share theme premium", "market_valuation_note": "Domestic substitution and theme liquidity can re-rate quickly; de-rating risk is higher when evidence is thin.", "return_1d": -0.0588549184, "return_20d": -0.0576213592, "volume_shock_vs_20d": 1.500982799, "last_bar_date": "2026-06-03" }, { "ticker": "MXL", "name": "MaxLinear", "basket": "hardware_infra", "segment": "Optical/network / 1.6T PHY/DSP", "market_valuation_context": "US premium", "market_valuation_note": "Global liquidity and growth-multiple market; proof quality must justify premium valuation.", "return_1d": 0.0293400968, "return_20d": 0.1362006769, "volume_shock_vs_20d": 1.4997808929, "last_bar_date": "2026-06-02" }, { "ticker": "ONTO", "name": "Onto Innovation", "basket": "hardware_infra", "segment": "Advanced packaging/test / Metrology/inspection", "market_valuation_context": "US premium", "market_valuation_note": "Global liquidity and growth-multiple market; proof quality must justify premium valuation.", "return_1d": 0.0872472438, "return_20d": -0.0718744406, "volume_shock_vs_20d": 1.4734935792, "last_bar_date": "2026-06-02" }, { "ticker": "603083.SH", "name": "Cambridge Industries / 剑桥科技", "basket": "hardware_infra", "segment": "Optical/network / Optical modules", "market_valuation_context": "A-share theme premium", "market_valuation_note": "Domestic substitution and theme liquidity can re-rate quickly; de-rating risk is higher when evidence is thin.", "return_1d": 0.0671582485, "return_20d": 0.1304541827, "volume_shock_vs_20d": 1.4268506708, "last_bar_date": "2026-06-03" } ], "watchlist": [ { "ticker": "8299.TWO", "company": "Phison", "chain": "Storage", "subchain": "SSD controller/turnkey eSSD", "market_valuation_context": "Taiwan supply-chain premium", "market_valuation_note": "AI supply-chain purity can earn a premium, but monthly revenue and customer concentration matter.", "research_gap_score": 22.35, "decision_bucket": "继续深挖", "required_next_evidence": "enterprise SSD收入占比；NAND LTA/预付款；库存/应收/短债是否转现金流；PCIe 6/7 controller样品", "source_name": null, "source_timestamp": null, "source_confidence": null, "orders_signal": null, "capacity_signal": null, "asp_signal": null, "eps_revenue_expectation": null, "missing_expectation_reason": "Missing orders/capacity/ASP/EPS or revenue expectation evidence; requires primary-source validation.", "expectation_status": "missing_reason", "filing_timestamp": "", "evidence_timestamp": null, "data_freshness_status": "unknown", "freshness_reason": "No evidence timestamp supplied; refresh required before treating as a current signal." }, { "ticker": "002028.SZ", "company": "Sieyuan Electric / 思源电气", "chain": "Power/cooling", "subchain": "Switchgear/transformers", "market_valuation_context": "A-share theme premium", "market_valuation_note": "Domestic substitution and theme liquidity can re-rate quickly; de-rating risk is higher when evidence is thin.", "research_gap_score": 20.7, "decision_bucket": "继续深挖", "required_next_evidence": "2026 new orders vs RMB 37.5bn target; overseas margin and collection; inventory to revenue; deducting non-recurring profit growth", "source_name": null, "source_timestamp": null, "source_confidence": null, "orders_signal": null, "capacity_signal": null, "asp_signal": null, "eps_revenue_expectation": null, "missing_expectation_reason": "Missing orders/capacity/ASP/EPS or revenue expectation evidence; requires primary-source validation.", "expectation_status": "missing_reason", "filing_timestamp": "", "evidence_timestamp": null, "data_freshness_status": "unknown", "freshness_reason": "No evidence timestamp supplied; refresh required before treating as a current signal." }, { "ticker": "5991.T", "company": "NHK Spring", "chain": "Storage", "subchain": "HDD suspension", "market_valuation_context": "Japan quality discount", "market_valuation_note": "Quality, order visibility and industrial depth can be undervalued relative to hype-heavy markets.", "research_gap_score": 20.33, "decision_bucket": "继续深挖", "required_next_evidence": "HDD suspension收入/利润拆分；FY2027指引兑现；STX/WDC nearline出货；汽车业务拖累", "source_name": null, "source_timestamp": null, "source_confidence": null, "orders_signal": null, "capacity_signal": null, "asp_signal": null, "eps_revenue_expectation": null, "missing_expectation_reason": "Missing orders/capacity/ASP/EPS or revenue expectation evidence; requires primary-source validation.", "expectation_status": "missing_reason", "filing_timestamp": "", "evidence_timestamp": null, "data_freshness_status": "unknown", "freshness_reason": "No evidence timestamp supplied; refresh required before treating as a current signal." }, { "ticker": "6515.TW", "company": "WinWay", "chain": "Advanced packaging/test", "subchain": "Test sockets/MEMS probe cards", "market_valuation_context": "Taiwan supply-chain premium", "market_valuation_note": "AI supply-chain purity can earn a premium, but monthly revenue and customer concentration matter.", "research_gap_score": 19.9, "decision_bucket": "观察", "required_next_evidence": "new capacity ramp from 30% toward 40%; AI/HPC customer mix; Q2/Q3 margin after expansion; receivables/inventory", "source_name": null, "source_timestamp": null, "source_confidence": null, "orders_signal": null, "capacity_signal": null, "asp_signal": null, "eps_revenue_expectation": null, "missing_expectation_reason": "Missing orders/capacity/ASP/EPS or revenue expectation evidence; requires primary-source validation.", "expectation_status": "missing_reason", "filing_timestamp": "", "evidence_timestamp": null, "data_freshness_status": "unknown", "freshness_reason": "No evidence timestamp supplied; refresh required before treating as a current signal." }, { "ticker": "6504.T", "company": "Fuji Electric", "chain": "Power/cooling", "subchain": "UPS/power semis", "market_valuation_context": "Japan quality discount", "market_valuation_note": "Quality, order visibility and industrial depth can be undervalued relative to hype-heavy markets.", "research_gap_score": 19.5, "decision_bucket": "继续深挖", "required_next_evidence": "Energy segment FY2027 sales/OP; overseas data-center orders; UPS/substation delivery; semiconductor segment drag", "source_name": null, "source_timestamp": null, "source_confidence": null, "orders_signal": null, "capacity_signal": null, "asp_signal": null, "eps_revenue_expectation": null, "missing_expectation_reason": "Missing orders/capacity/ASP/EPS or revenue expectation evidence; requires primary-source validation.", "expectation_status": "missing_reason", "filing_timestamp": "", "evidence_timestamp": null, "data_freshness_status": "unknown", "freshness_reason": "No evidence timestamp supplied; refresh required before treating as a current signal." }, { "ticker": "06088.HK", "company": "FIT Hon Teng", "chain": "Optical/network", "subchain": "AI server interconnect/liquid cooling connectors", "market_valuation_context": "HK discount", "market_valuation_note": "Liquidity, holding-company and geopolitical discounts can persist despite improving fundamentals.", "research_gap_score": 19.24, "decision_bucket": "继续深挖", "required_next_evidence": "Cloud/DC收入占比、Ccloud/POET 800G/1.6T量产、毛利率、Hon Hai关联交易、外部AI客户", "source_name": null, "source_timestamp": null, "source_confidence": null, "orders_signal": null, "capacity_signal": null, "asp_signal": null, "eps_revenue_expectation": null, "missing_expectation_reason": "Missing orders/capacity/ASP/EPS or revenue expectation evidence; requires primary-source validation.", "expectation_status": "missing_reason", "filing_timestamp": "", "evidence_timestamp": null, "data_freshness_status": "unknown", "freshness_reason": "No evidence timestamp supplied; refresh required before treating as a current signal." }, { "ticker": "010120.KS", "company": "LS Electric", "chain": "Power/cooling", "subchain": "Switchgear/automation", "market_valuation_context": "Korea cycle discount", "market_valuation_note": "Memory and component names often trade on ASP, inventory and capex-cycle expectations.", "research_gap_score": 19.15, "decision_bucket": "继续深挖", "required_next_evidence": "HV TR backlog conversion; SWGR backlog; North America AIDC orders; copper/silver cost pass-through; net debt", "source_name": null, "source_timestamp": null, "source_confidence": null, "orders_signal": null, "capacity_signal": null, "asp_signal": null, "eps_revenue_expectation": null, "missing_expectation_reason": "Missing orders/capacity/ASP/EPS or revenue expectation evidence; requires primary-source validation.", "expectation_status": "missing_reason", "filing_timestamp": "", "evidence_timestamp": null, "data_freshness_status": "unknown", "freshness_reason": "No evidence timestamp supplied; refresh required before treating as a current signal." }, { "ticker": "3105.TWO", "company": "WIN Semiconductors", "chain": "Optical/network", "subchain": "GaAs/InP foundry", "market_valuation_context": "Taiwan supply-chain premium", "market_valuation_note": "AI supply-chain purity can earn a premium, but monthly revenue and customer concentration matter.", "research_gap_score": 18.9, "decision_bucket": "观察", "required_next_evidence": "Infrastructure/datacenter收入拆分、optical segment从3D sensing转向AI optical、稼动率和毛利率", "source_name": null, "source_timestamp": null, "source_confidence": null, "orders_signal": null, "capacity_signal": null, "asp_signal": null, "eps_revenue_expectation": null, "missing_expectation_reason": "Missing orders/capacity/ASP/EPS or revenue expectation evidence; requires primary-source validation.", "expectation_status": "missing_reason", "filing_timestamp": "", "evidence_timestamp": null, "data_freshness_status": "unknown", "freshness_reason": "No evidence timestamp supplied; refresh required before treating as a current signal." }, { "ticker": "BESI.AS", "company": "BE Semiconductor", "chain": "Advanced packaging", "subchain": "Hybrid bonding/TCB", "market_valuation_context": "Europe industrial premium", "market_valuation_note": "Industrial quality and scarcity can support premium multiples when order visibility is strong.", "research_gap_score": 18.7, "decision_bucket": "观察", "required_next_evidence": "repeat hybrid bonding orders; memory customer adoption; 2027-2030 volume timing; order book conversion", "source_name": null, "source_timestamp": null, "source_confidence": null, "orders_signal": null, "capacity_signal": null, "asp_signal": null, "eps_revenue_expectation": null, "missing_expectation_reason": "Missing orders/capacity/ASP/EPS or revenue expectation evidence; requires primary-source validation.", "expectation_status": "missing_reason", "filing_timestamp": "", "evidence_timestamp": null, "data_freshness_status": "unknown", "freshness_reason": "No evidence timestamp supplied; refresh required before treating as a current signal." }, { "ticker": "2802.T", "company": "Ajinomoto", "chain": "Advanced packaging", "subchain": "ABF film", "market_valuation_context": "Japan quality discount", "market_valuation_note": "Quality, order visibility and industrial depth can be undervalued relative to hype-heavy markets.", "research_gap_score": 18.4, "decision_bucket": "继续深挖", "required_next_evidence": "Functional Materials/ABF pricing; capacity additions; FY2026 Healthcare/Others sales/profit; activist portfolio actions", "source_name": null, "source_timestamp": null, "source_confidence": null, "orders_signal": null, "capacity_signal": null, "asp_signal": null, "eps_revenue_expectation": null, "missing_expectation_reason": "Missing orders/capacity/ASP/EPS or revenue expectation evidence; requires primary-source validation.", "expectation_status": "missing_reason", "filing_timestamp": "", "evidence_timestamp": null, "data_freshness_status": "unknown", "freshness_reason": "No evidence timestamp supplied; refresh required before treating as a current signal." }, { "ticker": "6503.T", "company": "Mitsubishi Electric", "chain": "Power/cooling", "subchain": "Power equipment", "market_valuation_context": "Japan quality discount", "market_valuation_note": "Quality, order visibility and industrial depth can be undervalued relative to hype-heavy markets.", "research_gap_score": 18.25, "decision_bucket": "继续深挖", "required_next_evidence": "光半导体/EML数据中心收入、CPO/POET生态验证、FY2027指引兑现、分部披露颗粒度", "source_name": null, "source_timestamp": null, "source_confidence": null, "orders_signal": null, "capacity_signal": null, "asp_signal": null, "eps_revenue_expectation": null, "missing_expectation_reason": "Missing orders/capacity/ASP/EPS or revenue expectation evidence; requires primary-source validation.", "expectation_status": "missing_reason", "filing_timestamp": "", "evidence_timestamp": null, "data_freshness_status": "unknown", "freshness_reason": "No evidence timestamp supplied; refresh required before treating as a current signal." }, { "ticker": "6622.T", "company": "Daihen", "chain": "Power/cooling", "subchain": "Transformers/power distribution", "market_valuation_context": "Japan quality discount", "market_valuation_note": "Quality, order visibility and industrial depth can be undervalued relative to hype-heavy markets.", "research_gap_score": 18.1, "decision_bucket": "继续深挖", "required_next_evidence": "Energy Management orders; transformer capacity 1.2x/1.5x milestones; data-center mold transformer orders; working capital", "source_name": null, "source_timestamp": null, "source_confidence": null, "orders_signal": null, "capacity_signal": null, "asp_signal": null, "eps_revenue_expectation": null, "missing_expectation_reason": "Missing orders/capacity/ASP/EPS or revenue expectation evidence; requires primary-source validation.", "expectation_status": "missing_reason", "filing_timestamp": "", "evidence_timestamp": null, "data_freshness_status": "unknown", "freshness_reason": "No evidence timestamp supplied; refresh required before treating as a current signal." }, { "ticker": "103590.KS", "company": "Iljin Electric", "chain": "Power/cooling", "subchain": "Cables/transformers", "market_valuation_context": "Korea cycle discount", "market_valuation_note": "Memory and component names often trade on ASP, inventory and capex-cycle expectations.", "research_gap_score": 17.9, "decision_bucket": "观察", "required_next_evidence": "DART filing cash flow; heavy-electric backlog conversion; Hongseong second-plant utilization; overseas margin", "source_name": null, "source_timestamp": null, "source_confidence": null, "orders_signal": null, "capacity_signal": null, "asp_signal": null, "eps_revenue_expectation": null, "missing_expectation_reason": "Missing orders/capacity/ASP/EPS or revenue expectation evidence; requires primary-source validation.", "expectation_status": "missing_reason", "filing_timestamp": "", "evidence_timestamp": null, "data_freshness_status": "unknown", "freshness_reason": "No evidence timestamp supplied; refresh required before treating as a current signal." }, { "ticker": "688498.SH", "company": "Yuanjie / 源杰科技", "chain": "Optical/network", "subchain": "Laser chips", "market_valuation_context": "A-share theme premium", "market_valuation_note": "Domestic substitution and theme liquidity can re-rate quickly; de-rating risk is higher when evidence is thin.", "research_gap_score": 17.9, "decision_bucket": "继续深挖", "required_next_evidence": "CW光源收入连续性、200G EML/CPO高功率光源验证、应收/客户集中、毛利持续性", "source_name": null, "source_timestamp": null, "source_confidence": null, "orders_signal": null, "capacity_signal": null, "asp_signal": null, "eps_revenue_expectation": null, "missing_expectation_reason": "Missing orders/capacity/ASP/EPS or revenue expectation evidence; requires primary-source validation.", "expectation_status": "missing_reason", "filing_timestamp": "", "evidence_timestamp": null, "data_freshness_status": "unknown", "freshness_reason": "No evidence timestamp supplied; refresh required before treating as a current signal." }, { "ticker": "095340.KQ", "company": "ISC", "chain": "Advanced packaging/test", "subchain": "Test sockets", "market_valuation_context": "Korea cycle discount", "market_valuation_note": "Memory and component names often trade on ASP, inventory and capex-cycle expectations.", "research_gap_score": 17.9, "decision_bucket": "观察", "required_next_evidence": "DART quarterly report; AI GPU/ASIC socket revenue; SKC synergy; margin and working capital; large-area socket adoption", "source_name": null, "source_timestamp": null, "source_confidence": null, "orders_signal": null, "capacity_signal": null, "asp_signal": null, "eps_revenue_expectation": null, "missing_expectation_reason": "Missing orders/capacity/ASP/EPS or revenue expectation evidence; requires primary-source validation.", "expectation_status": "missing_reason", "filing_timestamp": "", "evidence_timestamp": null, "data_freshness_status": "unknown", "freshness_reason": "No evidence timestamp supplied; refresh required before treating as a current signal." }, { "ticker": "6315.T", "company": "TOWA", "chain": "Advanced packaging", "subchain": "Molding equipment", "market_valuation_context": "Japan quality discount", "market_valuation_note": "Quality, order visibility and industrial depth can be undervalued relative to hype-heavy markets.", "research_gap_score": 17.7, "decision_bucket": "继续深挖", "required_next_evidence": "FY2027 sales/op profit guide; HBM/advanced package molding orders; gross margin rebound; order backlog", "source_name": null, "source_timestamp": null, "source_confidence": null, "orders_signal": null, "capacity_signal": null, "asp_signal": null, "eps_revenue_expectation": null, "missing_expectation_reason": "Missing orders/capacity/ASP/EPS or revenue expectation evidence; requires primary-source validation.", "expectation_status": "missing_reason", "filing_timestamp": "", "evidence_timestamp": null, "data_freshness_status": "unknown", "freshness_reason": "No evidence timestamp supplied; refresh required before treating as a current signal." }, { "ticker": "HUBB", "company": "Hubbell", "chain": "Power/cooling", "subchain": "Grid/electrical components", "market_valuation_context": "US premium", "market_valuation_note": "Global liquidity and growth-multiple market; proof quality must justify premium valuation.", "research_gap_score": 17.55, "decision_bucket": "继续深挖", "required_next_evidence": "Electrical Solutions organic growth; Grid Infrastructure sales; tariff/raw-material pass-through; FCF conversion >90%", "source_name": null, "source_timestamp": null, "source_confidence": null, "orders_signal": null, "capacity_signal": null, "asp_signal": null, "eps_revenue_expectation": null, "missing_expectation_reason": "Missing orders/capacity/ASP/EPS or revenue expectation evidence; requires primary-source validation.", "expectation_status": "missing_reason", "filing_timestamp": "", "evidence_timestamp": null, "data_freshness_status": "unknown", "freshness_reason": "No evidence timestamp supplied; refresh required before treating as a current signal." }, { "ticker": "ONTO", "company": "Onto Innovation", "chain": "Advanced packaging/test", "subchain": "Metrology/inspection", "market_valuation_context": "US premium", "market_valuation_note": "Global liquidity and growth-multiple market; proof quality must justify premium valuation.", "research_gap_score": 17.55, "decision_bucket": "继续深挖", "required_next_evidence": "Q2 revenue US$320-330m; Dragonfly G5 shipments; HBM/2.5D customer ramp; Rigaku transaction closing", "source_name": null, "source_timestamp": null, "source_confidence": null, "orders_signal": null, "capacity_signal": null, "asp_signal": null, "eps_revenue_expectation": null, "missing_expectation_reason": "Missing orders/capacity/ASP/EPS or revenue expectation evidence; requires primary-source validation.", "expectation_status": "missing_reason", "filing_timestamp": "", "evidence_timestamp": null, "data_freshness_status": "unknown", "freshness_reason": "No evidence timestamp supplied; refresh required before treating as a current signal." } ], "early_scout_radar": [ { "ticker": "0522.HK", "company": "ASMPT", "chain": "Advanced packaging and AI optical assembly", "subchain": "TCB / photonics / SMT", "ai_relevance": null, "supplier_role": null, "source_name": "ASMPT", "source_timestamp": "2026-04-22T00:00:00+08:00", "source_confidence": 0.9, "research_conviction_score": 0.9, "trading_readiness_score": 0.9, "scout_reason": null, "social_heat": 0.0, "duplicate_score": 0.0, "price_volume_trigger": null, "valuation_context": null, "market_valuation_context": "HK discount", "crowding_risk": "primary-source", "missing_primary_evidence": null, "next_verification": "Need follow-through in Q2 bookings and customer concentration detail", "required_next_evidence": "Need follow-through in Q2 bookings and customer concentration detail", "suggested_status": "core_candidate", "decision_bucket": "继续深挖", "freshness_status": "stale" }, { "ticker": "COHR", "company": "Coherent", "chain": "Optical modules and materials", "subchain": "EML / InP / transceivers", "ai_relevance": null, "supplier_role": null, "source_name": "Coherent", "source_timestamp": "2026-05-06T00:00:00+08:00", "source_confidence": 0.9, "research_conviction_score": 0.9, "trading_readiness_score": 0.9, "scout_reason": null, "social_heat": 0.0, "duplicate_score": 0.0, "price_volume_trigger": null, "valuation_context": null, "market_valuation_context": "US premium", "crowding_risk": "primary-source", "missing_primary_evidence": null, "next_verification": "Need confirmation on 1.6T mix and margin progression", "required_next_evidence": "Need confirmation on 1.6T mix and margin progression", "suggested_status": "core_candidate", "decision_bucket": "继续深挖", "freshness_status": "stale" }, { "ticker": "MRVL", "company": "Marvell", "chain": "Optical interconnect and scale-out networking", "subchain": "DSP / Ethernet switch / CPO / NPO", "ai_relevance": null, "supplier_role": null, "source_name": "Marvell", "source_timestamp": "2026-05-27T00:00:00+08:00", "source_confidence": 0.9, "research_conviction_score": 0.9, "trading_readiness_score": 0.9, "scout_reason": null, "social_heat": 0.0, "duplicate_score": 0.0, "price_volume_trigger": null, "valuation_context": null, "market_valuation_context": "US premium", "crowding_risk": "primary-source", "missing_primary_evidence": null, "next_verification": "Need customer mix and shipment cadence confirmation in next quarter", "required_next_evidence": "Need customer mix and shipment cadence confirmation in next quarter", "suggested_status": "core_candidate", "decision_bucket": "继续深挖", "freshness_status": "stale" }, { "ticker": "APH", "company": "Amphenol", "chain": "AI interconnect and connectors", "subchain": "copper / connector systems", "ai_relevance": null, "supplier_role": null, "source_name": "Amphenol", "source_timestamp": "2026-04-29T00:00:00+08:00", "source_confidence": 0.9, "research_conviction_score": 0.9, "trading_readiness_score": 0.9, "scout_reason": null, "social_heat": 0.0, "duplicate_score": 0.0, "price_volume_trigger": null, "valuation_context": null, "market_valuation_context": "US premium", "crowding_risk": "primary-source", "missing_primary_evidence": null, "next_verification": "Need second-half IT datacom mix persistence", "required_next_evidence": "Need second-half IT datacom mix persistence", "suggested_status": "core_candidate", "decision_bucket": "继续深挖", "freshness_status": "stale" }, { "ticker": "PWR", "company": "Quanta Services", "chain": "Data-center engineering and electrical integration", "subchain": "substation / craft labor / EPC", "ai_relevance": null, "supplier_role": null, "source_name": "Quanta Services", "source_timestamp": "2026-04-30T00:00:00+08:00", "source_confidence": 0.9, "research_conviction_score": 0.9, "trading_readiness_score": 0.9, "scout_reason": null, "social_heat": 0.0, "duplicate_score": 0.0, "price_volume_trigger": null, "valuation_context": null, "market_valuation_context": "US premium", "crowding_risk": "primary-source", "missing_primary_evidence": null, "next_verification": "Need direct data-center mix and labor-capacity updates", "required_next_evidence": "Need direct data-center mix and labor-capacity updates", "suggested_status": "core_candidate", "decision_bucket": "继续深挖", "freshness_status": "stale" }, { "ticker": "ABB", "company": "ABB", "chain": "Power distribution and automation", "subchain": "switchgear / electrification / factory automation", "ai_relevance": null, "supplier_role": null, "source_name": "ABB", "source_timestamp": "2026-04-17T00:00:00+08:00", "source_confidence": 0.9, "research_conviction_score": 0.9, "trading_readiness_score": 0.9, "scout_reason": null, "social_heat": 0.0, "duplicate_score": 0.0, "price_volume_trigger": null, "valuation_context": null, "market_valuation_context": "US premium", "crowding_risk": "primary-source", "missing_primary_evidence": null, "next_verification": "Need follow-up on switchgear lead times and automation mix", "required_next_evidence": "Need follow-up on switchgear lead times and automation mix", "suggested_status": "core_candidate", "decision_bucket": "继续深挖", "freshness_status": "stale" }, { "ticker": "VRT", "company": "Vertiv", "chain": "Power and cooling infrastructure", "subchain": "UPS / switchgear / CDU / liquid cooling", "ai_relevance": null, "supplier_role": null, "source_name": "Vertiv", "source_timestamp": "2026-05-20T00:00:00+08:00", "source_confidence": 0.65, "research_conviction_score": 0.65, "trading_readiness_score": 0.65, "scout_reason": null, "social_heat": 0.0, "duplicate_score": 0.0, "price_volume_trigger": null, "valuation_context": null, "market_valuation_context": "US premium", "crowding_risk": "confirmed-operating-signal", "missing_primary_evidence": null, "next_verification": "Need orders/backlog follow-through and supplier lead-time data", "required_next_evidence": "Need orders/backlog follow-through and supplier lead-time data", "suggested_status": "core_candidate", "decision_bucket": "候选观察", "freshness_status": "stale" }, { "ticker": "STX", "company": "Seagate", "chain": "Nearline HDD and cold storage", "subchain": "HAMR / Mozaic platform", "ai_relevance": null, "supplier_role": null, "source_name": "Seagate", "source_timestamp": "2026-03-03T00:00:00+08:00", "source_confidence": 0.65, "research_conviction_score": 0.65, "trading_readiness_score": 0.65, "scout_reason": null, "social_heat": 0.0, "duplicate_score": 0.0, "price_volume_trigger": null, "valuation_context": null, "market_valuation_context": "US premium", "crowding_risk": "secondary-support", "missing_primary_evidence": null, "next_verification": "Need shipment mix and hyperscaler allocation detail", "required_next_evidence": "Need shipment mix and hyperscaler allocation detail", "suggested_status": "core_candidate", "decision_bucket": "候选观察", "freshness_status": "stale" } ], "app_score": [ { "ticker": "09988.HK", "name": "阿里巴巴-W", "layer": "AI cloud + Qwen + ecosystem distribution", "market_valuation_context": "HK discount", "market_valuation_note": "Liquidity, holding-company and geopolitical discounts can persist despite improving fundamentals.", "evidence_grade": "A", "community_heat": 5, "crowding_score": 4, "decision_bucket": "主流平台锚，非早期", "research_note": "平台型AI，不是纯应用；关键是AI相关云收入、Qwen用户转付费、capex回报、云利润率。" }, { "ticker": "00100.HK", "name": "MiniMax-W", "layer": "foundation model + AI-native apps", "market_valuation_context": "HK discount", "market_valuation_note": "Liquidity, holding-company and geopolitical discounts can persist despite improving fundamentals.", "evidence_grade": "B", "community_heat": 5, "crowding_score": 5, "decision_bucket": "叙事较热，需强验证", "research_note": "有AI原生产品收入，但估值更依赖远期想象；关键是海螺/Talkie留存、推理成本和现金runway。" }, { "ticker": "02513.HK", "name": "智谱/Z.ai", "layer": "foundation model/API/enterprise agent", "market_valuation_context": "HK discount", "market_valuation_note": "Liquidity, holding-company and geopolitical discounts can persist despite improving fundamentals.", "evidence_grade": "B+", "community_heat": 5, "crowding_score": 7, "decision_bucket": "已被抢跑/拥挤", "research_note": "纯模型稀缺上市标的；关键是收入增速能否覆盖推理/研发成本，现金消耗和政府/国企客户集中。" }, { "ticker": "03317.HK", "name": "迅策科技", "layer": "AI/decision intelligence software", "market_valuation_context": "HK discount", "market_valuation_note": "Liquidity, holding-company and geopolitical discounts can persist despite improving fundamentals.", "evidence_grade": "B-", "community_heat": 3, "crowding_score": 4, "decision_bucket": "已被抢跑/拥挤", "research_note": "小票软件AI期权；必须优先验证订单、收入确认和应收。" }, { "ticker": "01024.HK", "name": "快手-W", "layer": "AI video application/Kling + content platform", "market_valuation_context": "HK discount", "market_valuation_note": "Liquidity, holding-company and geopolitical discounts can persist despite improving fundamentals.", "evidence_grade": "A-", "community_heat": 4, "crowding_score": 2, "decision_bucket": "有验证但未极端拥挤", "research_note": "AI视频收入最可验证；但占集团收入仍小，股价更多由广告、电商和利润率共同驱动。" }, { "ticker": "01357.HK", "name": "美图公司", "layer": "AI image/video/design application", "market_valuation_context": "HK discount", "market_valuation_note": "Liquidity, holding-company and geopolitical discounts can persist despite improving fundamentals.", "evidence_grade": "A-", "community_heat": 4, "crowding_score": 2, "decision_bucket": "有验证但未极端拥挤", "research_note": "最接近可验证AI应用商业化；关键是付费用户、AI点数ARPU、毛利率与海外留存。" }, { "ticker": "0700.HK", "name": "腾讯控股", "layer": "WeChat ecosystem + Hunyuan + games/ads AI", "market_valuation_context": "HK discount", "market_valuation_note": "Liquidity, holding-company and geopolitical discounts can persist despite improving fundamentals.", "evidence_grade": "A", "community_heat": 4, "crowding_score": 1, "decision_bucket": "有验证但未极端拥挤", "research_note": "分发入口最强，但AI收入拆分不纯；看广告、游戏生产、企业服务和微信AI入口。" }, { "ticker": "09888.HK", "name": "百度集团-SW", "layer": "model/search/cloud/agent", "market_valuation_context": "HK discount", "market_valuation_note": "Liquidity, holding-company and geopolitical discounts can persist despite improving fundamentals.", "evidence_grade": "A-", "community_heat": 3, "crowding_score": 0, "decision_bucket": "有验证但未极端拥挤", "research_note": "AI模型与搜索应用有真实业务入口，但市场信任度低于阿里/腾讯；看云和AI搜索商业化。" }, { "ticker": "03888.HK", "name": "金山软件", "layer": "WPS AI + office productivity + games", "market_valuation_context": "HK discount", "market_valuation_note": "Liquidity, holding-company and geopolitical discounts can persist despite improving fundamentals.", "evidence_grade": "A-", "community_heat": 3, "crowding_score": 0, "decision_bucket": "有验证但未极端拥挤", "research_note": "Office AI是高质量应用方向；看WPS订阅、企业客户、AI功能提价和利润率。" }, { "ticker": "02706.HK", "name": "海致科技集团", "layer": "enterprise AI/agent", "market_valuation_context": "HK discount", "market_valuation_note": "Liquidity, holding-company and geopolitical discounts can persist despite improving fundamentals.", "evidence_grade": "B-", "community_heat": 3, "crowding_score": 1, "decision_bucket": "纯叙事/小票验证不足", "research_note": "需要回公告验证收入构成、订单和现金流，否则容易落入纯叙事。" }, { "ticker": "02718.HK", "name": "明略科技-W", "layer": "enterprise AI/data intelligence", "market_valuation_context": "HK discount", "market_valuation_note": "Liquidity, holding-company and geopolitical discounts can persist despite improving fundamentals.", "evidence_grade": "B-", "community_heat": 3, "crowding_score": 0, "decision_bucket": "纯叙事/小票验证不足", "research_note": "看客户结构、订单回款、利润率；流动性和估值波动风险高。" }, { "ticker": "02013.HK", "name": "微盟集团", "layer": "AI SaaS/merchant agent", "market_valuation_context": "HK discount", "market_valuation_note": "Liquidity, holding-company and geopolitical discounts can persist despite improving fundamentals.", "evidence_grade": "B-", "community_heat": 3, "crowding_score": 0, "decision_bucket": "纯叙事/小票验证不足", "research_note": "偏AI merchant SaaS期权；看订阅净留存、亏损收窄和销售费用率。" }, { "ticker": "03896.HK", "name": "金山云", "layer": "AI cloud/infrastructure service", "market_valuation_context": "HK discount", "market_valuation_note": "Liquidity, holding-company and geopolitical discounts can persist despite improving fundamentals.", "evidence_grade": "B", "community_heat": 4, "crowding_score": 1, "decision_bucket": "观察", "research_note": "不是应用层，更像中国AI云beta；看AI客户、毛利率和经营现金流。" }, { "ticker": "01860.HK", "name": "汇量科技", "layer": "AI ad-tech / marketing application", "market_valuation_context": "HK discount", "market_valuation_note": "Liquidity, holding-company and geopolitical discounts can persist despite improving fundamentals.", "evidence_grade": "B", "community_heat": 3, "crowding_score": 1, "decision_bucket": "观察", "research_note": "若AI提升广告投放ROI可转收入；看客户留存、毛利率、现金流。" }, { "ticker": "0020.HK", "name": "商汤-W", "layer": "generative AI + vision model/platform", "market_valuation_context": "HK discount", "market_valuation_note": "Liquidity, holding-company and geopolitical discounts can persist despite improving fundamentals.", "evidence_grade": "B", "community_heat": 4, "crowding_score": 1, "decision_bucket": "观察", "research_note": "更偏模型/平台叙事；必须用收入质量、毛利率、现金流过滤。" }, { "ticker": "06682.HK", "name": "第四范式", "layer": "enterprise AI platform/agent", "market_valuation_context": "HK discount", "market_valuation_note": "Liquidity, holding-company and geopolitical discounts can persist despite improving fundamentals.", "evidence_grade": "B", "community_heat": 3, "crowding_score": 0, "decision_bucket": "观察", "research_note": "低于模型股的情绪热度；看Sage AI平台、客户续约、毛利和回款。" } ], "chains": [ { "title": "HBM / Storage", "note": "HBM、server DRAM、eSSD、QLC、nearline HDD", "note_en": "HBM, server DRAM, eSSD, QLC and nearline HDD", "score": 21.34, "count": 2, "lead": "8299.TWO, 5991.T" }, { "title": "PCB / Packaging", "note": "AI PCB、ABF、TCB、probe/test", "note_en": "AI PCB, ABF substrates, TCB, probe and test", "score": 18.35833333333333, "count": 6, "lead": "6515.TW, BESI.AS, 2802.T" }, { "title": "Optical / Interconnect", "note": "光模块、DSP、InP、CPO、连接器、铜缆", "note_en": "Optical modules, DSP, InP, CPO, connectors and copper links", "score": 18.68, "count": 3, "lead": "06088.HK, 3105.TWO, 688498.SH" }, { "title": "Power / Cooling", "note": "变压器、配电、UPS、液冷、工程能力", "note_en": "Transformers, power distribution, UPS, liquid cooling and data-center engineering", "score": 18.735714285714288, "count": 7, "lead": "002028.SZ, 6504.T, 010120.KS" }, { "title": "Physical AI", "note": "机器人、执行器、电机、减速器、传感器、边缘算力", "note_en": "Robotics, actuators, motors, reducers, sensors and edge compute", "score": null, "count": 0, "lead": "Optimus / Unitree / Isaac / GR00T" }, { "title": "AI Apps / Models", "note": "AI 应用、模型、平台、云收入", "note_en": "AI applications, models, platforms and cloud revenue", "score": 0.031108402184830308, "count": 16, "lead": "02513.HK, 02718.HK, 01357.HK" } ], "social_sources": [ { "source": "Serenity", "handle": "@aleabitoreddit", "platform": "X / Substack", "timestamp": "", "heat_score": "", "duplicate_score": "", "counter_evidence_tag": "requires-primary-source-check", "priority": "P1", "focus": "AI / semi supply-chain bottlenecks; small and mid-cap discovery", "focus_en": "AI and semiconductor supply-chain bottlenecks; small and mid-cap discovery", "use_case": "早期线索、链条映射、长文 thesis 和拥挤度扩散监控", "use_case_en": "Early leads, chain mapping, long-form theses and crowding diffusion monitoring", "verification": "必须回到公司公告、财报、订单、价格和量能验证", "verification_en": "Verify against filings, earnings, orders, pricing and trading volume", "url": "https://aleabitoreddit.substack.com/" }, { "source": "Specialist research accounts", "handle": "Semis / power / optical analysts", "platform": "X / Substack", "timestamp": "", "heat_score": "", "duplicate_score": "", "counter_evidence_tag": "requires-source-triangulation", "priority": "P1", "focus": "产业链专家、半导体研究、数据中心电力、光互联", "focus_en": "Supply-chain specialists, semiconductor research, data-center power and optical interconnects", "use_case": "识别技术路线变化、供应瓶颈和客户验证线索", "use_case_en": "Identify technology-roadmap shifts, supply bottlenecks and customer-validation clues", "verification": "交叉比对管理层表述、行业数据和上游交付周期", "verification_en": "Cross-check management commentary, industry data and upstream lead times", "url": "" }, { "source": "Community diffusion", "handle": "Reddit / 雪球 / 富途 / WSB", "platform": "Community", "timestamp": "", "heat_score": "", "duplicate_score": "", "counter_evidence_tag": "watch-crowding-and-repetition", "priority": "P2", "focus": "主题扩散、散户拥挤度、叙事从小圈层进入主流", "focus_en": "Theme diffusion, retail crowding and narratives moving from niche circles to mainstream", "use_case": "判断是否已经过热，或是否刚开始被市场发现", "use_case_en": "Judge whether a theme is overheated or just starting to be discovered", "verification": "与成交量、换手、估值和新闻密度一起看", "verification_en": "Read alongside volume, turnover, valuation and news density", "url": "" }, { "source": "Primary actors", "handle": "NVIDIA / hyperscalers / suppliers", "platform": "IR / X / earnings", "timestamp": "", "heat_score": "", "duplicate_score": "", "counter_evidence_tag": "primary-source", "priority": "P1", "focus": "真实需求、CapEx、合作、投资、产品路线和供应承诺", "focus_en": "Real demand, capex, partnerships, investments, product roadmaps and supply commitments", "use_case": "把社交线索升级或降级为可投资研究主题", "use_case_en": "Promote or demote social leads into investable research themes", "verification": "优先使用公告、业绩会、监管文件和供应商订单", "verification_en": "Prioritize filings, earnings calls, regulatory documents and supplier orders", "url": "" } ], "supply_chain_events": [ { "ticker": "MRVL", "company": "Marvell", "chain": "Optical interconnect and scale-out networking", "subchain": "DSP / Ethernet switch / CPO / NPO", "market_valuation_context": "US premium", "market_valuation_note": "Global liquidity and growth-multiple market; proof quality must justify premium valuation.", "timestamp": "2026-05-27T00:00:00+08:00", "source_name": "Marvell", "source_url": "https://investor.marvell.com/news-events/press-releases/detail/1023/marvell-technology-inc-reports-first-quarter-of-fiscal-year-2027-financial-results", "evidence_type": "confirmed", "direction": "up", "confidence": 0.9, "metric": "Record Q1 FY27 revenue $2.418B; Q2 guide $2.7B mid-point; management says exceptional AI-related bookings and raised FY27/FY28 outlook on demand across 800G and 1.6T optics, 51.2T Ethernet switches, NPO/CPO, DCI modules and custom XPU attach", "thesis_impact": "Fresh post-May-28 confirmation that optical DSP and AI interconnect demand is broadening rather than peaking", "required_next_evidence": "Need customer mix and shipment cadence confirmation in next quarter", "orders_signal": "Exceptional AI-related bookings", "capacity_signal": "Broad product pull implies sustained build demand", "asp_signal": "High-speed optics and switch content favorable", "eps_revenue_expectation": "Raised FY27 and FY28 outlook", "management_disclosure_change": "Management raised multi-year outlook explicitly on AI bookings", "counter_evidence_tag": "primary-source" }, { "ticker": "A3 / robotics chain", "company": "Association for Advancing Automation", "chain": "Physical AI and robotics", "subchain": "industrial robots / cobots", "market_valuation_context": "Other market context", "market_valuation_note": "Requires manual valuation-comparison review before ranking across markets.", "timestamp": "2026-05-11T00:00:00+08:00", "source_name": "A3", "source_url": "https://www.businesswire.com/news/home/20260511529781/en/Robot-Orders-Hold-Steady-in-Q1-2026-as-Demand-Broadens-Across-Non-Automotive-Industries", "evidence_type": "confirmed", "direction": "mixed", "confidence": 0.9, "metric": "North America Q1 2026 robot orders 9,055 units valued at $543M; units -0.1% YoY and revenue -6.4% YoY; semi and electronics/photonics +31.7% units, cobots +55.6% units", "thesis_impact": "Confirms physical-AI demand is diversifying but broad robot order growth is still not clean enough to justify a full-chain promotion", "required_next_evidence": "Need OEM shipment and actuator/reducer utilization evidence", "orders_signal": "Segment demand improving but aggregate market mixed", "capacity_signal": "No clean capacity squeeze yet", "asp_signal": "Not applicable", "eps_revenue_expectation": "Limits near-term revenue extrapolation across robotics chain", "management_disclosure_change": "Industry order tape still mixed despite strong subsegments", "counter_evidence_tag": "primary-source" }, { "ticker": "COHR", "company": "Coherent", "chain": "Optical modules and materials", "subchain": "EML / InP / transceivers", "market_valuation_context": "US premium", "market_valuation_note": "Global liquidity and growth-multiple market; proof quality must justify premium valuation.", "timestamp": "2026-05-06T00:00:00+08:00", "source_name": "Coherent", "source_url": "https://www.globenewswire.com/news-release/2026/05/06/3289361/0/en/coherent-corp-reports-third-quarter-fiscal-2026-results.html", "evidence_type": "confirmed", "direction": "up", "confidence": 0.9, "metric": "Datacenter and Communications revenue $1.362B vs $968.7M YoY in fiscal Q3 2026", "thesis_impact": "Confirms AI datacenter optics demand is showing up in segment revenue rather than only design-win commentary", "required_next_evidence": "Need confirmation on 1.6T mix and margin progression", "orders_signal": "Revenue conversion visible", "capacity_signal": "No direct capacity number disclosed", "asp_signal": "Premium optical content mix likely positive", "eps_revenue_expectation": "Supports continued datacenter communications growth expectations", "management_disclosure_change": "Segment-level datacenter revenue growth remains exceptionally strong", "counter_evidence_tag": "primary-source" }, { "ticker": "PWR", "company": "Quanta Services", "chain": "Data-center engineering and electrical integration", "subchain": "substation / craft labor / EPC", "market_valuation_context": "US premium", "market_valuation_note": "Global liquidity and growth-multiple market; proof quality must justify premium valuation.", "timestamp": "2026-04-30T00:00:00+08:00", "source_name": "Quanta Services", "source_url": "https://investors.quantaservices.com/news-events/press-releases/detail/396/quanta-services-reports-first-quarter-2026-results", "evidence_type": "confirmed", "direction": "up", "confidence": 0.9, "metric": "Q1 2026 revenue $7.87B; remaining performance obligations $26.2B; backlog $48.5B; management cites supply-chain investments and positioning in large-load markets", "thesis_impact": "Confirms buildout capacity for large-load and data-center-adjacent projects remains tight with multi-quarter visibility", "required_next_evidence": "Need direct data-center mix and labor-capacity updates", "orders_signal": "Backlog and RPO remain elevated", "capacity_signal": "Execution capacity remains constrained and valuable", "asp_signal": "Not applicable", "eps_revenue_expectation": "Supports sustained 2026 revenue and EPS visibility", "management_disclosure_change": "Supply-chain investments highlighted alongside backlog", "counter_evidence_tag": "primary-source" }, { "ticker": "APH", "company": "Amphenol", "chain": "AI interconnect and connectors", "subchain": "copper / connector systems", "market_valuation_context": "US premium", "market_valuation_note": "Global liquidity and growth-multiple market; proof quality must justify premium valuation.", "timestamp": "2026-04-29T00:00:00+08:00", "source_name": "Amphenol", "source_url": "https://investors.amphenol.com/news-and-events/news-details/2026/Amphenol-Reports-Record-First-Quarter-2026-Results/default.aspx", "evidence_type": "confirmed", "direction": "up", "confidence": 0.9, "metric": "Q1 2026 sales $7.62B (+58% YoY); record orders and 1.24x book-to-bill; management cites exceptional organic growth in IT datacom", "thesis_impact": "Confirms connector and copper-interconnect demand is broad and scaled enough to move a diversified large-cap throughput indicator", "required_next_evidence": "Need second-half IT datacom mix persistence", "orders_signal": "Record orders", "capacity_signal": "Delivery throughput remains strong", "asp_signal": "Not directly disclosed", "eps_revenue_expectation": "Supports continued communications solutions growth", "management_disclosure_change": "Record orders and explicit IT datacom strength", "counter_evidence_tag": "primary-source" }, { "ticker": "0522.HK", "company": "ASMPT", "chain": "Advanced packaging and AI optical assembly", "subchain": "TCB / photonics / SMT", "market_valuation_context": "HK discount", "market_valuation_note": "Liquidity, holding-company and geopolitical discounts can persist despite improving fundamentals.", "timestamp": "2026-04-22T00:00:00+08:00", "source_name": "ASMPT", "source_url": "https://www.asmpt.com/en/investor-relations/news-events/asmpt-announces-2026-first-quarter-results/", "evidence_type": "confirmed", "direction": "up", "confidence": 0.9, "metric": "Q1 sizeable TCB shipments and repeat orders; key memory player qualifying fluxless HBM4 16H process; photonics revenue up 5x YoY; 1.6T transceiver bulk orders; SMT record bookings from AI servers and optical transceivers", "thesis_impact": "Confirms multiple second-order choke points are monetizing at once across packaging optics and AI server assembly", "required_next_evidence": "Need follow-through in Q2 bookings and customer concentration detail", "orders_signal": "Repeat tool orders and record bookings", "capacity_signal": "Broad-based AI manufacturing capacity utilization high", "asp_signal": "1.6T and advanced packaging mix favorable", "eps_revenue_expectation": "Supports upward FY26 revenue and margin bias", "management_disclosure_change": "New explicit HBM4 and 1.6T disclosures vs prior periods", "counter_evidence_tag": "primary-source" }, { "ticker": "ABB", "company": "ABB", "chain": "Power distribution and automation", "subchain": "switchgear / electrification / factory automation", "market_valuation_context": "US premium", "market_valuation_note": "Global liquidity and growth-multiple market; proof quality must justify premium valuation.", "timestamp": "2026-04-17T00:00:00+08:00", "source_name": "ABB", "source_url": "https://library.e.abb.com/public/dd7e26e13f7a4a4783979a725ef8ff7e/ABB-Q1-2026-press-release-English.pdf", "evidence_type": "confirmed", "direction": "up", "confidence": 0.9, "metric": "Q1 2026 orders $11.298B (+32%); book-to-bill 1.29; Electrification orders +44%; management says market momentum remains strongest in data centers and positive for grid investments", "thesis_impact": "Confirms global electrical bottlenecks are not limited to pure-play US names and remain supported by data-center and grid demand", "required_next_evidence": "Need follow-up on switchgear lead times and automation mix", "orders_signal": "Orders materially positive", "capacity_signal": "Electrification growth indicates capacity pull", "asp_signal": "Not directly disclosed", "eps_revenue_expectation": "Supports positive revenue growth through 2026", "management_disclosure_change": "Data-center demand explicitly called strongest segment", "counter_evidence_tag": "primary-source" }, { "ticker": "Industry / MU / 005930.KS / STX / 8299.TWO", "company": null, "chain": "HBM/server DRAM and eSSD", "subchain": "memory pricing and allocation", "market_valuation_context": "Taiwan supply-chain premium", "market_valuation_note": "AI supply-chain purity can earn a premium, but monthly revenue and customer concentration matter.", "timestamp": "2026-03-31T00:00:00+08:00", "source_name": "TrendForce", "source_url": "https://www.trendforce.com/presscenter/news/20260331-12995.html", "evidence_type": "confirmed", "direction": "up", "confidence": 0.9, "metric": "2Q26 conventional DRAM contract prices +58% to +63% QoQ; NAND Flash contract prices +70% to +75% QoQ; suppliers reallocating capacity toward HBM, server DRAM and enterprise SSD", "thesis_impact": "Confirms upstream memory and storage allocation remains tight enough to force large contract repricing across AI server supply", "required_next_evidence": "Need June/July supplier commentary on HBM4 packaging and eSSD allocation", "orders_signal": "LTA procurement and allocation tightness", "capacity_signal": "Capacity continues shifting toward HBM/server/eSSD", "asp_signal": "Large QoQ contract-price uplift", "eps_revenue_expectation": "Supports elevated FY26 memory and storage earnings expectations", "management_disclosure_change": "Allocation language and LTAs more explicit than prior quarter", "counter_evidence_tag": "primary-source" }, { "ticker": "VRT", "company": "Vertiv", "chain": "Power and cooling infrastructure", "subchain": "UPS / switchgear / CDU / liquid cooling", "market_valuation_context": "US premium", "market_valuation_note": "Global liquidity and growth-multiple market; proof quality must justify premium valuation.", "timestamp": "2026-05-20T00:00:00+08:00", "source_name": "Vertiv", "source_url": "https://s205.q4cdn.com/554782763/files/doc_presentations/2026/05/20/Vertiv-2026-Investor-Conference_May-20-2026.pdf", "evidence_type": "confirmed", "direction": "up", "confidence": 0.65, "metric": "Investor conference says GPU rack density is already 140 kW with visibility to above 1 MW; limited grid capacity and utility interconnection timelines lag AI deployment demand", "thesis_impact": "Strengthens the thesis that power train and liquid-cooling constraints are becoming harder physical bottlenecks as AI densification rises", "required_next_evidence": "Need orders/backlog follow-through and supplier lead-time data", "orders_signal": "Constraint signal more than explicit order signal", "capacity_signal": "Grid and cooling infrastructure visibly lagging densification", "asp_signal": "Not applicable", "eps_revenue_expectation": "Supports elevated demand for power and thermal infrastructure", "management_disclosure_change": "Newly explicit density and interconnection bottleneck framing", "counter_evidence_tag": "confirmed-operating-signal" }, { "ticker": "NVDA / ABB / FANUC / Yaskawa / KUKA / Figure", "company": "NVIDIA", "chain": "Physical AI ecosystem", "subchain": "Jetson / Isaac / Cosmos / GR00T", "market_valuation_context": "Other market context", "market_valuation_note": "Requires manual valuation-comparison review before ranking across markets.", "timestamp": "2026-03-16T00:00:00+08:00", "source_name": "NVIDIA", "source_url": "https://investor.nvidia.com/news/press-release-details/2026/NVIDIA-and-Global-Robotics-Leaders-Take-Physical-AI-to-the-Real-World/", "evidence_type": "confirmed roadmap", "direction": "up", "confidence": 0.65, "metric": "NVIDIA says ABB Robotics, FANUC, Figure, KUKA, YASKAWA and others are building on Cosmos, Isaac and GR00T; FANUC, ABB, YASKAWA and KUKA represent a combined installed base above 2 million robots", "thesis_impact": "Confirms ecosystem standardization around NVIDIA tooling but remains adoption-intent evidence rather than hard order conversion", "required_next_evidence": "Need OEM orders shipments and component utilization tied to these stacks", "orders_signal": "Partnership signal only", "capacity_signal": "No hard capacity or backlog data", "asp_signal": "Not applicable", "eps_revenue_expectation": "Helpful for ecosystem mapping not near-term estimates", "management_disclosure_change": "Older official roadmap retained only as context", "counter_evidence_tag": "stale-but-official-context" }, { "ticker": "STX", "company": "Seagate", "chain": "Nearline HDD and cold storage", "subchain": "HAMR / Mozaic platform", "market_valuation_context": "US premium", "market_valuation_note": "Global liquidity and growth-multiple market; proof quality must justify premium valuation.", "timestamp": "2026-03-03T00:00:00+08:00", "source_name": "Seagate", "source_url": "https://investors.seagate.com/news/news-details/2026/Seagate-Delivers-Industrys-Highest-Capacity-Hard-Drives-with-Next-Generation-Mozaic-4/default.aspx", "evidence_type": "confirmed roadmap", "direction": "up", "confidence": 0.65, "metric": "Seagate says next-generation Mozaic 4+ uses custom in-house laser technology and vertical integration to improve yield reliability and supply-chain resilience as data growth pushes storage demand beyond historical levels", "thesis_impact": "Supports the view that AI cold-storage demand is real enough to justify deeper HAMR supply-chain control", "required_next_evidence": "Need shipment mix and hyperscaler allocation detail", "orders_signal": "Technology and product-readiness signal", "capacity_signal": "Vertical integration aimed at yield and resilience", "asp_signal": "Not applicable", "eps_revenue_expectation": "Supports medium-term storage margin resilience", "management_disclosure_change": "Official product disclosure not direct order evidence", "counter_evidence_tag": "secondary-support" } ], "market_regime": { "ok": true, "generated_at": "2026-06-03T18:43:50+08:00", "regime_state": "normal", "panic_score": 12.0, "dip_buy_window_score": 12.0, "vix_level": 16.06, "vix_change_20d": -0.0765, "qqq_drawdown_60d": 0.0, "semi_drawdown_60d": 0.0, "credit_proxy_return_20d": 0.0013, "hardware_software_spread_20d": 0.0817, "regime_rows": 16, "sector_flow_rows": 20, "macro_regime_rows": 13, "dip_buy_candidates_rows": 0, "data_sources": { "market_regime": "yahoo_chart", "macro_regime": "yahoo_chart_and_derived_ratios", "price_volume": "ai_hardware_software_rotation_detail", "fundamental_evidence": "supply_chain_events + watchlist" }, "policy": { "decision_use": "market_regime_and_dip_buy_timing_proxy", "limitation": "This is not exchange-confirmed net fund flow and not standalone buy advice.", "required_corroboration": "Confirm primary evidence, valuation, liquidity, earnings revisions and position crowding." }, "outputs": { "market_regime_status": "market_regime_status_20260603_1843.json", "sector_flow_proxy": "sector_flow_proxy_20260603_1843.csv", "macro_regime_signals": "macro_regime_signals_20260603_1843.csv", "dip_buy_candidates": "dip_buy_candidates_20260603_1843.csv" }, "warnings": [] }, "sector_flow": [ { "segment": "volatility", "proxy_ticker": "^VIX", "proxy_name": "CBOE VIX", "timestamp": "2026-06-03T15:00:00+08:00", "return_1d": 0.0183892834, "return_20d": -0.0764807344, "return_60d": -0.3557962588, "drawdown_60d": -0.4827697307, "volume_ratio": 0.0, "relative_return_20d_vs_qqq": -0.1853856917, "flow_signal": "deleveraging", "source": "Yahoo Finance chart" }, { "segment": "volatility", "proxy_ticker": "^VXN", "proxy_name": "Nasdaq volatility", "timestamp": "2026-06-02T21:30:00+08:00", "return_1d": 0.003882664, "return_20d": 0.0099826186, "return_60d": -0.2598600489, "drawdown_60d": -0.3062015557, "volume_ratio": 0.0, "relative_return_20d_vs_qqq": -0.0989223388, "flow_signal": "neutral", "source": "Yahoo Finance chart" }, { "segment": "growth_beta", "proxy_ticker": "QQQ", "proxy_name": "Nasdaq 100 ETF", "timestamp": "2026-06-02T21:30:00+08:00", "return_1d": 0.0046045493, "return_20d": 0.1089049574, "return_60d": 0.2441183379, "drawdown_60d": 0.0, "volume_ratio": 0.8036919179, "relative_return_20d_vs_qqq": 0.0, "flow_signal": "neutral", "source": "Yahoo Finance chart" }, { "segment": "semiconductor", "proxy_ticker": "SMH", "proxy_name": "Semiconductor ETF", "timestamp": "2026-06-02T21:30:00+08:00", "return_1d": 0.0401441643, "return_20d": 0.2474792544, "return_60d": 0.6612624186, "drawdown_60d": 0.0, "volume_ratio": 0.8706578855, "relative_return_20d_vs_qqq": 0.138574297, "flow_signal": "relative_strength", "source": "Yahoo Finance chart" }, { "segment": "semiconductor", "proxy_ticker": "SOXX", "proxy_name": "iShares Semiconductor ETF", "timestamp": "2026-06-02T21:30:00+08:00", "return_1d": 0.0578567784, "return_20d": 0.3093970972, "return_60d": 0.8701740325, "drawdown_60d": 0.0, "volume_ratio": 0.9626205788, "relative_return_20d_vs_qqq": 0.2004921398, "flow_signal": "relative_strength", "source": "Yahoo Finance chart" }, { "segment": "credit", "proxy_ticker": "HYG", "proxy_name": "High-yield credit ETF", "timestamp": "2026-06-02T21:30:00+08:00", "return_1d": 0.000751568, "return_20d": 0.0012531137, "return_60d": 0.0026351999, "drawdown_60d": -0.0092994419, "volume_ratio": 0.7464099125, "relative_return_20d_vs_qqq": -0.1076518437, "flow_signal": "neutral", "source": "Yahoo Finance chart" }, { "segment": "duration", "proxy_ticker": "TLT", "proxy_name": "Long-duration Treasury ETF", "timestamp": "2026-06-02T21:30:00+08:00", "return_1d": 0.0021060056, "return_20d": 0.0081214978, "return_60d": -0.0317657426, "drawdown_60d": -0.0401210545, "volume_ratio": 0.7862669264, "relative_return_20d_vs_qqq": -0.1007834596, "flow_signal": "neutral", "source": "Yahoo Finance chart" }, { "segment": "us_rates", "proxy_ticker": "^TNX", "proxy_name": "US 10Y Treasury yield", "timestamp": "2026-06-02T20:20:00+08:00", "return_1d": -0.0044692696, "return_20d": 0.002024252, "return_60d": 0.0779095172, "drawdown_60d": -0.0454253057, "volume_ratio": 0.0, "relative_return_20d_vs_qqq": -0.1068807054, "flow_signal": "neutral", "source": "Yahoo Finance chart" }, { "segment": "oil", "proxy_ticker": "CL=F", "proxy_name": "WTI crude oil", "timestamp": "2026-06-03T12:00:00+08:00", "return_1d": 0.0252772511, "return_20d": -0.0600371525, "return_60d": 0.0143505398, "drawdown_60d": -0.1489154506, "volume_ratio": 0.2565554617, "relative_return_20d_vs_qqq": -0.1689421099, "flow_signal": "deleveraging", "source": "Yahoo Finance chart" }, { "segment": "copper", "proxy_ticker": "HG=F", "proxy_name": "Copper futures", "timestamp": "2026-06-03T12:00:00+08:00", "return_1d": -0.0057898839, "return_20d": 0.1124011845, "return_60d": 0.1397293607, "drawdown_60d": -0.0057898839, "volume_ratio": 14.1454372624, "relative_return_20d_vs_qqq": 0.0034962271, "flow_signal": "relative_accumulation", "source": "Yahoo Finance chart" }, { "segment": "gold", "proxy_ticker": "GC=F", "proxy_name": "Gold futures", "timestamp": "2026-06-03T12:00:00+08:00", "return_1d": 0.000155868, "return_20d": -0.0144870281, "return_60d": -0.1181773928, "drawdown_60d": -0.1414804603, "volume_ratio": 99.6224588577, "relative_return_20d_vs_qqq": -0.1233919855, "flow_signal": "neutral", "source": "Yahoo Finance chart" }, { "segment": "usd", "proxy_ticker": "DX-Y.NYB", "proxy_name": "US Dollar Index", "timestamp": "2026-06-03T12:00:00+08:00", "return_1d": 0.0011187267, "return_20d": 0.0086413271, "return_60d": 0.0015224942, "drawdown_60d": -0.0117301844, "volume_ratio": 0.0, "relative_return_20d_vs_qqq": -0.1002636303, "flow_signal": "neutral", "source": "Yahoo Finance chart" }, { "segment": "fx_yen", "proxy_ticker": "JPY=X", "proxy_name": "USD/JPY", "timestamp": "2026-06-03T18:43:48+08:00", "return_1d": 0.001190223, "return_20d": 0.0136291409, "return_60d": 0.0108276663, "drawdown_60d": -0.0025462107, "volume_ratio": 0.0, "relative_return_20d_vs_qqq": -0.0952758165, "flow_signal": "neutral", "source": "Yahoo Finance chart" }, { "segment": "fx_cnh", "proxy_ticker": "CNH=X", "proxy_name": "USD/CNH", "timestamp": "2026-06-03T18:43:50+08:00", "return_1d": 0.0, "return_20d": 0.0, "return_60d": 0.0, "drawdown_60d": 0.0, "volume_ratio": 0.0, "relative_return_20d_vs_qqq": -0.1089049574, "flow_signal": "neutral", "source": "Yahoo Finance chart" }, { "segment": "oil_gold_ratio", "proxy_ticker": "CL=F/GC=F", "proxy_name": "Oil / gold ratio", "timestamp": "2026-06-03T18:43:50+08:00", "return_1d": 0.0251175223, "return_20d": -0.0462197147, "return_60d": 0.0, "drawdown_60d": -0.1047297259, "volume_ratio": 0.0, "relative_return_20d_vs_qqq": -0.1551246721, "flow_signal": "neutral", "source": "Derived from Yahoo Finance chart proxies" }, { "segment": "copper_gold_ratio", "proxy_ticker": "HG=F/GC=F", "proxy_name": "Copper / gold ratio", "timestamp": "2026-06-03T18:43:50+08:00", "return_1d": -0.0059448488, "return_20d": 0.1287534269, "return_60d": 0.0, "drawdown_60d": -0.0059448488, "volume_ratio": 0.0, "relative_return_20d_vs_qqq": 0.0198484695, "flow_signal": "relative_strength", "source": "Derived from Yahoo Finance chart proxies" }, { "segment": "device_platform", "proxy_ticker": null, "proxy_name": "equal-weight basket", "timestamp": "2026-06-03T18:43:50+08:00", "return_1d": -0.0351114385, "return_20d": -0.0617202607, "return_60d": -0.106875, "drawdown_60d": null, "volume_ratio": 0.9098429935, "relative_return_20d_vs_qqq": -0.1706252181, "flow_signal": "deleveraging", "source": "AI basket price-volume monitor" }, { "segment": "hardware_infra", "proxy_ticker": null, "proxy_name": "equal-weight basket", "timestamp": "2026-06-03T18:43:50+08:00", "return_1d": 0.0106501662, "return_20d": 0.1128096733, "return_60d": 0.635290242, "drawdown_60d": null, "volume_ratio": 1.2371646806, "relative_return_20d_vs_qqq": 0.003904716, "flow_signal": "relative_accumulation", "source": "AI basket price-volume monitor" }, { "segment": "mega7_ai_platform", "proxy_ticker": null, "proxy_name": "equal-weight basket", "timestamp": "2026-06-03T18:43:50+08:00", "return_1d": -0.0088723725, "return_20d": 0.0391267662, "return_60d": 0.1380794799, "drawdown_60d": null, "volume_ratio": 1.0052680614, "relative_return_20d_vs_qqq": -0.0697781912, "flow_signal": "neutral", "source": "AI basket price-volume monitor" }, { "segment": "software_model_app", "proxy_ticker": null, "proxy_name": "equal-weight basket", "timestamp": "2026-06-03T18:43:50+08:00", "return_1d": -0.0311842358, "return_20d": 0.0311084022, "return_60d": 0.1747209815, "drawdown_60d": null, "volume_ratio": 1.1818908396, "relative_return_20d_vs_qqq": -0.0777965552, "flow_signal": "neutral", "source": "AI basket price-volume monitor" } ], "macro_regime": [ { "indicator": "CBOE VIX", "proxy_ticker": "^VIX", "proxy_name": "CBOE VIX", "segment": "volatility", "timestamp": "2026-06-03T15:00:00+08:00", "latest_value": 16.0599994659, "unit": "index", "return_1d": 0.0183892834, "return_20d": -0.0764807344, "return_60d": -0.3557962588, "drawdown_60d": -0.4827697307, "trend_points": "[19.31,18.71,18.02,17.83,18.81,16.89,16.99,18.29,17.38,17.39,17.08,17.19,18.38,17.99,17.87,17.26,18.43,17.82,18.06,17.44,16.76,16.7,16.59,17.01,16.29,15.74,15.32,16.05,15.77,16.06]", "level_state": "watch", "benchmark": "VIX: <16 calm; 16-20 watch; 20-25 elevated; 25-30 high stress; >=30 panic.", "decision_use": "Risk-budget and dip-window gate; high VIX can create better entry windows only when fundamentals remain intact.", "required_corroboration": "Confirm with primary orders, pricing, margins, customer demand, valuation and liquidity.", "source": "Yahoo Finance chart" }, { "indicator": "Nasdaq volatility", "proxy_ticker": "^VXN", "proxy_name": "Nasdaq volatility", "segment": "volatility", "timestamp": "2026-06-02T21:30:00+08:00", "latest_value": 23.2700004578, "unit": "index", "return_1d": 0.003882664, "return_20d": 0.0099826186, "return_60d": -0.2598600489, "drawdown_60d": -0.3062015557, "trend_points": "[23.8,23.58,23.32,23.38,23.08,23.24,23.76,21.79,21.92,23.04,22.46,23.58,23.15,23.76,24.74,24.13,24.59,24.08,25.33,24.21,24.09,23.71,22.74,22.82,23.9,23.39,22.92,22.58,23.18,23.27]", "level_state": "watch", "benchmark": "Nasdaq volatility: <20 calm; 20-25 watch; 25-30 elevated; 30-35 high stress; >=35 panic.", "decision_use": "Macro context for risk budget, timing and supply-chain cost pressure; not standalone security selection.", "required_corroboration": "Confirm with primary orders, pricing, margins, customer demand, valuation and liquidity.", "source": "Yahoo Finance chart" }, { "indicator": "US 10Y Treasury yield", "proxy_ticker": "^TNX", "proxy_name": "US 10Y Treasury yield", "segment": "us_rates", "timestamp": "2026-06-02T20:20:00+08:00", "latest_value": 4.4549999237, "unit": "%", "return_1d": -0.0044692696, "return_20d": 0.002024252, "return_60d": 0.0779095172, "drawdown_60d": -0.0454253057, "trend_points": "[4.292,4.294,4.323,4.31,4.336,4.354,4.418,4.39,4.378,4.446,4.416,4.356,4.392,4.364,4.41,4.463,4.481,4.461,4.595,4.623,4.667,4.572,4.586,4.558,4.493,4.481,4.455,4.453,4.475,4.455]", "level_state": "valuation_pressure", "benchmark": "US 10Y yield: <3.5% supportive; 3.5-4.25% neutral; 4.25-4.75% valuation pressure; >=4.75% high-rate pressure.", "decision_use": "Duration and capex-financing pressure proxy for AI infrastructure and long-duration growth assets.", "required_corroboration": "Confirm with primary orders, pricing, margins, customer demand, valuation and liquidity.", "source": "Yahoo Finance chart" }, { "indicator": "Long-duration Treasury ETF", "proxy_ticker": "TLT", "proxy_name": "Long-duration Treasury ETF", "segment": "duration", "timestamp": "2026-06-02T21:30:00+08:00", "latest_value": 85.6500015259, "unit": "USD", "return_1d": 0.0021060056, "return_20d": 0.0081214978, "return_60d": -0.0317657426, "drawdown_60d": -0.0401210545, "trend_points": "[86.57,86.74,86.55,86.71,86.28,86.37,85.7,85.62,85.61,84.96,85.43,86.08,85.65,86.08,85.56,84.99,84.8,84.92,83.66,83.56,83.02,83.91,84.22,84.68,85.1,85.3,85.74,85.76,85.47,85.65]", "level_state": "neutral", "benchmark": "TLT 20D: >+5% duration relief; -5% to +5% neutral; <-5% rate-pressure selloff.", "decision_use": "Macro context for risk budget, timing and supply-chain cost pressure; not standalone security selection.", "required_corroboration": "Confirm with primary orders, pricing, margins, customer demand, valuation and liquidity.", "source": "Yahoo Finance chart" }, { "indicator": "High-yield credit ETF", "proxy_ticker": "HYG", "proxy_name": "High-yield credit ETF", "segment": "credit", "timestamp": "2026-06-02T21:30:00+08:00", "latest_value": 79.9000015259, "unit": "USD", "return_1d": 0.000751568, "return_20d": 0.0012531137, "return_60d": 0.0026351999, "drawdown_60d": -0.0092994419, "trend_points": "[80.37,80.5,80.37,80.48,80.51,80.4,80.13,80.38,80.06,79.8,79.92,80.16,79.86,80.14,79.98,79.87,79.91,79.85,79.46,79.54,79.35,79.86,79.9,79.91,80.18,80.13,80.23,80.31,79.84,79.9]", "level_state": "neutral", "benchmark": "HYG 20D: >+1% credit supportive; -1.5% to +1% neutral; -3% to -1.5% watch; <-3% credit stress.", "decision_use": "Macro context for risk budget, timing and supply-chain cost pressure; not standalone security selection.", "required_corroboration": "Confirm with primary orders, pricing, margins, customer demand, valuation and liquidity.", "source": "Yahoo Finance chart" }, { "indicator": "WTI crude oil", "proxy_ticker": "CL=F", "proxy_name": "WTI crude oil", "segment": "oil", "timestamp": "2026-06-03T12:00:00+08:00", "latest_value": 96.1299972534, "unit": "USD/bbl", "return_1d": 0.0252772511, "return_20d": -0.0600371525, "return_60d": 0.0143505398, "drawdown_60d": -0.1489154506, "trend_points": "[92.96,95.85,94.4,96.37,99.93,106.88,105.07,101.94,106.42,102.27,95.08,94.81,95.42,98.07,102.18,101.02,101.17,105.42,108.66,107.77,98.26,96.35,96.6,93.89,88.68,88.9,87.36,92.16,93.76,96.13]", "level_state": "energy_cost_pressure", "benchmark": "WTI: <$65 demand/inflation relief; $65-90 neutral band; >$90 energy-cost/geopolitical pressure. 20D +/-8% marks fast move.", "decision_use": "Energy input, inflation and geopolitical stress proxy for data-center power/cooling cost assumptions.", "required_corroboration": "Confirm with primary orders, pricing, margins, customer demand, valuation and liquidity.", "source": "Yahoo Finance chart" }, { "indicator": "Copper futures", "proxy_ticker": "HG=F", "proxy_name": "Copper futures", "segment": "copper", "timestamp": "2026-06-03T12:00:00+08:00", "latest_value": 6.611000061, "unit": "USD/lb", "return_1d": -0.0057898839, "return_20d": 0.1124011845, "return_60d": 0.1397293607, "drawdown_60d": -0.0057898839, "trend_points": "[6.12,6.0755,6.0235,6.018,5.9145,5.8785,5.926,5.932,5.795,5.943,6.1365,6.1275,6.249,6.4135,6.485,6.6355,6.5675,6.2515,6.272,6.165,6.2905,6.257,6.342,6.361,6.305,6.396,6.3595,6.524,6.6495,6.611]", "level_state": "industrial_reflation", "benchmark": "Copper 20D: >+8% industrial demand/cost pressure; -8% to +8% neutral; <-8% industrial demand warning.", "decision_use": "Grid, cable, transformer and industrial demand proxy; validate against order books and margins.", "required_corroboration": "Confirm with primary orders, pricing, margins, customer demand, valuation and liquidity.", "source": "Yahoo Finance chart" }, { "indicator": "Gold futures", "proxy_ticker": "GC=F", "proxy_name": "Gold futures", "segment": "gold", "timestamp": "2026-06-03T12:00:00+08:00", "latest_value": 4489.7998046875, "unit": "USD/oz", "return_1d": 0.000155868, "return_20d": -0.0144870281, "return_60d": -0.1181773928, "drawdown_60d": -0.1414804603, "trend_points": "[4732.5,4705.1001,4722.2998,4675.3999,4591.5,4545.2002,4614.7002,4629.8999,4519.5,4555.7998,4681.8999,4699.7998,4720.3999,4718.7002,4677.6001,4697.7002,4678.1001,4555.7998,4552.5,4506.2998,4531.2998,4539.7998,4521.0,4500.3999,4447.5,4499.2998,4560.5,4475.2002,4489.1001,4489.7998]", "level_state": "neutral", "benchmark": "Gold 20D: >+5% defensive/real-rate hedge demand; -5% to +5% neutral; <-5% risk-on or real-rate pressure.", "decision_use": "Macro context for risk budget, timing and supply-chain cost pressure; not standalone security selection.", "required_corroboration": "Confirm with primary orders, pricing, margins, customer demand, valuation and liquidity.", "source": "Yahoo Finance chart" }, { "indicator": "Oil / gold ratio", "proxy_ticker": "CL=F/GC=F", "proxy_name": "Oil / gold ratio", "segment": "oil_gold_ratio", "timestamp": "2026-06-03T18:43:50+08:00", "latest_value": 0.0214107542, "unit": "ratio", "return_1d": 0.0251175223, "return_20d": -0.0462197147, "return_60d": 0.0, "drawdown_60d": -0.1047297259, "trend_points": "[0.019643,0.020372,0.01999,0.020612,0.021764,0.023515,0.022769,0.022018,0.023547,0.022448,0.020308,0.020173,0.020214,0.020783,0.021845,0.021504,0.021626,0.02314,0.023868,0.023915,0.021685,0.021223,0.021367,0.020863,0.019939,0.019759,0.019156,0.020593,0.020886,0.021411]", "level_state": "neutral", "benchmark": "Oil/gold ratio: rising 20D >+5% implies oil/inflation pressure; falling <-5% implies defensive/risk-off tilt.", "decision_use": "Macro context for risk budget, timing and supply-chain cost pressure; not standalone security selection.", "required_corroboration": "Confirm with primary orders, pricing, margins, customer demand, valuation and liquidity.", "source": "Derived from Yahoo Finance chart proxies" }, { "indicator": "Copper / gold ratio", "proxy_ticker": "HG=F/GC=F", "proxy_name": "Copper / gold ratio", "segment": "copper_gold_ratio", "timestamp": "2026-06-03T18:43:50+08:00", "latest_value": 0.0014724487, "unit": "ratio", "return_1d": -0.0059448488, "return_20d": 0.1287534269, "return_60d": 0.0, "drawdown_60d": -0.0059448488, "trend_points": "[0.001293,0.001291,0.001276,0.001287,0.001288,0.001293,0.001284,0.001281,0.001282,0.001304,0.001311,0.001304,0.001324,0.001359,0.001386,0.001412,0.001404,0.001372,0.001378,0.001368,0.001388,0.001378,0.001403,0.001413,0.001418,0.001422,0.001394,0.001458,0.001481,0.001472]", "level_state": "pro_growth_confirmation", "benchmark": "Copper/gold ratio: rising 20D >+5% confirms cyclical/pro-growth risk appetite; falling <-5% flags industrial weakness or risk-off.", "decision_use": "Macro context for risk budget, timing and supply-chain cost pressure; not standalone security selection.", "required_corroboration": "Confirm with primary orders, pricing, margins, customer demand, valuation and liquidity.", "source": "Derived from Yahoo Finance chart proxies" }, { "indicator": "US Dollar Index", "proxy_ticker": "DX-Y.NYB", "proxy_name": "US Dollar Index", "segment": "usd", "timestamp": "2026-06-03T12:00:00+08:00", "latest_value": 99.3310012817, "unit": "index", "return_1d": 0.0011187267, "return_20d": 0.0086413271, "return_60d": 0.0015224942, "drawdown_60d": -0.0117301844, "trend_points": "[98.59,98.8,98.51,98.48,98.62,98.92,98.08,98.21,98.47,98.48,98.02,98.25,97.84,97.94,98.29,98.48,98.88,99.27,98.97,99.3,99.11,99.19,99.32,99.17,99.21,99.02,98.91,99.2,99.22,99.331]", "level_state": "easier_dollar", "benchmark": "DXY: <100 easier dollar; 100-105 neutral; >105 strong-dollar pressure. 20D +3% marks fast dollar squeeze.", "decision_use": "FX and global liquidity proxy, especially for Asian suppliers and EM demand.", "required_corroboration": "Confirm with primary orders, pricing, margins, customer demand, valuation and liquidity.", "source": "Yahoo Finance chart" }, { "indicator": "USD/JPY", "proxy_ticker": "JPY=X", "proxy_name": "USD/JPY", "segment": "fx_yen", "timestamp": "2026-06-03T18:43:48+08:00", "latest_value": 159.8260040283, "unit": "JPY", "return_1d": 0.001190223, "return_20d": 0.0136291409, "return_60d": 0.0108276663, "drawdown_60d": -0.0025462107, "trend_points": "[159.488,159.747,159.576,159.357,159.552,160.184,156.978,156.846,157.194,157.677,156.508,156.829,156.858,157.231,157.671,157.851,158.382,158.844,158.861,159.035,158.888,159.018,158.946,158.954,159.243,159.568,159.27,159.353,159.636,159.826]", "level_state": "yen_weakness_pressure", "benchmark": "USD/JPY: <140 yen strength; 140-155 neutral/watch; >155 yen-weakness and Japan input-cost pressure.", "decision_use": "Macro context for risk budget, timing and supply-chain cost pressure; not standalone security selection.", "required_corroboration": "Confirm with primary orders, pricing, margins, customer demand, valuation and liquidity.", "source": "Yahoo Finance chart" }, { "indicator": "USD/CNH", "proxy_ticker": "CNH=X", "proxy_name": "USD/CNH", "segment": "fx_cnh", "timestamp": "2026-06-03T18:43:50+08:00", "latest_value": 6.7709898949, "unit": "CNH", "return_1d": 0.0, "return_20d": 0.0, "return_60d": 0.0, "drawdown_60d": 0.0, "trend_points": "[6.771]", "level_state": "easier_rmb", "benchmark": "USD/CNH: <7.00 easier RMB; 7.00-7.20 neutral; 7.20-7.30 watch; >7.30 China FX pressure.", "decision_use": "Macro context for risk budget, timing and supply-chain cost pressure; not standalone security selection.", "required_corroboration": "Confirm with primary orders, pricing, margins, customer demand, valuation and liquidity.", "source": "Yahoo Finance chart" } ], "dip_buy_candidates": [], "options_flow": [], "prediction_markets": [], "research_policy": { "public_use": "research_input_only", "requires_independent_judgment": true, "not_standalone_decision_basis": true, "decision_ready_requires": [ "fresh price-volume confirmation", "primary-source filings, orders, capacity or management commentary", "valuation, liquidity and crowding review", "counter-evidence and invalidation checks" ], "free_source_boundary": "Free public sources can support monitoring and hypothesis validation, but each signal is downgraded when timestamps, coverage, provenance or primary-source corroboration are missing." }, "source_quality": [ { "source": "Market price and volume snapshots", "status": "loaded", "cost_tier": "free_public", "freshness": "delayed_or_market_dependent", "decision_use": "price_volume_proxy", "limitation": "Price and volume indicate market behavior, not fundamental proof or true net fund flow.", "required_corroboration": "Check filings, earnings calls, orders, valuation and liquidity." }, { "source": "Market regime and sector-flow proxies", "status": "loaded", "cost_tier": "free_public", "freshness": "delayed_or_market_dependent", "decision_use": "market_regime_and_dip_buy_timing_proxy", "limitation": "This is not exchange-confirmed net fund flow and not standalone buy advice.", "required_corroboration": "Confirm primary evidence, valuation, liquidity, earnings revisions and position crowding." }, { "source": "Company filings, IR and earnings calls", "status": "required_for_validation", "cost_tier": "free_public", "freshness": "issuer_reported", "decision_use": "primary_evidence", "limitation": "Primary disclosures can lag real-time supply-demand changes and may omit customer-specific detail.", "required_corroboration": "Cross-check orders, lead times, ASP, capacity, margins and channel data." } ], "trigger_events": [ { "ticker": "CAMT", "event_type": "price_volume_breakout", "severity": "critical", "reason": "1D return +15.0% with volume shock 2.3x; requires price-volume follow-through review.", "generated_at": "2026-06-03T18:43:50+08:00" }, { "ticker": "MRVL", "event_type": "supply_chain_evidence_change", "severity": "critical", "reason": "confirmed evidence confidence 0.90; Record Q1 FY27 revenue $2.418B; Q2 guide $2.7B mid-point; management says exceptional AI-related bookings and raised FY27/FY28 outlook on demand across 800G and 1.6T optics, 51.2T Ethernet switches, NPO/CPO, DCI modules and custom XPU attach", "generated_at": "2026-06-03T18:43:50+08:00" }, { "ticker": "COHR", "event_type": "supply_chain_evidence_change", "severity": "critical", "reason": "confirmed evidence confidence 0.90; Datacenter and Communications revenue $1.362B vs $968.7M YoY in fiscal Q3 2026", "generated_at": "2026-06-03T18:43:50+08:00" }, { "ticker": "PWR", "event_type": "supply_chain_evidence_change", "severity": "critical", "reason": "confirmed evidence confidence 0.90; Q1 2026 revenue $7.87B; remaining performance obligations $26.2B; backlog $48.5B; management cites supply-chain investments and positioning in large-load markets", "generated_at": "2026-06-03T18:43:50+08:00" }, { "ticker": "APH", "event_type": "supply_chain_evidence_change", "severity": "critical", "reason": "confirmed evidence confidence 0.90; Q1 2026 sales $7.62B (+58% YoY); record orders and 1.24x book-to-bill; management cites exceptional organic growth in IT datacom", "generated_at": "2026-06-03T18:43:50+08:00" }, { "ticker": "0522.HK", "event_type": "supply_chain_evidence_change", "severity": "critical", "reason": "confirmed evidence confidence 0.90; Q1 sizeable TCB shipments and repeat orders; key memory player qualifying fluxless HBM4 16H process; photonics revenue up 5x YoY; 1.6T transceiver bulk orders; SMT record bookings from AI servers and optical transceivers", "generated_at": "2026-06-03T18:43:50+08:00" }, { "ticker": "ABB", "event_type": "supply_chain_evidence_change", "severity": "critical", "reason": "confirmed evidence confidence 0.90; Q1 2026 orders $11.298B (+32%); book-to-bill 1.29; Electrification orders +44%; management says market momentum remains strongest in data centers and positive for grid investments", "generated_at": "2026-06-03T18:43:50+08:00" } ], "validation_lanes": [ { "label": "信号留痕", "label_en": "Signal ledger", "value": "每日记录", "value_en": "Daily record", "detail": "每次日报固定记录信号标题、数据日、篮子表现、量能和下一证据，避免事后解释。", "detail_en": "Every brief records the signal title, data date, basket behavior, volume and next evidence to avoid post-hoc narratives." }, { "label": "结果窗口", "label_en": "Outcome windows", "value": "7 / 20 / 60D", "value_en": "7 / 20 / 60D", "detail": "按发出信号后的固定窗口复盘，不用单日涨跌替代有效性判断。", "detail_en": "Review fixed windows after each signal rather than judging validity by a single trading day." }, { "label": "覆盖范围", "label_en": "Coverage", "value": "69 names", "value_en": "69 names", "detail": "公开市场篮子与 18 个二阶瓶颈候选池持续更新。", "detail_en": "Public-market baskets and 18 second-order bottleneck candidates are updated continuously." }, { "label": "读者反馈", "label_en": "Reader feedback", "value": "打开 / 回复 / 转发", "value_en": "Open / reply / forward", "detail": "把读者提出的问题、补充证据和反证纳入下一期简报，持续提高覆盖质量。", "detail_en": "Reader questions, added evidence and counterpoints feed into later briefs to improve coverage quality." } ], "referral_rewards": [ { "level": "邀请 3 位确认订阅", "level_en": "3 confirmed referrals", "title": "解锁一篇深度报告", "title_en": "Unlock one deep-dive report", "detail": "邀请确认订阅后，可阅读一篇完整专题研究，包含来源、图表和反证清单。", "detail_en": "Confirmed referrals unlock one full thematic research note with sources, charts and counter-evidence." }, { "level": "邀请 5 位确认订阅", "level_en": "5 confirmed referrals", "title": "提前看专题研究池", "title_en": "Preview thematic research pools", "detail": "开放某个链条的扩展 watchlist、反证清单和待验证公司列表。", "detail_en": "Open the extended watchlist, counter-evidence checklist and companies to verify for a selected chain." }, { "level": "邀请 10 位确认订阅", "level_en": "10 confirmed referrals", "title": "Founder research circle", "title_en": "Founder research circle", "detail": "进入小范围研究讨论，优先提交问题、线索和反证，不提供个性化交易指令。", "detail_en": "Join a small research discussion group to submit questions, leads and counter-evidence. No personalized trading instructions." } ], "updates": [ { "layer": "Market Data", "name": "行情与轮动", "name_en": "Market and rotation", "cadence": "工作日盘中", "cadence_en": "Intraday on trading days", "output": "涨跌、成交量冲击、上涨广度、跨市场数据新鲜度", "output_en": "Returns, volume shocks, market breadth and cross-market data freshness" }, { "layer": "Industry Evidence", "name": "产业链证据", "name_en": "Supply-chain evidence", "cadence": "每周多次", "cadence_en": "Multiple times per week", "output": "公司公告、业绩会、订单、产能、第三方产业数据", "output_en": "Company filings, earnings calls, orders, capacity and third-party industry data" }, { "layer": "Community", "name": "舆论扩散", "name_en": "Narrative diffusion", "cadence": "工作日收盘后", "cadence_en": "After market close on trading days", "output": "社区热度、叙事扩散、早期/主流/拥挤/过热状态", "output_en": "Community heat, narrative diffusion and early/mainstream/crowded/overheated states" }, { "layer": "Institutional", "name": "机构与 NVIDIA 动向", "name_en": "Institutions and NVIDIA activity", "cadence": "每周", "cadence_en": "Weekly", "output": "13F/ETF 变化、NVIDIA 投资/合作、Physical AI 生态信号", "output_en": "13F/ETF changes, NVIDIA investments and partnerships, Physical AI ecosystem signals" }, { "layer": "Derivatives", "name": "期权异动与预测市场", "name_en": "Options flow and prediction markets", "cadence": "工作日盘中 / 每日", "cadence_en": "Intraday on trading days / daily", "output": "异常期权成交、成交量/OI、隐波、Polymarket 概率变化和事件热度", "output_en": "Unusual options flow, volume/OI, IV, Polymarket probability changes and event heat" }, { "layer": "Publishing", "name": "研究报告与告警", "name_en": "Research publishing and alerts", "cadence": "日报 / 周报 / 触发式", "cadence_en": "Daily / weekly / trigger-based", "output": "Web dashboard、邮件摘要、IM 推送、Webhook 告警", "output_en": "Web dashboard, email digest, IM push and webhook alerts" } ] }