{ "as_of": "2026-09-13", "review_status": "New research synthesis pending author review; original notes remain separately dated", "sources": [ { "id": "r1", "title": "DeepSeek-R1 technical report", "url": "https://arxiv.org/abs/2501.12948", "public_date": "2025-01-22", "captured": "2026-09-13", "eligible_date": "2025-01-22", "type": "Original research", "review_status": "Source checked; interpretation pending author review", "version": "snapshot-2026-09-13", "license": "Linked source; original facts summarized, full copyrighted text not redistributed" }, { "id": "metr", "title": "METR · Time Horizon 1.1", "url": "https://metr.org/blog/2026-1-29-time-horizon-1-1/", "public_date": "2026-01-29", "captured": "2026-09-13", "eligible_date": "2026-01-29", "type": "Independent evaluation", "review_status": "Source checked; interpretation pending author review", "version": "snapshot-2026-09-13", "license": "Linked source; original facts summarized, full copyrighted text not redistributed" }, { "id": "context", "title": "Anthropic · Claude Opus 4.6", "url": "https://www.anthropic.com/news/claude-opus-4-6", "public_date": null, "captured": "2026-09-13", "eligible_date": "2026-09-13", "type": "Vendor product announcement", "review_status": "Source checked; interpretation pending author review", "version": "snapshot-2026-09-13", "license": "Linked source; original facts summarized, full copyrighted text not redistributed" }, { "id": "dynamo", "title": "NVIDIA Dynamo · Disaggregated serving", "url": "https://docs.dynamo.nvidia.com/dynamo/user-guides/disaggregated-serving", "public_date": null, "captured": "2026-09-13", "eligible_date": "2026-09-13", "type": "Official deployment documentation", "review_status": "Source checked; interpretation pending author review", "version": "snapshot-2026-09-13", "license": "Linked source; original facts summarized, full copyrighted text not redistributed" }, { "id": "rubin", "title": "NVIDIA · Rubin platform", "url": "https://nvidianews.nvidia.com/news/rubin-platform-ai-supercomputer", "public_date": null, "captured": "2026-09-13", "eligible_date": "2026-09-13", "type": "Vendor platform announcement", "review_status": "Source checked; interpretation pending author review", "version": "snapshot-2026-09-13", "license": "Linked source; original facts summarized, full copyrighted text not redistributed" }, { "id": "voice", "title": "OpenAI · Advancing voice intelligence", "url": "https://openai.com/index/advancing-voice-intelligence-with-new-models-in-the-api/", "public_date": "2026-05-07", "captured": "2026-09-13", "eligible_date": "2026-05-07", "type": "Vendor product announcement", "review_status": "Source checked; interpretation pending author review", "version": "snapshot-2026-09-13", "license": "Linked source; original facts summarized, full copyrighted text not redistributed" }, { "id": "robotics", "title": "Google DeepMind · Gemini Robotics 1.5", "url": "https://deepmind.google/blog/gemini-robotics-15-brings-ai-agents-into-the-physical-world/", "public_date": "2025-09-25", "captured": "2026-09-13", "eligible_date": "2025-09-25", "type": "Vendor research / product announcement", "review_status": "Source checked; interpretation pending author review", "version": "snapshot-2026-09-13", "license": "Linked source; original facts summarized, full copyrighted text not redistributed" }, { "id": "science", "title": "Google DeepMind · AlphaEvolve", "url": "https://deepmind.google/blog/alphaevolve-a-gemini-powered-coding-agent-for-designing-advanced-algorithms/", "public_date": "2025-05-14", "captured": "2026-09-13", "eligible_date": "2025-05-14", "type": "Vendor internal deployment report", "review_status": "Source checked; interpretation pending author review", "version": "snapshot-2026-09-13", "license": "Linked source; original facts summarized, full copyrighted text not redistributed" }, { "id": "nist", "title": "NIST · AI Agent Standards Initiative", "url": "https://www.nist.gov/news-events/news/2026/02/announcing-ai-agent-standards-initiative-interoperable-and-secure", "public_date": "2026-02-17", "captured": "2026-09-13", "eligible_date": "2026-02-17", "type": "Government initiative", "review_status": "Source checked; interpretation pending author review", "version": "snapshot-2026-09-13", "license": "Linked source; original facts summarized, full copyrighted text not redistributed" }, { "id": "stargate", "title": "OpenAI · Oracle partnership", "url": "https://openai.com/index/stargate-advances-with-partnership-with-oracle/", "public_date": "2025-07-22", "captured": "2026-09-13", "eligible_date": "2025-07-22", "type": "Company project announcement", "review_status": "Source checked; interpretation pending author review", "version": "snapshot-2026-09-13", "license": "Linked source; original facts summarized, full copyrighted text not redistributed" }, { "id": "fairwater", "title": "Microsoft · Made in Wisconsin", "url": "https://blogs.microsoft.com/on-the-issues/2025/09/18/made-in-wisconsin-the-worlds-most-powerful-ai-datacenter/", "public_date": "2025-09-18", "captured": "2026-09-13", "eligible_date": "2025-09-18", "type": "Company project announcement", "review_status": "Source checked; interpretation pending author review", "version": "snapshot-2026-09-13", "license": "Linked source; original facts summarized, full copyrighted text not redistributed" }, { "id": "aip", "title": "BlackRock · AI Infrastructure Partnership", "url": "https://ir.blackrock.com/news-and-events/press-releases/press-releases-details/2025/BlackRock-Global-Infrastructure-Partners-Microsoft-and-MGX-Welcome-NVIDIA-and-xAI-to-the-AI-Infrastructure-Partnership-to-Drive-Investment-in-Data-Centers-and-Enabling-Infrastructure/default.aspx", "public_date": "2025-03-19", "captured": "2026-09-13", "eligible_date": "2025-03-19", "type": "Financing target announcement", "review_status": "Source checked; interpretation pending author review", "version": "snapshot-2026-09-13", "license": "Linked source; original facts summarized, full copyrighted text not redistributed" }, { "id": "eia", "title": "EIA · Electricity demand scenarios", "url": "https://www.eia.gov/todayinenergy/detail.php?id=67344", "public_date": null, "captured": "2026-09-13", "eligible_date": "2026-09-13", "type": "Government scenario analysis", "review_status": "Source checked; interpretation pending author review", "version": "snapshot-2026-09-13", "license": "Linked source; original facts summarized, full copyrighted text not redistributed" }, { "id": "zendesk", "title": "Zendesk · Automated resolution tiers", "url": "https://support.zendesk.com/hc/en-us/articles/9570369117338-About-automated-resolution-tiers", "public_date": "2026-08-24", "captured": "2026-09-13", "eligible_date": "2026-08-24", "type": "Vendor billing documentation", "review_status": "Source checked; interpretation pending author review", "version": "snapshot-2026-09-13", "license": "Linked source; original facts summarized, full copyrighted text not redistributed" }, { "id": "nvda-financial", "title": "NVIDIA Q2 FY2027 results", "url": "https://nvidianews.nvidia.com/news/nvidia-announces-financial-results-for-second-quarter-fiscal-2027", "public_date": "2026-08-26", "captured": "2026-09-13", "type": "Company financial disclosure", "review_status": "Imported verified V3 snapshot", "version": "v3" }, { "id": "msft-financial", "title": "Microsoft Q4 FY2026", "url": "https://www.microsoft.com/en-us/investor/events/fy-2026/earnings-fy-2026-q4", "public_date": "2026-07-29", "captured": "2026-09-13", "type": "Company financial disclosure", "review_status": "Imported verified V3 snapshot", "version": "v3" }, { "id": "meta-financial", "title": "Meta Q2 2026", "url": "https://investor.atmeta.com/investor-news/press-release-details/2026/Meta-Reports-Second-Quarter-2026-Results/default.aspx", "public_date": "2026-07-29", "captured": "2026-09-13", "type": "Company financial disclosure", "review_status": "Imported verified V3 snapshot", "version": "v3" } ], "technologies": [ { "id": "reasoning", "title": "Reasoning & test-time compute", "title_zh": null, "source_ids": [ "r1" ], "maturity": "Research + released models", "mechanism": "Reinforcement learning and longer inference can improve reasoning on verifiable tasks.", "evidence": "DeepSeek-R1 reports reasoning training and released distilled variants. Benchmark gains do not establish paid-task reliability.", "deployment": "Research + released models; repeat paid procurement not independently established by this source.", "workload": "More reasoning tokens and variable latency per request.", "unit_economics": "Higher cost per attempt may be justified only if verified completion rises enough.", "beneficiaries": "Compute vendors; cloud inference services", "at_risk": "Fixed-price workflows with excessive retry costs", "tickers": [ "NVDA", "MSFT", "AMZN" ], "countercase": "Smaller routed models solve the same accepted tasks with less compute.", "validation": "Verified success, tail latency, total tokens including failed attempts", "catalyst": "Repeat the same holdout tasks across reasoning budgets.", "mapping_status": "Research hypothesis", "review_status": "New synthesis; pending author review", "created": "2026-09-13", "summary_zh": null }, { "id": "agents", "title": "Agents & multi-agent systems", "title_zh": null, "source_ids": [ "metr" ], "maturity": "Independent evaluation", "mechanism": "Agents sequence tool calls, retries and delegated tasks; coordination can multiply work.", "evidence": "METR measures task difficulty using human completion time. Its time horizons are not a production adoption measure.", "deployment": "Independent evaluation; repeat paid procurement not independently established by this source.", "workload": "Longer trajectories; tools, memory and verification become material.", "unit_economics": "Lower labor only creates savings after review, rework and failure costs.", "beneficiaries": "Workflow owners with distribution and permission controls", "at_risk": "Labor-intensive services without defensible workflow ownership", "tickers": [ "MSFT", "GOOGL" ], "countercase": "Coordination and review erase any automation savings.", "validation": "Fully automatic pass rate, repair time, repeat paid usage", "catalyst": "Run extraction, reconciliation and project-document holdouts.", "mapping_status": "Research hypothesis", "review_status": "New synthesis; pending author review", "created": "2026-09-13", "summary_zh": null }, { "id": "context", "title": "Long context, memory & KV cache", "title_zh": null, "source_ids": [ "context" ], "maturity": "Product availability", "mechanism": "Attention state and retained context consume memory; caching reuses eligible computation.", "evidence": "Opus 4.6 introduced a 1M-context beta. Availability is evidence of a product, not evidence of customer retention.", "deployment": "Product availability; repeat paid procurement not independently established by this source.", "workload": "Larger resident memory and longer prefill; cache hit rates change economics.", "unit_economics": "Measure accepted-document cost at matched inputs, output length and quality.", "beneficiaries": "Memory and serving platforms with useful caching", "at_risk": "Undifferentiated retrieval or storage products", "tickers": [ "MU", "NVDA" ], "countercase": "Retrieval, shorter context or compression delivers equivalent accepted work.", "validation": "Cache hit rate, context utilization, long-input failure rate", "catalyst": "Re-run identical documents with caching on and off.", "mapping_status": "Research hypothesis", "review_status": "New synthesis; pending author review", "created": "2026-09-13", "summary_zh": null }, { "id": "efficient", "title": "Small models, distillation, quantization & routing", "title_zh": null, "source_ids": [ "r1" ], "maturity": "Research + released models", "mechanism": "Distillation transfers task behavior to smaller models; routing selects capacity by task difficulty.", "evidence": "R1 provides a reproducible example of distilled reasoning models; quantization and routing require separate workload validation.", "deployment": "Research + released models; repeat paid procurement not independently established by this source.", "workload": "Less compute per easy request; hard cases still escalate.", "unit_economics": "Unit savings can expand demand. Total hardware demand depends on price elasticity.", "beneficiaries": "Low-cost serving and differentiated application owners", "at_risk": "Premium inference without a quality advantage", "tickers": [ "MSFT", "AMZN", "NVDA" ], "countercase": "Lower prices expand successful task volume faster than efficiency reduces compute.", "validation": "Accepted-task cost and escalation rate, not tokens alone", "catalyst": "Compare a fixed router with the strongest single-model workflow.", "mapping_status": "Research hypothesis", "review_status": "New synthesis; pending author review", "created": "2026-09-13", "summary_zh": null }, { "id": "serving", "title": "Prefill / decode disaggregation", "title_zh": null, "source_ids": [ "dynamo" ], "maturity": "Deployable software", "mechanism": "Separate worker pools allocate resources to prompt processing and token generation; KV transfer adds overhead.", "evidence": "Dynamo documents disaggregated serving and the required transfer path. Customer economics are workload-dependent.", "deployment": "Deployable software; repeat paid procurement not independently established by this source.", "workload": "Network traffic, memory capacity and per-stage utilization change.", "unit_economics": "Optimize latency-constrained throughput after transfer and idle-capacity costs.", "beneficiaries": "Networking, memory and efficient serving stacks", "at_risk": "Poorly utilized dedicated worker pools", "tickers": [ "NVDA", "MU", "AAOI" ], "countercase": "Communication overhead dominates on short or low-volume requests.", "validation": "Time to first token, inter-token latency, utilization, KV transfer", "catalyst": "Matched-load serving benchmark with and without disaggregation.", "mapping_status": "Research hypothesis", "review_status": "New synthesis; pending author review", "created": "2026-09-13", "summary_zh": null }, { "id": "systems", "title": "Custom silicon, packaging, networks & optics", "title_zh": null, "source_ids": [ "rubin" ], "maturity": "Vendor platform announcement", "mechanism": "Accelerators, memory, packaging and interconnect must be co-designed around the serving workload.", "evidence": "NVIDIA describes Rubin as an integrated platform. Supplier claims do not establish customer repeat orders or realized margins.", "deployment": "Vendor platform announcement; repeat paid procurement not independently established by this source.", "workload": "Bottlenecks can move from chips to memory, packaging, networking or power.", "unit_economics": "System cost per accepted workload matters more than peak chip throughput.", "beneficiaries": "Differentiated bottleneck suppliers", "at_risk": "Components displaced by integration or custom ASICs", "tickers": [ "NVDA", "MU", "AMAT", "LRCX", "AAOI" ], "countercase": "Custom chips or improved software weaken merchant pricing power.", "validation": "Shipment acceptance, mix, lead times, customer concentration", "catalyst": "Customer system deployments and supplier financial disclosures.", "mapping_status": "Research hypothesis", "review_status": "New synthesis; pending author review", "created": "2026-09-13", "summary_zh": null }, { "id": "multimodal", "title": "Real-time voice, video & multimodal", "title_zh": null, "source_ids": [ "voice" ], "maturity": "API product release", "mechanism": "Streaming inputs and outputs add encoding, decoding and strict latency requirements.", "evidence": "OpenAI announced new voice models in May 2026. A product release does not disclose paid retention or gross profit.", "deployment": "API product release; repeat paid procurement not independently established by this source.", "workload": "Continuous sessions, interruption handling and media processing.", "unit_economics": "Cost per resolved interaction includes abandoned and escalated sessions.", "beneficiaries": "Distribution owners with usable voice workflows", "at_risk": "Per-seat products exposed to outcome-based substitutes", "tickers": [ "MSFT", "GOOGL" ], "countercase": "Poor resolution or latency makes human escalation the dominant cost.", "validation": "Resolution rate, paid repeat use, latency, human escalation", "catalyst": "Repeat the same service scenarios with measured acceptance.", "mapping_status": "Research hypothesis", "review_status": "New synthesis; pending author review", "created": "2026-09-13", "summary_zh": null }, { "id": "robotics", "title": "World models, robotics & edge AI", "title_zh": null, "source_ids": [ "robotics" ], "maturity": "Research + developer availability", "mechanism": "Physical agents connect perception, planning and actions under local latency and safety constraints.", "evidence": "Gemini Robotics 1.5 introduced embodied agent capabilities; industrial reliability remains a separate verification step.", "deployment": "Research + developer availability; repeat paid procurement not independently established by this source.", "workload": "Training and simulation may be centralized while actions run locally.", "unit_economics": "Economics depend on uptime, interventions and useful physical throughput.", "beneficiaries": "Reliable edge systems and task-specific integration", "at_risk": "Undifferentiated manual-process providers", "tickers": [ "NVDA", "GOOGL" ], "countercase": "Hardware, safety certification or failure recovery blocks scaling.", "validation": "Interventions per hour, task completion, downtime, deployment cost", "catalyst": "Independent repeated operation outside the demonstration setup.", "mapping_status": "Research hypothesis", "review_status": "New synthesis; pending author review", "created": "2026-09-13", "summary_zh": null }, { "id": "science", "title": "AI for science & automated R&D", "title_zh": null, "source_ids": [ "science" ], "maturity": "Reported internal deployment", "mechanism": "Search proposes candidates and evaluators accept or reject improvements against explicit objectives.", "evidence": "AlphaEvolve reports algorithm optimization within Google. Internal deployment is not external commercial revenue evidence.", "deployment": "Reported internal deployment; repeat paid procurement not independently established by this source.", "workload": "Candidate generation expands while objective evaluation may become the bottleneck.", "unit_economics": "Value must be measured against verification cost and baseline search methods.", "beneficiaries": "Owners of proprietary evaluation loops and scientific workflows", "at_risk": "Routine search effort with weak differentiated data", "tickers": [ "GOOGL", "MSFT" ], "countercase": "Baseline optimizers match gains or evaluation costs exceed useful savings.", "validation": "Validated improvement, reproducibility, evaluator cost", "catalyst": "Hold out objectives and compare to deterministic search baselines.", "mapping_status": "Research hypothesis", "review_status": "New synthesis; pending author review", "created": "2026-09-13", "summary_zh": null }, { "id": "trust", "title": "Safety, identity, evaluation & data permissions", "title_zh": null, "source_ids": [ "nist" ], "maturity": "Standards initiative", "mechanism": "Agents need explicit identity, scoped access, audit records and reliable evaluation.", "evidence": "NIST announced an agent standards initiative. It is not a final binding rule or a measured revenue pool.", "deployment": "Standards initiative; repeat paid procurement not independently established by this source.", "workload": "Policy checks, logging and evaluation add workload and constrain actions.", "unit_economics": "Security cost is part of successful workflow delivery, not a free layer.", "beneficiaries": "Identity and workflow platforms with enforceable permissions", "at_risk": "Tools lacking auditable enterprise controls", "tickers": [ "MSFT", "GOOGL" ], "countercase": "Open standards commoditize controls or users do not pay separately.", "validation": "Unauthorized actions, auditability, deployment approval time", "catalyst": "Track final specifications and actual procurement requirements.", "mapping_status": "Research hypothesis", "review_status": "New synthesis; pending author review", "created": "2026-09-13", "summary_zh": null } ], "companies": [ { "id": "msft", "name": "Microsoft", "ticker": "MSFT", "layer": "platforms", "question": "Cloud growth, capital intensity and cash conversion", "thesis": "msft", "relationship_status": "Verified sector coverage; incremental benefit is a research hypothesis", "transmission": "Installed capacity × utilization × realized service pricing → revenue; depreciation, energy and financing determine cash return.", "countercase": "More capacity with weak utilization or price compression depresses return on capital.", "metrics": "Cloud growth, utilization, depreciation, cash P&E, operating cash flow", "holdings_weight": null, "holdings_date": "2026-09-09", "source_ids": [ "msft-financial" ], "review_status": "Coverage inherited from published website; transmission synthesis pending review", "catalyst": "Next issuer earnings / project commissioning disclosure; date not independently confirmed", "forecast_revision": null, "valuation": null }, { "id": "amzn", "name": "Amazon", "ticker": "AMZN", "layer": "platforms", "question": "AWS demand and returns on new capacity", "thesis": null, "relationship_status": "Verified sector coverage; incremental benefit is a research hypothesis", "transmission": "Installed capacity × utilization × realized service pricing → revenue; depreciation, energy and financing determine cash return.", "countercase": "More capacity with weak utilization or price compression depresses return on capital.", "metrics": "Cloud growth, utilization, depreciation, cash P&E, operating cash flow", "holdings_weight": 8.4, "holdings_date": "2026-09-09", "source_ids": [], "review_status": "Coverage inherited from published website; transmission synthesis pending review", "catalyst": "Next issuer earnings / project commissioning disclosure; date not independently confirmed", "forecast_revision": null, "valuation": null }, { "id": "googl", "name": "Alphabet", "ticker": "GOOGL", "layer": "platforms", "question": "Infrastructure utilisation and monetisation", "thesis": null, "relationship_status": "Verified sector coverage; incremental benefit is a research hypothesis", "transmission": "Installed capacity × utilization × realized service pricing → revenue; depreciation, energy and financing determine cash return.", "countercase": "More capacity with weak utilization or price compression depresses return on capital.", "metrics": "Cloud growth, utilization, depreciation, cash P&E, operating cash flow", "holdings_weight": null, "holdings_date": "2026-09-09", "source_ids": [], "review_status": "Coverage inherited from published website; transmission synthesis pending review", "catalyst": "Next issuer earnings / project commissioning disclosure; date not independently confirmed", "forecast_revision": null, "valuation": null }, { "id": "meta", "name": "Meta Platforms", "ticker": "META", "layer": "platforms", "question": "Cash investment versus operating cash generation", "thesis": null, "relationship_status": "Verified sector coverage; incremental benefit is a research hypothesis", "transmission": "Installed capacity × utilization × realized service pricing → revenue; depreciation, energy and financing determine cash return.", "countercase": "More capacity with weak utilization or price compression depresses return on capital.", "metrics": "Cloud growth, utilization, depreciation, cash P&E, operating cash flow", "holdings_weight": null, "holdings_date": "2026-09-09", "source_ids": [ "meta-financial" ], "review_status": "Coverage inherited from published website; transmission synthesis pending review", "catalyst": "Next issuer earnings / project commissioning disclosure; date not independently confirmed", "forecast_revision": null, "valuation": null }, { "id": "nvda", "name": "NVIDIA", "ticker": "NVDA", "layer": "compute", "question": "Data-center growth and customer concentration", "thesis": null, "relationship_status": "Verified sector coverage; incremental benefit is a research hypothesis", "transmission": "Units × realized ASP and product mix → revenue; supply cost, competition and customer concentration determine profit.", "countercase": "Efficiency, custom chips or supply expansion compress price faster than volume grows.", "metrics": "Data-center revenue, memory pricing, gross margin, customer concentration", "holdings_weight": null, "holdings_date": "2026-09-09", "source_ids": [ "nvda-financial" ], "review_status": "Coverage inherited from published website; transmission synthesis pending review", "catalyst": "Next issuer earnings / project commissioning disclosure; date not independently confirmed", "forecast_revision": null, "valuation": null }, { "id": "mu", "name": "Micron Technology", "ticker": "MU", "layer": "compute", "question": "Memory mix, supply discipline and pricing", "thesis": "mu", "relationship_status": "Verified sector coverage; incremental benefit is a research hypothesis", "transmission": "Units × realized ASP and product mix → revenue; supply cost, competition and customer concentration determine profit.", "countercase": "Efficiency, custom chips or supply expansion compress price faster than volume grows.", "metrics": "Data-center revenue, memory pricing, gross margin, customer concentration", "holdings_weight": 34.4, "holdings_date": "2026-09-09", "source_ids": [], "review_status": "Coverage inherited from published website; transmission synthesis pending review", "catalyst": "Next issuer earnings / project commissioning disclosure; date not independently confirmed", "forecast_revision": null, "valuation": null }, { "id": "amat", "name": "Applied Materials", "ticker": "AMAT", "layer": "equipment", "question": "Wafer-fab spending and order conversion", "thesis": "semicap", "relationship_status": "Verified sector coverage; incremental benefit is a research hypothesis", "transmission": "Customer wafer-fab commitments → equipment orders → delivery / acceptance → revenue; cancellations and export constraints can interrupt conversion.", "countercase": "Fab delays, customer inventories or restricted shipments defer revenue.", "metrics": "Orders, backlog conversion, WFE outlook, service mix", "holdings_weight": 14.5, "holdings_date": "2026-09-09", "source_ids": [], "review_status": "Coverage inherited from published website; transmission synthesis pending review", "catalyst": "Next issuer earnings / project commissioning disclosure; date not independently confirmed", "forecast_revision": null, "valuation": null }, { "id": "lrcx", "name": "Lam Research", "ticker": "LRCX", "layer": "equipment", "question": "Memory investment and equipment intensity", "thesis": "semicap", "relationship_status": "Verified sector coverage; incremental benefit is a research hypothesis", "transmission": "Customer wafer-fab commitments → equipment orders → delivery / acceptance → revenue; cancellations and export constraints can interrupt conversion.", "countercase": "Fab delays, customer inventories or restricted shipments defer revenue.", "metrics": "Orders, backlog conversion, WFE outlook, service mix", "holdings_weight": 7, "holdings_date": "2026-09-09", "source_ids": [], "review_status": "Coverage inherited from published website; transmission synthesis pending review", "catalyst": "Next issuer earnings / project commissioning disclosure; date not independently confirmed", "forecast_revision": null, "valuation": null }, { "id": "aaoi", "name": "Applied Optoelectronics", "ticker": "AAOI", "layer": "infrastructure", "question": "Optical capacity, customer wins and execution", "thesis": null, "relationship_status": "Verified sector coverage; incremental benefit is a research hypothesis", "transmission": "Design win → contracted order → delivery / commissioning → revenue; project timing and fixed-price execution costs determine margin.", "countercase": "Project delays, component substitution or working-capital needs absorb the order benefit.", "metrics": "Backlog conversion, lead times, margins, cash collection", "holdings_weight": 5.6, "holdings_date": "2026-09-09", "source_ids": [], "review_status": "Coverage inherited from published website; transmission synthesis pending review", "catalyst": "Next issuer earnings / project commissioning disclosure; date not independently confirmed", "forecast_revision": null, "valuation": null }, { "id": "vrt", "name": "Vertiv", "ticker": "VRT", "layer": "infrastructure", "question": "Power and thermal capacity versus valuation", "thesis": "vrt", "relationship_status": "Verified sector coverage; incremental benefit is a research hypothesis", "transmission": "Design win → contracted order → delivery / commissioning → revenue; project timing and fixed-price execution costs determine margin.", "countercase": "Project delays, component substitution or working-capital needs absorb the order benefit.", "metrics": "Backlog conversion, lead times, margins, cash collection", "holdings_weight": null, "holdings_date": "2026-09-09", "source_ids": [], "review_status": "Coverage inherited from published website; transmission synthesis pending review", "catalyst": "Next issuer earnings / project commissioning disclosure; date not independently confirmed", "forecast_revision": null, "valuation": null }, { "id": "gev", "name": "GE Vernova", "ticker": "GEV", "layer": "infrastructure", "question": "Backlog conversion and turbine supply", "thesis": "us-power-theme", "relationship_status": "Verified sector coverage; incremental benefit is a research hypothesis", "transmission": "Design win → contracted order → delivery / commissioning → revenue; project timing and fixed-price execution costs determine margin.", "countercase": "Project delays, component substitution or working-capital needs absorb the order benefit.", "metrics": "Backlog conversion, lead times, margins, cash collection", "holdings_weight": null, "holdings_date": "2026-09-09", "source_ids": [], "review_status": "Coverage inherited from published website; transmission synthesis pending review", "catalyst": "Next issuer earnings / project commissioning disclosure; date not independently confirmed", "forecast_revision": null, "valuation": null }, { "id": "etn", "name": "Eaton", "ticker": "ETN", "layer": "infrastructure", "question": "Electrical demand and capacity expansion", "thesis": "us-power-theme", "relationship_status": "Verified sector coverage; incremental benefit is a research hypothesis", "transmission": "Design win → contracted order → delivery / commissioning → revenue; project timing and fixed-price execution costs determine margin.", "countercase": "Project delays, component substitution or working-capital needs absorb the order benefit.", "metrics": "Backlog conversion, lead times, margins, cash collection", "holdings_weight": null, "holdings_date": "2026-09-09", "source_ids": [], "review_status": "Coverage inherited from published website; transmission synthesis pending review", "catalyst": "Next issuer earnings / project commissioning disclosure; date not independently confirmed", "forecast_revision": null, "valuation": null }, { "id": "hubb", "name": "Hubbell", "ticker": "HUBB", "layer": "infrastructure", "question": "Grid investment and order quality", "thesis": "us-power-theme", "relationship_status": "Verified sector coverage; incremental benefit is a research hypothesis", "transmission": "Design win → contracted order → delivery / commissioning → revenue; project timing and fixed-price execution costs determine margin.", "countercase": "Project delays, component substitution or working-capital needs absorb the order benefit.", "metrics": "Backlog conversion, lead times, margins, cash collection", "holdings_weight": null, "holdings_date": "2026-09-09", "source_ids": [], "review_status": "Coverage inherited from published website; transmission synthesis pending review", "catalyst": "Next issuer earnings / project commissioning disclosure; date not independently confirmed", "forecast_revision": null, "valuation": null }, { "id": "openai", "name": "OpenAI", "ticker": null, "layer": "Private company", "source_ids": [ "stargate" ], "relationship_status": "Private node; no listed security mapped" }, { "id": "anthropic", "name": "Anthropic", "ticker": null, "layer": "Private company", "source_ids": [], "relationship_status": "Private node; no listed security mapped" }, { "id": "crusoe", "name": "Crusoe", "ticker": null, "layer": "Private company", "source_ids": [], "relationship_status": "Private node; no listed security mapped" }, { "id": "zendesk", "name": "Zendesk", "ticker": null, "layer": "Private company", "source_ids": [ "zendesk" ], "relationship_status": "Private node; no listed security mapped" } ], "securities": [ { "id": "security-us-msft", "company_id": "msft", "symbol": "MSFT", "country": "US", "exchange": null, "currency": "USD", "share_class": null, "price": null, "price_as_of": null, "status": "Ticker inherited; exchange / identifier enrichment pending" }, { "id": "security-us-amzn", "company_id": "amzn", "symbol": "AMZN", "country": "US", "exchange": null, "currency": "USD", "share_class": null, "price": null, "price_as_of": null, "status": "Ticker inherited; exchange / identifier enrichment pending" }, { "id": "security-us-googl", "company_id": "googl", "symbol": "GOOGL", "country": "US", "exchange": null, "currency": "USD", "share_class": null, "price": null, "price_as_of": null, "status": "Ticker inherited; exchange / identifier enrichment pending" }, { "id": "security-us-meta", "company_id": "meta", "symbol": "META", "country": "US", "exchange": null, "currency": "USD", "share_class": null, "price": null, "price_as_of": null, "status": "Ticker inherited; exchange / identifier enrichment pending" }, { "id": "security-us-nvda", "company_id": "nvda", "symbol": "NVDA", "country": "US", "exchange": null, "currency": "USD", "share_class": null, "price": null, "price_as_of": null, "status": "Ticker inherited; exchange / identifier enrichment pending" }, { "id": "security-us-mu", "company_id": "mu", "symbol": "MU", "country": "US", "exchange": null, "currency": "USD", "share_class": null, "price": null, "price_as_of": null, "status": "Ticker inherited; exchange / identifier enrichment pending" }, { "id": "security-us-amat", "company_id": "amat", "symbol": "AMAT", "country": "US", "exchange": null, "currency": "USD", "share_class": null, "price": null, "price_as_of": null, "status": "Ticker inherited; exchange / identifier enrichment pending" }, { "id": "security-us-lrcx", "company_id": "lrcx", "symbol": "LRCX", "country": "US", "exchange": null, "currency": "USD", "share_class": null, "price": null, "price_as_of": null, "status": "Ticker inherited; exchange / identifier enrichment pending" }, { "id": "security-us-aaoi", "company_id": "aaoi", "symbol": "AAOI", "country": "US", "exchange": null, "currency": "USD", "share_class": null, "price": null, "price_as_of": null, "status": "Ticker inherited; exchange / identifier enrichment pending" }, { "id": "security-us-vrt", "company_id": "vrt", "symbol": "VRT", "country": "US", "exchange": null, "currency": "USD", "share_class": null, "price": null, "price_as_of": null, "status": "Ticker inherited; exchange / identifier enrichment pending" }, { "id": "security-us-gev", "company_id": "gev", "symbol": "GEV", "country": "US", "exchange": null, "currency": "USD", "share_class": null, "price": null, "price_as_of": null, "status": "Ticker inherited; exchange / identifier enrichment pending" }, { "id": "security-us-etn", "company_id": "etn", "symbol": "ETN", "country": "US", "exchange": null, "currency": "USD", "share_class": null, "price": null, "price_as_of": null, "status": "Ticker inherited; exchange / identifier enrichment pending" }, { "id": "security-us-hubb", "company_id": "hubb", "symbol": "HUBB", "country": "US", "exchange": null, "currency": "USD", "share_class": null, "price": null, "price_as_of": null, "status": "Ticker inherited; exchange / identifier enrichment pending" } ], "observations": [ { "id": "msft-cashPPEBillions", "entity_id": "msft", "metric": "Cash purchases of P&E", "value": 35.8, "period": "Q4 FY2026", "period_end": "2026-06-30", "unit": "billion", "currency": "USD", "basis": "Cash investing outflow; total company", "source_id": "msft-financial", "public_date": "2026-07-29", "captured": "2026-09-13", "review_status": "Verified inherited snapshot", "version": "v3", "method": "Reported figure; no AI-only allocation" }, { "id": "msft-operatingCashFlowBillions", "entity_id": "msft", "metric": "Operating cash flow", "value": 55.4, "period": "Q4 FY2026", "period_end": "2026-06-30", "unit": "billion", "currency": "USD", "basis": "Reported total company", "source_id": "msft-financial", "public_date": "2026-07-29", "captured": "2026-09-13", "review_status": "Verified inherited snapshot", "version": "v3", "method": "Reported figure; no AI-only allocation" }, { "id": "msft-reportedCapexBillions", "entity_id": "msft", "metric": "Reported capital expenditure", "value": 41, "period": "Q4 FY2026", "period_end": "2026-06-30", "unit": "billion", "currency": "USD", "basis": "Reported capital expenditures include finance leases; chart uses cash paid for property and equipment.", "source_id": "msft-financial", "public_date": "2026-07-29", "captured": "2026-09-13", "review_status": "Verified inherited snapshot", "version": "v3", "method": "Reported figure; no AI-only allocation" }, { "id": "meta-cashPPEBillions", "entity_id": "meta", "metric": "Cash purchases of P&E", "value": 30.116, "period": "Q2 2026", "period_end": "2026-06-30", "unit": "billion", "currency": "USD", "basis": "Cash investing outflow; total company", "source_id": "meta-financial", "public_date": "2026-07-29", "captured": "2026-09-13", "review_status": "Verified inherited snapshot", "version": "v3", "method": "Reported figure; no AI-only allocation" }, { "id": "meta-operatingCashFlowBillions", "entity_id": "meta", "metric": "Operating cash flow", "value": 31.862, "period": "Q2 2026", "period_end": "2026-06-30", "unit": "billion", "currency": "USD", "basis": "Reported total company", "source_id": "meta-financial", "public_date": "2026-07-29", "captured": "2026-09-13", "review_status": "Verified inherited snapshot", "version": "v3", "method": "Reported figure; no AI-only allocation" }, { "id": "meta-reportedCapexBillions", "entity_id": "meta", "metric": "Reported capital expenditure", "value": 31.08, "period": "Q2 2026", "period_end": "2026-06-30", "unit": "billion", "currency": "USD", "basis": "Reported capital expenditures include principal payments on finance leases; chart uses purchases of property and equipment.", "source_id": "meta-financial", "public_date": "2026-07-29", "captured": "2026-09-13", "review_status": "Verified inherited snapshot", "version": "v3", "method": "Reported figure; no AI-only allocation" }, { "id": "nvda-dc", "entity_id": "nvda", "metric": "Data Center revenue", "value": 89, "period": "Q2 FY2027 · ended July 26, 2026", "period_end": "2026-07-26", "unit": "billion", "currency": "USD", "basis": "Reported segment revenue", "source_id": "nvda-financial", "public_date": "2026-08-26", "captured": "2026-09-13", "review_status": "Verified inherited snapshot", "version": "v3", "method": "Reported Data Center revenue, not customer AI spending" } ], "relationships": [ { "id": "openai-oracle", "from": "OpenAI", "to": "Oracle", "type": "Compute capacity agreement", "status": "Confirmed announced relationship", "amount": null, "unit": null, "capacity_gw": 4.5, "date": "2025-07-22", "source_id": "stargate", "note": "Additional U.S. program capacity; not an Abilene-only capacity figure or recognized revenue." }, { "id": "oracle-nvda", "from": "Oracle / Abilene", "to": "NVIDIA", "type": "Equipment delivery", "status": "Confirmed announced relationship", "amount": null, "date": "2025-07-22", "source_id": "stargate", "note": "GB200 racks delivered; price, payment and margin not disclosed in this evidence." }, { "id": "msft-wisconsin", "from": "Microsoft", "to": "Wisconsin Fairwater", "type": "Investment pledge", "status": "Announced target", "amount": 3.3, "unit": "USD billion", "date": "2025-09-18", "source_id": "fairwater", "note": "Initial investment commitment; neither a cash draw nor incremental annual CapEx." }, { "id": "aip-equity", "from": "AIP investors", "to": "AI Infrastructure Partnership", "type": "Equity fundraising target", "status": "Target, not capital raised", "amount": 30, "unit": "USD billion", "date": "2025-03-19", "source_id": "aip", "note": "Target investor capital. Do not add to the $100bn including-debt potential." }, { "id": "aip-total", "from": "Capital + potential debt", "to": "AI Infrastructure Partnership", "type": "Financing ambition", "status": "Potential total including debt", "amount": 100, "unit": "USD billion", "date": "2025-03-19", "source_id": "aip", "note": "Includes targeted equity, not additional cash; not assigned to a specific mapped campus." } ], "financing_events": [ { "id": "aip-equity", "from": "AIP investors", "to": "AI Infrastructure Partnership", "type": "Equity fundraising target", "status": "Target, not capital raised", "amount": 30, "unit": "USD billion", "date": "2025-03-19", "source_id": "aip", "note": "Target investor capital. Do not add to the $100bn including-debt potential." }, { "id": "aip-total", "from": "Capital + potential debt", "to": "AI Infrastructure Partnership", "type": "Financing ambition", "status": "Potential total including debt", "amount": 100, "unit": "USD billion", "date": "2025-03-19", "source_id": "aip", "note": "Includes targeted equity, not additional cash; not assigned to a specific mapped campus." } ], "contracts": [ { "id": "openai-oracle", "from": "OpenAI", "to": "Oracle", "type": "Compute capacity agreement", "status": "Confirmed announced relationship", "amount": null, "unit": null, "capacity_gw": 4.5, "date": "2025-07-22", "source_id": "stargate", "note": "Additional U.S. program capacity; not an Abilene-only capacity figure or recognized revenue." }, { "id": "oracle-nvda", "from": "Oracle / Abilene", "to": "NVIDIA", "type": "Equipment delivery", "status": "Confirmed announced relationship", "amount": null, "date": "2025-07-22", "source_id": "stargate", "note": "GB200 racks delivered; price, payment and margin not disclosed in this evidence." } ], "adoption": [ { "name": "Customer service", "before": "Agent seats and service labor", "change": "Automated resolution replaces some handling; escalations still need people", "pricing": "Zendesk resolution tiers plus platform subscriptions", "savings": "Split depends on per-resolution fee, accepted automation and residual staffing", "evidence": "Billing documentation exists; paid retention and customer margins unavailable", "source_id": "zendesk" }, { "name": "Software seats", "before": "Named-user subscriptions", "change": "Agents may reduce users while increasing workflow consumption", "pricing": "Seat, usage or outcome combinations", "savings": "Vendor retains savings only if workflow ownership supports pricing", "evidence": "Research hypothesis; not a sector-wide decline forecast", "source_id": null }, { "name": "Search advertising", "before": "Traffic and paid search placement", "change": "Answer interfaces can change referrals and conversion", "pricing": "Ads, subscriptions and commerce referral fees", "savings": "Distribution and conversion quality determine bargaining power", "evidence": "No matched monetization dataset imported", "source_id": null }, { "name": "IT and professional services", "before": "Billable labor / project contracts", "change": "Coding and analysis hours may fall; verification remains", "pricing": "Time, fixed project or outcome billing", "savings": "Client captures savings under time billing; provider may retain them under fixed scope", "evidence": "Baseline cost and realized project quality needed", "source_id": null }, { "name": "Content production", "before": "Creative labor and production software", "change": "Draft supply expands; editing, rights and distribution still matter", "pricing": "Subscription, asset or project pricing", "savings": "Scarce distribution and accepted quality may retain value", "evidence": "No blanket winner / loser designation", "source_id": null } ], "policy": [ { "title": "NIST AI Agent Standards Initiative", "jurisdiction": "United States", "status": "Initiative announced; not a final binding rule", "announcement_date": "2026-02-17", "effective_date": null, "affected": "Agent interoperability and security standards work", "source_id": "nist" } ], "models": [], "benchmarks": [], "workloads": [ { "id": "research-extraction", "name": "Public-disclosure extraction and reconciliation", "acceptance": "Exact typed amount, period, basis and source; pass criteria fixed before evaluation" } ], "research_notes": [ { "id": "issue-8", "title": "Super El Niño 2026-27: What Is Mispriced, What the Vehicles Actually Earn, and When to Leave", "public_date": "2026-09-08", "url": "/notes/issue-8", "pdf": "/newsletters/issue-8.pdf", "status": "Original published author work" }, { "id": "issue-7", "title": "U.S. Power, AI Data Centers & Industrial Equipment", "public_date": "2026-04-24", "url": "/notes/issue-7", "pdf": "/newsletters/issue-7.pdf", "status": "Original published author work" }, { "id": "issue-6", "title": "U.S. Equity Corrections: The Recovery Pattern and the 2026 Iran-War Episode", "public_date": "2026-04-17", "url": "/notes/issue-6", "pdf": "/newsletters/issue-6.pdf", "status": "Original published author work" }, { "id": "issue-5", "title": "The 44-Point Spread: Buy the Hated Hyperscalers, Don't Chase the Chips", "public_date": "2026-04-10", "url": "/notes/issue-5", "pdf": "/newsletters/issue-5.pdf", "status": "Original published author work" }, { "id": "issue-4", "title": "Energy Shock, Dollar Fatigue, and the Cracks Beneath the Payroll Beat", "public_date": "2026-04-05", "url": "/notes/issue-4", "pdf": "/newsletters/issue-4.pdf", "status": "Original published author work" }, { "id": "issue-3", "title": "Navigating the Bear, and Finding Alpha in It", "public_date": "2026-03-28", "url": "/notes/issue-3", "pdf": "/newsletters/issue-3.pdf", "status": "Original published author work" }, { "id": "issue-2", "title": "Iran War Energy Shock: Macro Outlook & Portfolio Strategy", "public_date": "2026-03-21", "url": "/notes/issue-2", "pdf": "/newsletters/issue-2.pdf", "status": "Original published author work" }, { "id": "issue-1", "title": "The Hormuz Shock: SCO Exit, USO Puts & Restructuring the Oil Short", "public_date": "2026-03-13", "url": "/notes/issue-1", "pdf": "/newsletters/issue-1.pdf", "status": "Original published author work" } ], "experiments": [], "forecasts": [ { "id": "en8-01", "source": "issue-8", "made": "2026-09-08", "statement": "India's 2026/27 gross sugar output (ISMA first estimate) lands at 29–31 Mt. Alternatives: at or above 32 Mt (20%), below 29 Mt (20%).", "resolves": "2026-11-30", "resolvesLabel": "Nov 2026", "p": 0.6, "settles": "ISMA first advance estimate", "status": "open", "outcome": null, "resolvedOn": null, "resolution": "", "public_date": "2026-09-08", "source_url": "/notes/issue-8", "captured": "2026-09-13", "reconstructed": false }, { "id": "en8-02", "source": "issue-8", "made": "2026-09-08", "statement": "India's export ban is extended beyond 30 September 2026, formally or 'until further orders'.", "resolves": "2026-09-30", "p": 0.7, "settles": "DGFT notification", "status": "open", "outcome": null, "resolvedOn": null, "resolution": "", "public_date": "2026-09-08", "source_url": "/notes/issue-8", "captured": "2026-09-13", "reconstructed": false }, { "id": "en8-03", "source": "issue-8", "made": "2026-09-08", "statement": "India's net sugar imports reach 2 Mt or more by end-January 2027.", "resolves": "2027-01-31", "p": 0.25, "settles": "DGFT / trade data", "status": "open", "outcome": null, "resolvedOn": null, "resolution": "", "public_date": "2026-09-08", "source_url": "/notes/issue-8", "captured": "2026-09-13", "reconstructed": false }, { "id": "en8-04", "source": "issue-8", "made": "2026-09-08", "statement": "Mar-27 raw sugar settles at or above 21c on at least one day before 31 January 2027. Sub-forecasts: at or above 25c (25%); at or below 15c (25%).", "resolves": "2027-01-31", "p": 0.6, "settles": "ICE settlements", "status": "open", "outcome": null, "resolvedOn": null, "resolution": "", "public_date": "2026-09-08", "source_url": "/notes/issue-8", "captured": "2026-09-13", "reconstructed": false }, { "id": "en8-05", "source": "issue-8", "made": "2026-09-08", "statement": "CANE trades at or above $12.50 on at least one day before 31 January 2027.", "resolves": "2027-01-31", "p": 0.55, "settles": "Exchange closes", "status": "open", "outcome": null, "resolvedOn": null, "resolution": "", "public_date": "2026-09-08", "source_url": "/notes/issue-8", "captured": "2026-09-13", "reconstructed": false }, { "id": "en8-06", "source": "issue-8", "made": "2026-09-08", "statement": "Brazil Centre-South 2027/28 sugar estimates of 42 Mt or more are the consensus by end-February 2027.", "resolves": "2027-02-28", "p": 0.6, "settles": "Datagro / Hedgepoint / StoneX", "status": "open", "outcome": null, "resolvedOn": null, "resolution": "", "public_date": "2026-09-08", "source_url": "/notes/issue-8", "captured": "2026-09-13", "reconstructed": false }, { "id": "en8-07", "source": "issue-8", "made": "2026-09-08", "statement": "Malaysian crude palm oil (BMD third-month) is higher in June 2027 than in the ONI peak month (December 2026).", "resolves": "2027-06-30", "p": 0.6, "settles": "BMD settlements", "status": "open", "outcome": null, "resolvedOn": null, "resolution": "", "public_date": "2026-09-08", "source_url": "/notes/issue-8", "captured": "2026-09-13", "reconstructed": false }, { "id": "en8-08", "source": "issue-8", "made": "2026-09-08", "statement": "Adecoagro FY26 adjusted EBITDA comes in at or above $630M (our base case).", "resolves": "2027-03-31", "resolvesLabel": "Mar 2027", "p": 0.55, "settles": "Adecoagro 4Q26 release", "status": "open", "outcome": null, "resolvedOn": null, "resolution": "", "public_date": "2026-09-08", "source_url": "/notes/issue-8", "captured": "2026-09-13", "reconstructed": false } ], "gaps": [ "Model and GPU prices normalized to matched workloads", "Customer paid retention and adoption panel", "Company consensus, earnings revisions and licensed security prices", "Issuer-verified site costs, contracts, grid queues and metered loads", "Model workflow experiment results; no API model runs performed" ] }