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AI in Healthcare · Medical imaging accuracy and speed improving ~70% via AI, transforming preventive care
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Inference ASICs/TPUs create long-duration moats as training demand proves spiky
Training demand is volatile but inference is a recurring annuity stream; custom silicon (Google TPU, merchant ASICs) purpose-built for inference workloads will compound advantages over year…
Medical imaging accuracy and speed improving ~70% via AI, transforming preventive care
AI-driven imaging (MRI/CT) advances are accelerating early detection of chronic diseases in aging populations, making care more cost-effective and shifting focus from therapeutic to prevent…
Robotic surgery at inflection: 300M annual procedures barely penetrated
Da Vinci-style systems combined with haptic feedback, mapping software, and workflow integration are reducing errors and training time, creating a multi-decade adoption curve across global…
Inference is the annuity stream; training is spiky and capital-intensive
The recurring revenue of model inference calls creates predictable, high-margin economics versus the lumpy, capex-heavy training phase, favoring companies that own the inference stack.
Venture Capitaltailwindscore 7/10mala gaonkar
Concentrated four-vertical portfolio with thematic hedges enables offense during factor rotations
Focusing on enterprise data/tech, financial services, healthcare services, and industrial technologies provides diverse long drivers; thematic overlays allow adding risk when passive flows…
System-2 thinking and data-science debiasing are critical to avoid sunk-cost and confirmation traps
Explicit checklists, automated alternative-data tracking, and 'thoughtfully missing out' (TOMO) on hype cycles (crypto, quantum) protect against behavioral biases that caused past errors (N…
Private Marketstailwindscore 7/10mala gaonkar
Change happens at the edges: private markets offer earliest exposure to disruption
Most disruptive companies start small and private; maintaining global networks in focus verticals (enterprise data, fintech, healthcare services, industrial tech) captures compounding optio…
Real-time data providers with system-of-record + workflow moats resist LLM disruption
Proprietary real-time data (FX pricing, fixed income, equities) embedded in trading/compliance workflows is structurally hard for LLMs to displace due to latency, accuracy, and regulatory r…