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In this episode of Odds on Open, Alpaca Co-Founder and CEO Yoshi Yokokawa breaks down the changing microstructure of systematic trading, the democratization of quantitative R&D, and why AI agents alone will never grant you a defensible market edge. As LLMs compress strategy iteration and backtesting feedback loops, the traditional line between retail quants and institutional fund managers continues to blur. Yoshi shares high-signal data from Alpaca’s API platform—tracking a 4x explosion in active algorithmic developers—and explains why execution discipline, behavioral risk control, and operational frameworks remain the true drivers of alpha in liquid markets.The conversation dives deep into the structural economics of modern asset management, analyzing the recent surge of YC-backed AI hedge funds, the reality of competing against multi-manager scale, and why top-tier trading firms spend aggressively on compute. Drawing from his background as a former trader at Lehman Brothers and his journey building global brokerage infrastructure, Yoshi explores the rise of entity-based solopreneurs, tokenized equities, and MCP-ready financial services. Whether you are a portfolio manager, quant developer, or market allocator, this episode provides actionable frameworks for handling strategy recalibration through regime shifts and cultivating defensibility in an increasingly commoditized financial landscape.