Get 10% off on Fundamental Edge: https://www.fundamentedge.com/odds-on-open-podcastIn this episode of Odds on Open, Ethan Kho sits down with Brett Caughran, founder of Fundamental Edge and a former Portfolio Manager at elite Tiger Cub and Multi-Manager (MM) firms.As generative AI and agentic workflows commoditize the "desktop research" layer of investing, the bar for generating idiosyncratic alpha has never been higher. Brett breaks down the specific frameworks—including ETIC (Everything There Is To Know) and the Focus 5—that top-tier pods use to identify mispriced securities and isolate key drivers before they are priced in by the market.We dive deep into the market microstructure shifts caused by the rise of indexers and factor-based quants, explaining why increased volatility is a gift for fundamental investors with the stomach for Bayesian updating. Brett also provides a roadmap for the "New Junior Analyst," shifting the focus from manual model-cranking to high-leverage primary research and AI orchestration.00:00 Intro01:29 Frameworks for developing a differentiated variant perception05:16 Financial drivers vs. narrative cycles: The Focus 5 framework08:29 Analyzing the stock vs. business: Bayesian updating in public markets12:52 AI as an intellectual power tool vs. consensus "alpha slop"17:21 Accelerating the hunch-to-hypothesis pipeline with AI sniff tests21:52 The evolution of junior analysts: From data entry to primary research28:46 Why market microstructure and behavioral alpha prevent index efficiency34:48 New meta-skills: Debugging models and the expectations gap muscle38:44 Training junior analysts: Earning the right to use power tools44:34 High-value workflows: CEO credibility analysis and guidance tracking48:28 LLMs as orchestration tools for human primary research54:55 Teachable scientific process vs. revealed investment judgment57:54 Common threads across Multi-Managers, Single Managers, and Tiger Cubs59:49 Curiosity as a meta-skill and the art of system thinking