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Brett Caughran compares the portfolio construction approach of SALP to that of Archegos, rather than Melvin or LTCM.
Caughran highlights that SALP was reportedly operating with gross leverage of 400 percent and held concentrated, directional, and illiquid positions, referencing recent CNBC reporting. He notes that while all the details are not confirmed, the level of leverage is highly unusual.
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Caughran has previously discussed how blending investor judgment with large language models is gaining traction, referencing a Bridgwater and Thinking Machines paper on AI investing. He has also examined how agents could challenge established portfolio theories such as the Grinold frontier in public markets, moving beyond automation, in a separate analysis. These earlier observations provide context for his commentary on risk-taking and leverage in SALP’s portfolio approach.