The biggest hedge funds have entire teams building AI. Most asset managers are on their own. But closing that gap isn't about buying more AI. It's about a problem most people get wrong. You can test code by running it. You can't test an investment by buying it. Software engineering and investing aren't the same problem In software, we've moved from autocomplete to agents to long-running agent swarms - each step climbing another level of abstraction In investing, human judgment still has to exist at the object level So the challenge was never deploying agents The challenge is giving them the context to be useful Every source of knowledge Internal and external Structured and unstructured Connected to the people making decisions. That's what @imjmcinnis and his co-founder @btsfinch built at @withai_inc Not another AI tool A customized environment where agents can work the way investors actually do. Ian knows the problem firsthand. Before co-founding WithAI, he worked at the center of AI and investing at Bridgewater, studying how AI would reshape markets and knowledge work. His conclusion after trying the alternative: "The DIY approach ends in pain" The future isn't simply managing swarms of agents It's knowing what to delegate What to automate And where human judgment remains essential That's why WithAI focuses on amplifying investors rather than replacing them Research faster Monitor more companies Surface information that would otherwise be missed "AI for asset managers, built with you": Security, infrastructure, and white-glove service for harnessing the latest agents 🎙️ Ian M.J. McInnis (@imjmcinnis), CEO & Co-Founder, @withai_inc on @Fondocom @thestartpod