“Every SME should eventually fine-tune, post-train their own model if they can afford to, build one from the ground up, especially if they're in a very narrow domain. It's not that expensive to build a small language that caters to the needs of your customers.”

“The only way that actually happens, even in my own personal practice, is to be using the most frontier tasks and doing the most frontier models along the way.”

“The more you post-train models the less diverse their outputs become”

“You have a lot more control of an open weights model that, or an open source model that you can configure, you know, whether it be through fine tuning or whatever, set up your own guardrails”

“The board should carry out due diligence on the service provider… and get comfortable that the delegates' controls meet the rules… you can only rely on a service provider's own AML audit if it includes testing that's specific to the fund's compliance program.”