Systematic Investing

20 articles on systematic investing.

Artificial Intelligence

AI Mini-Series Part XI: Obedient by Design: Why a Model That Takes Guidance Well Needs Room to Disagree

Part 11 of a series on building and testing an AI layer for our systematic framework. This one is about our operating record: what our independent manager did with the slack we gave it in the sixth piece, how far we swung toward structure in response, and where we now draw the line between structure and judgment.

Blackworks Capital Team · September 3, 2026

Brooks Falls, Alaska

Artificial Intelligence

AI Mini-Series Part IX: The Control Group: Proving an AI Investment Process Is Real, Not Just Plausible

Part 9 of a series on building and testing an AI layer for our systematic framework. This one is about the hardest question in the project: how do you know an AI investment process is actually working, when it cannot be backtested? Our answer runs every night, and it was built to be impossible to argue with.

Blackworks Capital Team · September 3, 2026

Sol Duc Falls, Washington

Systematic Investing

Treasury Intervention: History Rhyming

Treasury doubled its long-end buybacks to push the 30-year off a 19-year high. They ran this exact play in 2023. What the arithmetic and that scorecard actually say.

Blackworks Capital Team · August 19, 2026

Outer Banks, North Carolina