System overview 17

Where: Portfolio + Execution17 AI agentv20 · slide 31

AI that proposes options, ranks alternatives, and suggests next-best actions for human decision-makers.

Recommendation is not decision — humans still decide — but it sharpens the menu and removes the cost of generating credible alternatives. AI proposes options, ranks them, and suggests next-best actions.

This agent type is particularly valuable at the Portfolio Decision Forum, where the Adaptive Investor needs to make Continue/Pivot/Stop decisions across multiple intents simultaneously. A recommend agent might surface: "Intent A is showing strong signal — recommend Continue with increased capacity.

Intent C has stalled for two loops — recommend Pivot to alternative approach X, or Stop and reallocate to Intent A." The human decision-maker can accept, modify, or reject these recommendations, but the cognitive load of generating and comparing options is reduced.

Key principles