Dynamic risk-adjusted resource allocation for agentic reasoning harnesses using TypeSafe Jev System One judgments and the Kelly criterion.
Instead of burning tokens on sequential chain-of-thought monologues to decide if an idea is worth exploring, this architecture evaluates candidate hypotheses, tool calls, and plan branches in parallel (~500ms). It computes fractional Kelly stakes across pessimistic, base, and optimistic scenarios derived from Rumsfeld epistemic quadrants to size compute budgets: model tier selection (flash_lite / flash / pro), token caps, tool depth, subagent fan-out permissions, and code verification rigor.