Get Started
Home
Topics
Search
Library
Research questionHow can adaptive trading agents be stress-tested across alternative futures when returns hide state and execution failures?Historical backtests expose an adaptive trading agent to a single realized market path and cannot rule out historical contamination. Terminal portfolio returns can also look successful when internal state has degraded or reported decisions no longer match executed holdings.
AI
AI Agents
Evaluation & Benchmarks
Finance
Latest papersRecent research connected to this question, newest first.FORESIGHT-9: Prospective and Process-Aware Evaluation of Adaptive Trading AgentsFORESIGHT-9 evaluates two adaptive trading-agent frameworks with two foundation-model backbones across 36 long-horizon runs in nine auditable counterfactual stress worldlines branching from a common July 2026 information boundary. Observations are disclosed according to in-world time under a standardized observation and execution contract while preserving each agent’s native adaptation loop; the evidence includes portfolio results, process telemetry, decision records, audit traces, and regeneration scripts.research paper · Sep 4, 2026
Related questions
How can quantitative trading systems test weak historical regularities under regime shifts without using future information?How can autonomous-driving planners be stress-tested in realistic closed-loop scenarios that expose failures missed by nominal benchmarks?How can AI agents adapt execution routes as runtime evidence invalidates their planned continuation?How can web agents detect impending failure from trajectory prefixes when internal logits are unavailable?