Machine Heart

Jul 6, 2026 · Artificial Intelligence

Why 15 Large Reasoning Models All Fail: Hidden Risks in Their Thought Chains

A systematic study of 15 large reasoning models reveals that their intermediate reasoning traces pose higher safety risks than final answers, categorizes three failure modes, and proposes an adaptive multi‑principle steering mitigation that reduces unsafe outputs while preserving model capability.