Machine Heart

Oct 22, 2026 · Artificial Intelligence

TraceForge: Legal Synthetic Reasoning Traces Beat Closed-Source Distillation

Yan Wang's TraceForge method generates synthetic chain-of-thought traces via adversarial training on family-model data, legally outperforming direct distillation of closed-source models like Claude and GPT on coding benchmarks without using any proprietary tokens.