CarbonForge Uses E-values to Stop Agents from Faking Discoveries

CarbonForge detailed EvidenceTree, a system using e-values and strict control over data access to impose statistical discipline on discovery agents and prevent fake findings. With lab loops connected, agents can now end-to-end improve the company's own stack.

2026-10-15 ~ 2026-10-15 · 3 related posts

• CarbonForge uses e-values to stop discovery agents fooling themselves — pierrelux · 2026-10-15
• Carbonforge: validation is the bottleneck for agentic discovery; its first paper hits a NeurIPS workshop — pierrelux · 2026-10-15
• EvidenceTree Uses Anytime-Valid E-values to Keep Agents from Cheating Their Way to Discoveries — pierrelux · 2026-10-15