dair-ai's Top AI Papers of the Week: CMU's Harness Learning and Six More Picks

dair_ai · x · 2026-10-11

dair-ai's weekly paper roundup (Oct 5–11) features seven picks: VERA, HERMES, CorpusMap, VeriHarness, Sharpening Tax, Harness Learning, and Multi-Agent Self-Supervision.

The top pick, Harness Learning from CMU, frames an agent as model + harness, where the harness is the program organizing model calls, tool use, and information flow—and trains a proposer model to iteratively revise the harness. The rest span verification, multi-agent self-supervision, and other directions.

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