DataFunSummit

Sep 23, 2026 · Artificial Intelligence

MemoHarness: Agent Evolution Shifts from Model Weights to External Harness Systems

MemoHarness introduces a six-dimensional harness framework where agents learn from execution trajectories during development, then adapt to new tasks via case-based retrieval—showing gains on terminal, coding, and finance tasks while acknowledging limited scale, selective transfer, and no online learning.