KARMA: Training-Free Knowledge-Atomic Harness Evolution for Industrial Advertising Agents.

arXiv:2610.39884v1 Announce Type: new Abstract: Industrial advertising agents must continually adapt their decision knowledge to changing product offerings, traffic patterns, and operating policies. We present KARMA (Knowledge-Atomic, Regression-Gated Modular