{
  "id": 17176447,
  "title": "KARMA: Training-Free Knowledge-Atomic Harness Evolution for Industrial Advertising Agents",
  "url": "https://urgent.news/2026/10/29/karma-training-free-knowledge-atomic-harness-evolution-for-industrial",
  "topic": "ai",
  "section": "AI",
  "published": "2026-10-29T11:59:01.000Z",
  "source": {
    "name": "arXiv cs.AI",
    "slug": "arxiv-cs-ai",
    "url": "https://arxiv.org/abs/2610.39884v1"
  },
  "original_language": "en",
  "account": null,
  "summary": "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 Adaptation), a training-free framework that evolves six typed knowledge modules while keeping model weights and executable harness code frozen. During our evolution, a deterministic Trace…",
  "key_points": [],
  "editors_take": null,
  "illustration": null,
  "coverage": {
    "outlets": 1,
    "also_reported_by": []
  },
  "ai_generated": true,
  "disclaimer": "Summaries, key points and the editor’s take are written by software from other outlets’ reporting and may contain errors — always check the linked original."
}