{
  "id": 11077218,
  "title": "Schema: Discovering Unknown Environments via Agentic Program Induction",
  "url": "https://urgent.news/2026/09/30/schema-discovering-unknown-environments-via-agentic-program-induction",
  "topic": "ai",
  "section": "AI",
  "published": "2026-09-30T07:08:31.000Z",
  "source": {
    "name": "arXiv cs.AI",
    "slug": "arxiv-cs-ai",
    "url": "https://arxiv.org/abs/2609.39140v1"
  },
  "original_language": "en",
  "account": null,
  "summary": "Learning to complete tasks in unfamiliar environments with unknown rules remains a key challenge for LLM agents. Current LLM agents often record their discoveries in prose, which may not provide a compact, explicit account of how the environment works. Inspired by how scientists organize observations into testable, predictive theories, we introduce Schema, an agent harness that organizes learning…",
  "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."
}