{
  "id": 2299236,
  "title": "Are We Sending Too Much Data to LLMs? Agentic Production Support (APS)",
  "url": "https://urgent.news/2026/08/21/are-we-sending-too-much-data-to-llms-agentic-production-support-aps",
  "topic": "ai",
  "section": "AI",
  "published": "2026-08-21T04:00:42.000Z",
  "source": {
    "name": "Dev.to",
    "slug": "dev-to",
    "url": "https://dev.to/dev_hajare_d11ce990734a91/are-we-sending-too-much-data-to-llms-agentic-production-support-aps-b5p"
  },
  "original_language": "en",
  "account": null,
  "summary": "While working on Agentic AI for production support, one question came to my mind: Do we really know what data we are sending to the LLM? Let's take a simple production incident. Host: ip-10–0–21–145 Memory: 1024 MB Contact: user@example.com Authorization: Bearer abc.def.ghi ERROR: Service failed due to disk space issue For RCA, the LLM mainly needs to understand: \"Service failed because of a disk…",
  "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."
}