{
  "id": 18691,
  "url": "https://arxiv.org/abs/2608.06110v2",
  "title": "ECHO: A Locally-Deployable Agentic Health Assistant with Temporal Memory, Safety Guardrails, and Speech Assessment",
  "summary": "This paper presents ECHO (Enhanced Care & Health Observer), a locally-deployable conversational health assistant for long-term chronic care management. ECHO integrates three complementary software modules developed under shared supervision as a unified system. The core module is an agentic chatbot built on a ReAct loop orchestrated via LangGraph, equipped with 17 clinical tools and a temporal knowledge graph for persistent cross-session memory; it achieves a 94.9% tool-execution pass rate across",
  "authors": "Abdulkadir Külçe, Alihan Esen, Çağla Fikir, Berke Kurt, Kuzey Arar, Gökhan Ercan, Faik Boray Tek",
  "category": "research",
  "topics": "healthcare,agents-autonomy",
  "orgs": null,
  "regions": null,
  "published_at": "2026-08-06T14:44:12.000Z",
  "fetched_at": "2026-08-12T05:10:43.828Z",
  "source_slug": "x-arxiv-red-teaming-query",
  "source_name": "arXiv red teaming query",
  "source_homepage": "https://arxiv.org/a/redteam",
  "ethics_ai_record_url": "https://ethics.ai/record/18691",
  "original_url": "https://arxiv.org/abs/2608.06110v2",
  "evidence_status": "source-only",
  "attribution": "via ethics.ai"
}