mlsanityData to 14 Oct 2026

A T-API-Compliant ReAct Agentic Loop for Optical Networks: Generic vs. Domain-Specific Tool Abstractions

arXiv 2606.18000 ↗First posted 16 Jun 2026cs.NI cs.AIcited by 0

On the map: LLM agents and tool use → Agentic AI for wireless networks

Abstract (arXiv)

Optical networks need intent-driven, closed-loop agentic management, a key enabler for higher autonomy levels. We present the first T-API-compliant reasoning and act (ReAct) loop. We show that domain-specific composite tools achieve 90% oracle-validated correctness with threefold token savings compared to generic tools.

Key facts. No citing papers in the map yet (data through 14 Oct 2026). Placed in Agentic AI for wireless networks, one of 16 directions in LLM agents and tool use. Builds on 6 of its 23 references that are in the map. First posted on arXiv 16 Jun 2026.

Builds on

6 of 23 references.

Closest ancestors · 1

Same direction, newest first

  1. 2026Agentic AI for Scalable and Robust Optical Systems Control23 Feb

Other references · 5

  1. 2023ToolLLM: Facilitating Large Language Models to Master 16000+ Real-world APIscited by 1,947
  2. 2024First Field Trial of LLM-Powered AI Agent for Lifecycle Management of Autonomous Driving Optical Networkscited by 8
  3. 2024When Large Language Models Meet Optical Networks: Paving the Way for Automationcited by 4
  4. 2026Enhancing Large Language Models (LLMs) for Telecom using Dynamic Knowledge Graphs and Explainable Retrieval-Augmented Generationcited by 3
  5. 2020Role of Digital Twin in Optical Communication: Fault Management, Hardware Configuration, and Transmission Simulationcited by 2

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Not cited yet.

Similar, not cited

Close in wording, no citation either way

  1. 2026Toward Agentic Optical Networks: A Vision of LLM Agent-Driven Autonomous Lifecycle Management
  2. 2025Bridging Language Models and Formal Methods for Intent-Driven Optical Network Design
  3. 2026First Demonstration of Multi-Agent LLM System for Million-Scale Optical Link Management in Global Production AIDCs
  4. 2026Agentic Compilation: Mitigating the LLM Rerun Crisis for Minimized-Inference-Cost Web Automation
  5. 2026GraphBit: A Graph-based Agentic Framework for Non-Linear Agent Orchestration
  6. 2026From Inference Routing to Agent Orchestration: Declarative Policy Compilation with Cross-Layer Verification
  7. 2025AI Agents for Photonic Integrated Circuit Design Automation
  8. 2026λA: A Typed Lambda Calculus for LLM Agent Composition