LLM Agents for Sensing and Operations

"I stopped merely reporting the reading and started deciding what to do about it."

An Increasingly Autonomous Embodied AI Agent

Placeholder chapter page. Sections are produced by the book-skills pipeline.

Sections

1. 22.1 From single-shot inference to agentic sensing loops
2. 22.2 Anomaly explanation and root-cause reasoning with LLMs
3. 22.3 Log/telemetry reasoning and industrial copilots (Argos, AgentFM, CALM)
4. 22.4 Tool use: agents that call detectors, filters, and forecasters
5. 22.5 Multi-agent recursion-of-thought for RCA
6. 22.6 Guardrails, calibrated confidence, and human-in-the-loop
7. 22.7 Cost, latency, and reliability of agentic pipelines