LLMday

Large Language Models, Agents & AI Systems

June 19, 2026 Harness, Bangalore, India

1
Day
10+
Speakers
1
Track
100+
Attendees

Monitoring the Agentic Loop: OTel-Driven Observability for AWS Strands on Lambda

Jones Zachariah Noel N
New Relic
Abstract

As AI evolves from simple chatbots to autonomous agents, the challenge shifts from monitoring single inferences to observing complex "agentic loops." The AWS Strands SDK simplifies this by using a model-driven approach where LLMs plan and execute tools autonomously. However, in a serverless environment like AWS Lambda, these multi-step loops can become a "black box," leading to unpredictable latencies, soaring token costs, and difficult-to-trace hallucinations. In this session, we demonstrate how to instrument AWS Strands agents using OpenTelemetry (OTel) to gain deep visibility into the "thought process" of your AI. We will explore the integration of the AWS Distro for OpenTelemetry (ADOT) with the Strands SDK to capture granular telemetry across agent cycles, tool calls, and LLM reasoning steps.

Bio

Jones is a seasoned developer turned architect who currently at New Relic being an observability advocate working as Senior Developer Relations Engineer and also focuses on infrastructure and development on cloud platforms like AWS and well into the Serverless ecosystem. Jones is also recognised as AWS Serverless Hero who is enabling the community with latest happenings in the Serverless space with his newsletter, blogs and podcast. Along with this, Jones also regularly shares the best of cloud + observability at multiple global forums and conferences.

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