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Tracing the Untraceable: Full-Stack Observability for LLMs and Agents
In just a few years, LLMs have gone from research curiosities to the backbone of new software experiences. Organizations are rushing to productionize LLM workflows because of their immense value — but they’re doing so without observability guardrails. This introduces new layers of fragility and complexity: performance volatility, quality drift, and security risks.
In this talk, we’ll explore how to instantly monitor and troubleshoot LLM applications with zero instrumentation. Whether on commercial LLM stacks or AWS Bedrock, we’ll break out of the LLM black box and learn how to monitor token usage, response latency, data exposure prompts, and model execution failures.
December 2, 10:30 AM PST
Swing by Booth #1732
Watch a live demo → Get your groundcover Beach Club Kit!
Meet the team and see how you can own your observability with lower costs, full data, zero maintenance, and the freedom to run anywhere.
Better together: an AWS-native solution
groundcover was built for teams harnessing AWS cloud native solutions like EKS
Compatible with any Kubernetes flavor from version v1.21 (including AWS’s Managed Kubernetes Service - EKS)
Native support for any Linux OS distribution on top of AWS (starting from Linux Kernel version v5.3.)
Fully compatible with AWS ARM-based Graviton and X86-based EC2 instances
Native integration with CloudWatch metrics and logs
Benefits of using groundcover on AWS
100% visibility,all the time
Cover your entire Kubernetes stack instantly with no code changes using the superpowers of eBPF instrumentation. Constantly cover everything you build and run in Kubernetes. Code changes constantly, but your coverage shouldn’t.
Reduce costs, dramatically
Control your budget and avoid unexpected spikes in cost with a flat, predictable price. No more tough trade-offs about which parts of your production to observe. With transparent per-Node pricing you can cover it all, for a fraction of the cost.
Troubleshoot like a pro
Get your priorities straight with auto-detected issues across your entire cluster. Get K8s context and mind-blowing data granularity. Solve infrastructure and application problems, unimaginably fast.
One place for all your monitoring
Tap into all application logs, metrics, traces and Kubernetes events. Get a full K8s-native observability from infrastructure to application, with one solution.
Explore More
Kubernetes Monitoring 101: Challenges & Best Practice
Dive into Kubernetes metrics, and learn why Kubernetes monitoring matters to properly assess your workload's resilience and robustness.
eBPF: What is it, Best Practices, and Use Cases
Learn what eBPF is and how it leverages the Linux kernel for controlled program execution. Check out common eBPF use cases and best practices.
What is OpenTelemetry?
Once upon a time, collecting monitoring and observability data was a pain.





