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observability

5 posts tagged “observability

Running a Fleet of Firecracker microVMs for eve.dev Agents, Part 7: Fleet Operations

The final part of the series. We make the fleet operable — event-driven host autoscaling with lifecycle-hook draining, a reconciliation loop that reschedules agents off a dead host, per-agent logs and metrics rolled up across the fleet, and the FinOps view that turns packing density into cost per agent.

A 101 Guide: Running an Eve Agent in a Firecracker microVM on AWS

A beginner's walkthrough of provisioning bare-metal AWS infrastructure with CDK TypeScript, then booting a Firecracker microVM to self-host a Vercel eve agent.

Building a Hybrid LLM Platform on EKS, Part 7: Observability and Cost Telemetry

Part 7 of our hands-on EKS series. We instrument the TypeScript router with OpenTelemetry, upgrade Prometheus to kube-prometheus-stack for GPU and vLLM metrics, add Grafana Tempo for distributed traces, and wire Langfuse so every request shows its backend, token count, and dollar cost.

Observability for LLM Applications on Kubernetes: Tokens, Traces, and Cost per Request

How to instrument self-hosted and hybrid LLM workloads with OpenTelemetry, Prometheus, and Langfuse — tracking time-to-first-token, tokens per second, GPU utilization, and unit economics down to the individual request.

Using AI to Monitor Kubernetes Clusters and Make Dynamic Scaling Decisions

How to move beyond static thresholds and use AI-driven observability to detect anomalies, predict traffic patterns, and automate scaling decisions across your Kubernetes infrastructure.