AGTP: A Home for Your Agents
You have built agents. They are in production. Some of them are doing important work. You are mostly sure of that. What you are less sure of: how many…
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OpenTelemetry Observability Guide: How to Optimize Metrics, Logs, and Traces at Scale
Introduction Modern cloud-native systems generate an enormous amount of telemetry data every second. Applications, containers, Kubernetes clusters, AP…
Errors, traces, logs, metrics: when to reach for what
When should I reach for a log, a trace, or a metric? I hit that question constantly when I instrument code, and I watch coding agents hit it too. It s…
I Built My Own Analytics Platform Instead of Paying for PostHog
Introduction Let me clear one thing up right out of the gate: this is not a teardown of PostHog. In fact, PostHog is an incredible piece of software a…
How to add Honeycomb traces to your AI Slack bot
Pipa is our agent for studio operations at Lunch Pail Labs . She lives in Slack, is powered by E2B sandboxes, and uses OpenCode for the harness. When …
Building an Application Log Analytics Platform with Amazon S3 Tables: Cost Optimization by Migrating from CloudWatch Logs
Introduction Our team had been using CloudWatch Logs as the log storage layer for our identity management system, but as the service grew, the associa…
Benchmarking time-series databases for ecommerce infrastructure monitoring
Time-series database performance under ecommerce load: real benchmark results Your monitoring stack becomes your worst enemy during traffic spikes if …
Enterprise Log Management in OCI: Moving Logs from OCI Logging to Object Storage Using Service Connector Hub
Introduction Logs are one of the most valuable sources of information in any cloud environment. Whether you're troubleshooting application failures, i…
Kubelet Metrics: How cAdvisor and CRI Collect Kubernetes Stats
This article was originally published on LearnKube TL;DR: This article dissects the Kubernetes metrics pipeline through kubelet, cAdvisor, and CRI to …
Unlocking Insights with Observability: My Journey with OpenTelemetry
Unlocking Insights with Observability: My Journey with OpenTelemetry As a Full Stack Engineer specializing in DevOps, AI Infrastructure, and Cloud, I'…
One container to replace Grafana + Loki + Tempo + Prometheus
The standard observability stack: Grafana + Loki + Tempo + Prometheus. Four services to deploy, four configs to learn, dashboards to set up before you…
Hallucination Detection at the Trace Layer: 4 Detectors You Can Ship Today
Book: LLM Observability Pocket Guide: Picking the Right Tracing & Evals Tools for Your Team Also by me: Thinking in Go (2-book series) — Complete …
Detecting unusual processes on your servers without writing a single rule
Most security tooling works by asking you to define what "bad" looks like upfront. Falco gives you YAML rules. OSSEC has signatures. Wazuh has a 5,000…
Observability in 2026: Distributed Tracing Replaced Logs, and OpenTelemetry Won
Observability in 2026: Distributed Tracing Replaced Logs, and OpenTelemetry Won The observability landscape in 2026 looks nothing like 2020. Logs are …
Stop Mixing Them Up: SLI vs SLO vs SLA Explained
I used these three terms interchangeably, and many people around me did the same. One day, I decided to sit down and properly understand the differenc…
Production-Grade Observability: Building a Complete LGTM Stack with SLOs, DORA Metrics, and Intelligent Alerting
Introduction In modern DevOps, simply knowing whether your application is "up" or "down" isn't enough. Users care about latency, reliability, and the …
Reducing Pager Fatigue: Why Excessive Alerting Systems Fall Short?
While recently discussing operational loads with a colleague, I heard them say, "I see the alerts, but I just don't feel like checking them anymore." …
A cost curve an SRE will actually read
I'm going to argue that the most important chart in an agent cockpit isn't accuracy, latency, or token count. It's a layered line chart with two serie…
SLO Alerting with OpenTelemetry and Prometheus
Implementing SLO-Based Alerting with OpenTelemetry and Prometheus The Problem In microservices architectures, distributed tracing and monitoring are c…
Adding an LLM Narration Layer to a Self-Hosted Observability Stack
I almost made the classic AI architecture mistake. I could easily just dump raw Prometheus metrics and Loki logs into an LLM and ask it to summarize a…
Datadog Alternatives for Small Teams (2026): An Honest Comparison from a Solo Dev
Datadog is the most popular observability platform in the world. It's also the source of more Twitter horror stories than any other piece of B2B softw…
Monitoring: From Black Box to Glass Box
You've built your AI agent. You've configured the tools, crafted a thoughtful system prompt, and deployed it to your users. Job done, right? Not quite…
Stop Debugging in the Dark: The "Day Zero" Observability Checklist
I recently read a fascinating post by Picnic Engineering titled " Bringing Observability to the Workstation ." It’s a great reminder that "clean code"…
Replacing Elasticsearch with ClickHouse : A 90% Cost-Reduction Migration
A practical guide based on shipping this for a crypto-derivatives platform — annual observability bill went from high six figures to ~$50K, with faste…
I built an uptime monitor in Rust because I hate paywalls for Webhooks
Hey DEV community! 👋 I recently got frustrated with standard monitoring tools. It feels like every tool out there puts simple integrations (like Disco…
Health checks are integral to website maintenance programmes
Every company seeks stable, predictable revenue. And for agencies, studios, and in-house delivery teams the cyclical workflow makes that especially cr…