Uptime and error rate are not enough. This post covers the metrics that actually reveal whether your LLM is working correctly in production — time-to-first-token, cost per request, hallucination rate indicators, output drift, and how to build dashboards that catch silent failures before users do.
Author: Chandan
Distributed Tracing for LLM Applications with OpenTelemetry
You cannot fix what you cannot see. This post walks through instrumenting a full LLM pipeline with OpenTelemetry in Node.js, Python, and C# — capturing every span from user request through retrieval, model call, tool execution, and response.
Why LLMOps Is Not MLOps: The New Operational Reality for AI Teams
Most teams try to apply their existing MLOps practices to LLMs and hit a wall fast. This post breaks down exactly why LLMOps is a different discipline, where the gaps are, and what the new operational stack looks like in production.
OpenClaw Complete Guide Part 8: Integrating OpenClaw with Your Development Stack
The final post in the OpenClaw series. Learn how to integrate OpenClaw directly into your Node.js and Azure development stack, wire it into CI/CD pipelines, build custom webhook integrations, and package your agent configuration for team deployment.
OpenClaw Complete Guide Part 7: Multi-Agent Workflows and Automation
Learn how to build multi-agent workflows in OpenClaw: running specialized agents in parallel, coordinating tasks between them, scheduling automation with cron jobs, and orchestrating complex pipelines. Part 7 of the complete OpenClaw developer series.
OpenClaw Complete Guide Part 6: Security Hardening and Best Practices
A complete security hardening guide for OpenClaw: CVE mitigations, gateway lockdown, skill auditing, exec tool restrictions, credential protection, and a production security checklist. Part 6 of the complete OpenClaw developer series.
OpenClaw Complete Guide Part 5: Deploying OpenClaw on a VPS
A complete guide to deploying OpenClaw on a Linux VPS, configuring it as a systemd service, securing it with a Cloudflare tunnel, and keeping it running reliably 24/7. Part 5 of the complete OpenClaw developer series.
OpenClaw Complete Guide Part 4: Building Your First Custom Skill
Learn how to build a custom OpenClaw skill from scratch. This post walks through writing SKILL.md, configuring SOUL.md and USER.md, and testing real developer workflow skills with working Node.js and Python examples. Part 4 of the complete OpenClaw developer series.
OpenClaw Complete Guide Part 3: Understanding Tools and Skills
A deep dive into the Tools and Skills system that powers OpenClaw. Learn the difference between them, which bundled skills matter for developers, how to browse ClawHub safely, and how skills are structured internally. Part 3 of the complete OpenClaw developer series.
OpenClaw Complete Guide Part 2: Installation and First Setup
A step-by-step guide to installing OpenClaw, running the onboard wizard, configuring your gateway, and sending your first message through Telegram. Part 2 of the complete OpenClaw developer series.
