LLMOps Playbook

Rollback Strategy Monitoring (Quality, Drift)Versioning (Prompts, Models)Canary & A/B Releases Evaluation Harness

LLMOps Playbook

Keep LLM behavior stable across changes.

Versioning for prompts and models
Evaluation harness + quality gates
Canary/A-B releases + monitoring
Fast rollback procedures

Define versioning

Core idea

Treat prompts and model routing like production code: versioned, tested, monitored, and reversible.

LLM Capability Reference Model AI Rollback Runbook

Related Concepts (LLMOps)

Prompt Regression Test Sets for LLMs Evaluation Rubrics Fallback Strategy Cost Spike Control

Articles

Comprehensive Guide to Evaluation Harness: Mastering LLM Performance Evaluation

This guide provides a detailed walkthrough of Evaluation Harness, an essential framework for rigorously assessing large language model (LLM) capabilities in enterprise LLMOps pipelines. Learn setup, best practices, and advanced techniques to ensure reliable model benchmarking and optimization.