When AI Becomes Your On-Call Teammate: Inside Wix's AirBot That Saves 675 Engineering Hours a Month
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Wix built AirBot, an AI-powered Slack agent that automates incident investigation for their 3,500+ Apache Airflow pipelines. The system uses LLMs with Model Context Protocol to analyze logs, identify root causes, and generate pull requests automatically. By leveraging Socket Mode for security, LangChain for reasoning, and
•8m read time• From wix.engineering
Table of contents
1. Introduction: The Challenge2. The Problem: Why Traditional Alerting Struggled at Scale3. The Solution: AirBot4. Architecture & Design: A Blueprint for Building Your Own5. Operational Workflows: A Day in the Life of AirBot6. Impact & ROI: By the Numbers7. Conclusion: A Blueprint for Scaling OpsSort: