> Markdown version of [/videos/100475-reading-the-mind-of-your-nginx-fleet-a-hybrid-rule-ml-pipeline-for-nginx-config-intelligence?t=224](https://www.wearedevelopers.com/videos/100475-reading-the-mind-of-your-nginx-fleet-a-hybrid-rule-ml-pipeline-for-nginx-config-intelligence?t=224). Every page supports `.md` or `Accept: text/markdown`. Links point to the HTML versions so they work for humans too. Agent guide: [/agents.md](https://www.wearedevelopers.com/agents.md). --- # Reading the Mind of Your NGINX Fleet: A Hybrid Rule + ML Pipeline for NGINX Config Intelligence Pure LLMs fail at managing complex NGINX configurations. Discover how F5's hybrid ML pipeline diagnoses server intent with 98% accuracy to eliminate blind copy-pasting during production outages. - **Speakers:** [Brandon LEE](https://www.wearedevelopers.com/@brandon-lee) - **Event:** World Congress 2026 North America - **Published:** September 24, 2026 - **Duration:** 28:46 - **URL:** https://www.wearedevelopers.com/videos/100475-reading-the-mind-of-your-nginx-fleet-a-hybrid-rule-ml-pipeline-for-nginx-config-intelligence ## Access Playback and chapters for this video are available with a Free account. ## Related Moments - [Generating continuous integration optimization strategies using artificial intelligence assistants](https://www.wearedevelopers.com/videos/1442-engineering-velocity-in-the-age-of-ai-lessons-from-mobile-ci-cd) (from "Engineering Velocity in the Age of AI: Lessons from Mobile CI/CD") - [Q&A on platform discovery, security, and prompt injection](https://www.wearedevelopers.com/videos/100305-api-mcp-or-mcp-app-choosing-the-right-surface-for-ai-agents) (from "API, MCP or MCP App? Choosing the right surface for AI agents") - [The future of artificial intelligence in platform engineering operations](https://www.wearedevelopers.com/videos/1946-from-pipelines-to-platforms-how-devops-automation-becomes-a-force-multiplier-at-scale) (from "From Pipelines to Platforms: How DevOps Automation Becomes a Force Multiplier at Scale") - [The evolution of infrastructure management methodologies](https://www.wearedevelopers.com/videos/2084-your-infrastructure-is-not-a-playground-ai-agents-for-infra-done-right) (from "Your Infrastructure Is Not a Playground: AI Agents for Infra Done Right") - [Using AI copilots to explain and debug legacy codebases](https://www.wearedevelopers.com/videos/1302-wearedevelopers-live-dishonest-charts-britcss-debugging-with-ai) (from "WeAreDevelopers LIVE - Dishonest Charts, BritCSS, Debugging with AI") - [Introduction to artificial intelligence driven development](https://www.wearedevelopers.com/videos/347-mlops-and-ai-driven-development) (from "MLOps and AI Driven Development") ## Related Articles - [MLOps And AI Driven Development](https://www.wearedevelopers.com/magazine/82-mlops-and-ai-driven-development) - [MLops – Deploying, Maintaining And Evolving Machine Learning Models in Production](https://www.wearedevelopers.com/magazine/115-mlops-deploying-maintaining-and-evolving-machine-learning-models-in-production) - [Dev Digest 138 - Are you secure about this?](https://www.wearedevelopers.com/magazine/486-dev-digest-138-are-you-secure-about-this) - [MLOps – What’s the deal behind it?](https://www.wearedevelopers.com/magazine/125-mlops-what-s-the-deal-behind-it) ## Related Jobs - [ML Engineer](https://www.wearedevelopers.com/jobs/48448-ml-engineer) at **Docker, Inc.** - [Staff ML Engineer](https://www.wearedevelopers.com/jobs/48463-staff-ml-engineer) at **Docker, Inc.** - [LLM Training Engineer](https://www.wearedevelopers.com/jobs/48420-llm-training-engineer) at **Sciforium** - [Senior AI/ML Engineer](https://www.wearedevelopers.com/jobs/48352-senior-ai-ml-engineer) at **PagerDuty** - [ML Engineer](https://www.wearedevelopers.com/jobs/48422-ml-engineer) at **Sciforium** - [MLOps AI Engineer](https://www.wearedevelopers.com/jobs/ext/2565312-mlops-ai-engineer) at **TeamViewer Germany GmbH,**