--- title: "Discussion on \"Your ML Model is Broken and Your Monitoring Has No Idea\" | Hashnode" description: "Discussion on \"Your ML Model is Broken and Your Monitoring Has No Idea\". How I built a reliability layer for AI inference that catches silent failures traditional monitoring misses." url: "https://hashnode.com/posts/your-ml-model-is-broken-and-your-monitoring-has-no-idea/69c384ca8a263e79cbf5b6ef" --- [Feed](https://hashnode.com/feed) / Discussion # [Your ML Model is Broken and Your Monitoring Has No Idea](https://vinuthaprakash.hashnode.dev/your-ml-model-is-broken-and-your-monitoring-has-no-idea?utm_source=hashnode&utm_medium=feed) How I built a reliability layer for AI inference that catches silent failures traditional monitoring misses. Mar 25 · 6 min read · vinuthaprakash.hashnode.dev Read the article - [#mlops](https://hashnode.com/tag/mlops) - [#machine-learning](https://hashnode.com/tag/machine-learning) - [#python](https://hashnode.com/tag/python) - [#reliability](https://hashnode.com/tag/reliability) - [#sre](https://hashnode.com/tag/sre) - [#devops](https://hashnode.com/tag/devops) ## Written by [Vinutha Ambekar](https://hashnode.com/@vinuthaprakash) @vinuthaprakash · Sunnyvale, USA [View profile](https://hashnode.com/@vinuthaprakash) I keep systems alive at scale. Now I write about how. SRE with 8+ years of experience across AWS, Azure, and GCP. I've built multi-cloud Kubernetes platforms from the ground up, designed CI/CD pipelines, and owned high-pressure incidents at scale — including keeping systems alive during Walmart's Black Friday. I care about making on-call less painful — through better alerting, smarter observability, and automation that actually works. Currently on a 30-day public learning challenge — writing one blog every day about what I'm relearning and rebuilding. Topics: Kubernetes, Prometheus, Terraform, Python, Go, system design, and everything in between. Follow along if you're on a similar journey. ## Responses Markdown supported · ⌘↵ to post No responses yet.