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Posts

Build logs and things I've learned along the way.

2026

Day 7: Deployment Is Not The End #7-days-of-mlops
Day 6: Why Do Models Fail Even When Training Accuracy Looks Great? #7-days-of-mlops
Day 5: When Does a Training Script Become a Pipeline? #7-days-of-mlops
Day 4: Training One Model Is Easy. Finding The Best One Is Hard. #7-days-of-mlops
Day 3: If Git Versions Code, What Versions Data? #7-days-of-mlops
Day 2: From Notebook to Reproducible Training #7-days-of-mlops
Day 1: Why DevOps Is Not Enough for Machine Learning #7-days-of-mlops
Day 7: What Does a Complete AI Platform Actually Look Like? #7-days-of-ai-platform-engineering
Day 6: Why vLLM Exists #7-days-of-ai-platform-engineering
Day 5: Why Ray Exists #7-days-of-ai-platform-engineering
Day 4: Why AI Needs Different Scheduling #7-days-of-ai-platform-engineering
Day 3: Why GPU Sharing Is Hard #7-days-of-ai-platform-engineering
Day 2: How Kubernetes Sees GPUs #7-days-of-ai-platform-engineering
Day 1: Why AI Workloads Are Different from Traditional Applications #7-days-of-ai-platform-engineering

2024

LFX Mentorship: My Experience as Mentee with CNCF Thanos #experience #LFX