All Articles

3 articles on MLOps, LLMs, and AI Engineering

Mar 2025MLOps

Building a Production Log Anomaly Detection Pipeline

How I combined Drain3, BGE-M3 embeddings, Isolation Forest, and a PyTorch Autoencoder to detect anomalies in Kubernetes logs — without any labeled data.

Feb 2025LLMs

Self-Hosting Qwen3 72B on 4x L40 GPUs with vLLM

A practical guide to deploying large open-weight models on-premise using vLLM, tensor parallelism, and Kubernetes.

Jan 2025Kubernetes

OpenSearch for Log Intelligence: Beyond Basic Queries

Deep dive into querying OpenSearch at scale — namespace filtering, time-range constraints, and surfacing anomalies in real-time.