Enterprise Case Studies & Architectures

Investment analysts spent 18+ hours weekly sifting through quarterly SEC filings, earnings conference transcripts, and economic feeds to compile intelligence briefs.

Engineered an autonomous multi-agent pipeline using LangGraph state machines, Chroma vector store for hybrid RAG search, and Model Context Protocol (MCP) tool-calling for real-time market data retrieval.

Legacy monolithic payment processor suffered 25-minute outage windows during each release and experienced steep compute bills on unoptimized cloud instances.

Architected an AWS EKS Kubernetes cluster with automated blue/green rollouts via ArgoCD, Spot Fleet node autoscaling, and declarative Terraform Infrastructure as Code.

Digital payment gateway required evaluating incoming credit card transactions against historical fraud patterns within 50 milliseconds before authorization.

Built a distributed real-time event streaming pipeline using Apache Kafka, structured Spark Streaming ML models for anomaly classification, and automated write-back to Snowflake data warehouse.

Security Operations Center analysts were overwhelmed by 50,000+ daily raw network alerts, leading to alert fatigue and prolonged Mean Time To Response (MTTR).

Implemented Zeek and Suricata sensor taps into Splunk SIEM, correlating automated threat intelligence feeds with MITRE ATT&CK framework playbooks for immediate lateral threat isolation.

Clinical trial teams needed rapid automated screening of high-resolution chest radiography images for early detection of pulmonary nodules with explainable visual evidence.

Trained deep convolutional neural networks with transfer learning, image augmentation, and Grad-CAM saliency heatmaps to provide explainable AI overlays directly to radiologists.

Inconsistent user experience and slow release cycles across 4 distinct web banking portals managed by distributed engineering squads.

Built an accessible Figma Design System with shared Tailwind tokens and deployed micro-frontend modules with Webpack Module Federation and Next.js.