Blog

Technical writing on distributed machine learning, LLM systems, and AI engineering.

Building SAM: A Production-Grade Stateful AI Agent with LangGraph

How I designed and built a stateful personal AI agent on LangGraph covering the architectural decisions behind deterministic routing, two-tier memory, MCP tool integration, and why reliability beats capability every time.

May 10, 202614 min read

Distributed MLPrivacyDeep Learning

Split Learning: Privacy-Preserving Distributed Deep Learning

An in-depth look at Vanilla SL, U-Shaped SL, and SplitFed how they distribute model layers across clients and servers to keep raw data local while still training powerful neural networks.

April 15, 20258 min read

LLMRAGFastAPI

Building a Production-Grade RAG System from Scratch

From chunking strategies and embedding selection to vector store tuning and LLM orchestration a practical walkthrough of the architectural decisions behind a robust Retrieval-Augmented Generation pipeline.

February 28, 202510 min read

AgentsMCPCloudflare

Agentic LLM Architectures and MCP Tools

How Model Context Protocol tools, ReAct agents, and Cloudflare Durable Objects come together to build stateful, multi-tenant LLM infrastructure that scales without losing session context.

January 10, 20257 min read