Notes & Insights

Deep dives into machine learning, LLM deployment, agentic AI, and production systems.

Featured Article

RAG vs Agentic AI: A Practical Guide to Choosing the Right One

Not every problem needs an agent. A decision guide, from production experience, on when a simple RAG pipeline is the right call, when you genuinely need an agentic system, and how to think about the middle ground of agentic RAG.

July 18, 2026

10 min read

Latest Articles

AI Automation

Claude Code + Remotion: How I Build Videos Without Opening a Video Editor

A practical walkthrough of using Claude Code and Remotion to create programmatic videos — from project setup to rendering. No timeline dragging, no keyframes, just code and conversation.

NVIDIA NemoClaw and OpenShell: The Future of Autonomous AI Agents

A deep-dive into NVIDIA's open-source NemoClaw stack and OpenShell runtime announced at GTC 2026 — how infrastructure-level safety, sandboxed execution, and privacy routing are reshaping how we build and deploy autonomous AI agents.

Building Agentic AI Systems for Enterprise: A Production Guide

A hands-on guide to building multi-agent AI systems for enterprise, covering LangGraph orchestration, tool design, sandboxed code execution, and LLM-as-Judge evaluation from real production experience.

Deploying LLMs On-Prem: A Practical Guide to vLLM, llama.cpp, and KV Cache Optimization

A hands-on engineering guide to deploying large language models on-premise using vLLM and llama.cpp, with real-world insights on KV cache optimization, quantization strategies, and throughput tuning from production deployments.

January 15, 2026

15 min read