Blog Posts

Thoughts on AI, ML & Tech

Exploring the frontiers of artificial intelligence, sharing research insights, and discussing the future of technology.

March 15, 2025
AI Research

The Future of Web Agents: Lessons from REAL Benchmark

Diving deep into our research on web agent benchmarking and what we learned about AI's ability to navigate complex web environments. How we achieved 76% reliability and what comes next.

March 8, 2025
Machine Learning

Implementing GRPO for Reinforcement Learning at Scale

A practical guide to implementing Generalized Reinforcement Learning Policy Optimization on GPU clusters. Performance insights from training on NVIDIA H200 systems.

February 28, 2025
Technology

Building Scalable AI Infrastructure with Ray and Docker

Architectural patterns and best practices for deploying machine learning workloads at scale. From development to production with automated CI/CD pipelines.

February 20, 2025
Research

Convex Optimization in Reinforcement Learning: A Stanford Perspective

Insights from my research under Prof. Stephen Boyd on applying convex constraints to RL problems. Mathematical foundations and practical applications.

February 12, 2025
Industry

From Startup to $500K Contract: Lessons in AI Product Development

The journey of building agisdk from a research project to a production tool used by major tech companies. Product-market fit in the AI space.

January 30, 2025
Tutorial

Getting Started with LangGraph for Complex AI Workflows

A comprehensive guide to building sophisticated AI applications using LangGraph. From basic concepts to advanced multi-agent systems.