Vinod Jayaraman

Vinod Jayaraman

About the Author:

Vinod Jayaraman is the Co-founder of NeuBird, the creators of Hawkeye, the world’s first generative AI-powered ITOps engineer, designed to help IT teams diagnose and resolve technical issues instantly. A repeat founder, he previously co-founded Portworx, the cloud-native storage management platform acquired by Pure Storage, where he later served as Chief Architect. Vinod has also held senior engineering and architecture roles at Dell Technologies and Ocarina Networks. He holds a degree from Pierre and Marie Curie University.

Articles by Vinod Jayaraman

buildpacks, LLM. edge, LLMs, reinforcement learning, large language models, LLM

The Three-Axis Problem of Agentic Design: Beyond Chaining LLMs

October 10, 2025

Most AI agents fail not from weak models, but from poor resource awareness. This article explores how to build grounded, efficient agents that balance speed, cost, and quality — using domain-specific reasoning and adaptive architectures to scale AI in real-world enterprise environments.

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