Engineering notes and research.
I write about AI agent architectures, distributed systems, and the tools that connect them. Currently building at Microsoft.
Why Human-in-the-Loop is Not Optional for Production AI Agents
The six-pillar argument for why HITL is not a transitional compromise but a structural requirement of any production AI system.
Recent Writing
The Amplification Thesis
Human alone and AI alone score about the same. Human plus AI wins. An animated case for amplification over replacement.
AI Comes for the Grunt Work, Not the Judgment
The accountant already answered what happens to a job when the machine arrives. A scrollytelling essay on AI, work, and the bubble question.
Decentralized Granular Access Control for Agentic AI Systems
Multi-layered access control architecture for agentic AI in critical cloud infrastructure.
The Case for Human-in-the-Loop: A Six-Pillar Framework
53 research papers argue HITL is a structural requirement of any production AI system.
Zero Trust in Azure: Strategies for Securing Cloud Infrastructure
Seven practical strategies covering NSGs, Private Links, Azure Policies, AVNM.
Autonomous Incident Resolution at Hyperscale
Multi-agent orchestration for autonomous network incident resolution with safety guarantees.
From Reactive to Autonomous: Evolution of AI Operations
Five-generation maturity model from manual troubleshooting to autonomous resolution.
MCP vs CLI: Comparative Analysis of AI Agent Tooling
Complementary transport layers evaluated across 14 dimensions with benchmarks.