Engineering notes and research.
I write about AI agent architectures, distributed systems, and the tools that connect them. Currently building at Microsoft.
Recent
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Zero Trust in Azure: Strategies for Securing Cloud Infrastructure
Seven practical strategies for implementing Zero Trust security in Azure, covering NSGs, Private Links, Azure Policies, AVNM, and shift-left practices.
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From Reactive to Autonomous: Evolution of AI Operations in Cloud Network Infrastructure
A five-generation maturity model tracing the evolution from manual troubleshooting to fully autonomous incident resolution at hyperscale.
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Autonomous Incident Resolution at Hyperscale: An Agentic AI Architecture for Network Operations
A multi-agent orchestration framework for autonomous network incident resolution with safety guarantees at cloud scale.
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MCP vs CLI: A Comparative Analysis of AI Agent Tooling Interfaces
CLI and MCP are not competing standards. They are complementary transport layers. This paper evaluates both across 14 dimensions with quantitative benchmarks.