Building Intelligent Systems
for Enterprise Scale

AI Advisor with 17+ years of experience, specializing in architecting agentic AI systems, LLM-based solutions, and cloud-native architectures. Writing about the intersection of AI, enterprise systems, and practical implementation strategies.

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Featured Writing

Agent Systems Engineering Part 1

Why Your AI Agent Fails: It's Not the Model, It's the Harness

April 14, 2026 · 13 min read

Most AI agents fail not because the model is wrong, but because the infrastructure around it is missing. This is a beginner-to-expert guide on what an agent harness is, how it works, and why it is the most overlooked layer in AI systems.

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Agent Systems Engineering Part 2

From Agent Harness to Self-Improving AI Systems

April 14, 2026 · 16 min read

A solid harness makes your agent reliable at launch. A self-improving system keeps it reliable over time. This is the engineering discipline that separates production AI from drifting AI — failure mining, eval generation, regression gating, and the feedback loop architecture that ties it all together.

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AI Agents Self-Improving AI Eval Generation Feedback Loops Production AI MLOps AI Architecture

Supply Chain Attacks, Vibe Coding, and Safer Dependency Habits

March 31, 2026 · 17 min read

The axios npm compromise happened today. Combined with the LiteLLM PyPI attack from last week, March 2026 is a case study in how package trust breaks. Practical habits that reduce your exposure.

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Security Development Python npm Supply Chain AI/ML

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Topics I Write About

AI AI Agents AI Architecture AI/ML Agent Harness Agents Anthropic Architecture

Building Intelligent Systemsfor Enterprise Scale

Featured Writing

Why Your AI Agent Fails: It's Not the Model, It's the Harness

From Agent Harness to Self-Improving AI Systems

Supply Chain Attacks, Vibe Coding, and Safer Dependency Habits

Topics I Write About

Building Intelligent Systems
for Enterprise Scale