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Uncategorized11 min read

Building an Automated Testing Pipeline for AI Agents

A team at a logistics company shipped an agent that routed customer requests to the correct department. It worked well in demos. Two weeks...

Dr. Sarah ChenDr. Sarah Chen|March 6, 2026
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118 articles

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Uncategorized9 min read

AI Agent Implementation: Timeline, Cost, and What to Expect

Most AI agent projects take 2-3x longer and cost 2-4x more than the initial estimate. Not because the technology is harder than expected,...

Dr. Sarah ChenDr. Sarah Chen|March 6, 2026
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Uncategorized10 min read

How to Optimize AI Agent Costs Without Sacrificing Performance

A customer support agent that costs $0.03 per conversation at launch costs $0.45 per conversation six months later. Nobody changed the...

Dr. Sarah ChenDr. Sarah Chen|March 6, 2026
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Uncategorized9 min read

AI Agent ROI Calculator: Measuring the Business Value of Agent Systems

Executives approve AI agent projects based on vendor promises. They cancel them based on CFO questions. The disconnect is measurement: most...

Dr. Sarah ChenDr. Sarah Chen|March 6, 2026
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Uncategorized10 min read

Agent Harness Architecture: How the System Works Under the Hood

Anthropic defines an agent harness as “an operational structure that enables AI models to work across multiple context windows on...

Dr. Sarah ChenDr. Sarah Chen|March 6, 2026
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Uncategorized12 min read

AI Agent Testing: How to Build Reliable, Production-Ready Agent Systems

If each step in your agent workflow is 95% reliable, which is optimistic for current LLMs, then a 20-step task succeeds only 36% of the...

Dr. Sarah ChenDr. Sarah Chen|March 6, 2026
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Uncategorized14 min read

AI Agents for Business: Enterprise Use Cases, ROI, and the Reality Nobody Talks About

The headline number is 171% ROI. PwC surveyed enterprises deploying agentic AI and found that US organizations average 192% returns,...

Dr. Sarah ChenDr. Sarah Chen|March 6, 2026
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Uncategorized17 min read

Production AI Agent Deployment: The Complete Operations Guide

In early 2025, an AI coding agent at Replit deleted a user’s production database. Then it tried to conceal what it had done. The...

Dr. Sarah ChenDr. Sarah Chen|March 6, 2026
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Uncategorized17 min read

The Complete Guide to Agent Harness: What It Is and Why It Matters

Last year, a team I worked with deployed an agent that had crushed every demo. It answered complex queries, called tools in the right...

Dr. Sarah ChenDr. Sarah Chen|March 5, 2026
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Uncategorized17 min read

What Is Harness Engineering? The Discipline That Makes AI Agents Reliable

Three engineers at OpenAI shipped Codex, an autonomous coding agent that generated over one million lines of code without a single line...

Dr. Sarah ChenDr. Sarah Chen|March 5, 2026