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Daniel Zhang
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Production AI

2 posts

June 6, 2026

I Built RAG for a Domain Chatbot, Then Deleted It: When You Don't Need Vector Search

A build log for a customer-facing construction documentation assistant. How I started with client-side RAG, shipped a server-side RAG, and finally deleted all of it in favor of full-context injection plus prefix caching — and the rule of thumb that tells you which one you actually need.

April 18, 2026

Harness Engineering: The Discipline That Makes AI Agents Actually Work

A deep dive into harness engineering — the emerging discipline of designing systems, constraints, and feedback loops that make AI agents reliable in production. Covers core architecture, real-world case studies, and practical implementation.

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