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Technical Guide

RAG Architecture Lessons from Practice

Building a retrieval-augmented generation system revealed patterns the tutorials don't cover. Contractions break search. Not everything needs an LLM. Full …

· 6 min read
Technical Guide

Data Format Contracts for AI Pipelines

When tools interact, implicit assumptions break silently. Explicit data format contracts prevent the debugging sessions you don't have time for.

· 6 min read
Technical Guide

Context Loss and How to Prevent It

Why AI assistants forget what you told them, and practical strategies to prevent it. The difference between context that survives and context that gets lost.

· 6 min read
Technical Guide

The Foundation-First Pattern

Why the most effective AI-assisted projects start with humans writing code by hand. The counterintuitive pattern that makes everything else work.

· 7 min read
Technical Guide

How Claude's Memory Actually Works (And Why CLAUDE.md Matters)

Understanding Claude's context architecture changes how you work with it. The tradeoffs between automatic continuity and on-demand depth explain why persistent …

· 7 min read
Technical Guide

What OpenAI's Sora Build Teaches Us About Synthesis Coding

Four engineers shipped a #1 Play Store app in 28 days using AI agents. Their approach validates the patterns I've been writing about — and adds new ones worth …

· 7 min read
Technical Guide New

Synthesis Coding with Claude Code: Technical Implementation and Workflows

A hands-on guide to practicing synthesis coding (a.k.a. synthesis engineering) with concrete examples, real workflows, and lessons from production systems ...

· 20 min read