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From the Trenches

Practical articles on AI development, software architecture, and building products at speed.

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Engineering

How We Use AI to Write Production Code 10× Faster

A behind-the-scenes look at our AI-augmented development workflow — the tools, prompts, and processes we use to compress months into weeks.

Jan 15, 2025 8 min read
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Case Study

Building a SaaS MVP in 2 Weeks: A Case Study

We helped a Y Combinator startup go from wireframes to live product in 14 days. Here's exactly how we did it.

Jan 8, 2025 12 min
AI/ML

RAG vs Fine-Tuning: When to Use Which

A practical guide to choosing the right approach for adding custom knowledge to your LLM-powered applications.

Dec 28, 2024 10 min
Engineering

The True Cost of Technical Debt in 2025

How accumulated technical debt is quietly killing startup velocity — and how to escape it without rewriting everything.

Dec 20, 2024 7 min
Web Dev

Next.js 14 App Router: Our Production Experience

After shipping 10 projects with Next.js 14's App Router, here's what we learned — the good, the tricky, and the gotchas.

Dec 12, 2024 9 min
AI/ML

AI Code Review: Better Than Human Review?

We ran an experiment: AI code review vs senior engineer review on 50 pull requests. The results surprised us.

Dec 5, 2024 11 min