Content Library

All Articles & Deep Dives

No fluff, no filler. Practical engineering insights, benchmarks, and real-world experiments.

The Definitive 2026 Guide to OpenAI o3-mini: Architecture, Benchmarks, & Production Engineering

An exhaustive 2,000+ word deep-dive into OpenAI o3-mini. We analyzed 10,000 API requests across latency, token economics, multi-file code generation, and cost optimization.

AI8 min read

OpenAI o3-mini vs GPT-4o: High vs Low Reasoning Effort Tested

Detailed production benchmark of OpenAI o3-mini reasoning effort settings. Latency, cost, and code accuracy compared across 1,000 requests.

AI7 min read

DeepSeek-R1 vs OpenAI o3-mini: Open-Weights Reasoning Tested in Production

We benchmarked 500 complex coding and mathematical reasoning tasks across DeepSeek-R1 and o3-mini. Here is the true cost and P99 latency comparison.

AI7 min read

Reasoning Models Are Here — What That Actually Means for Your Stack

A practical breakdown of o-series and chain-of-thought inference: when to use them, when not to, and what the latency tradeoffs look like in production.

Dev5 min read

Astro 5 Islands Architecture: Zero-JS by Default, Interactive Where It Counts

How Astro's component islands pattern eliminates hydration overhead while keeping full interactivity exactly where you need it — with real benchmarks.

Tech9 min read

The 2026 Developer Benchmark: Which Cloud Is Actually Cheapest at Scale?

We ran 50 identical workloads across AWS, GCP, Azure, and Fly.io at three traffic levels. The results were not what we expected — and the pricing math got weird fast.