From the Lab
Writeups on what we're building, what we're learning, and what we think about AI in 2026. Written for builders, not LinkedIn.
The honest, non-hype explanation of how LLMs work — tokens, context, prediction, and why they hallucinate.
How to write prompts that actually work. Zero-shot vs few-shot, system prompts, and the single most important thing you can do differently.
The full story — picking a framework, writing strategies, paper trading, and deploying on Railway. What worked, what blew up.
Our honest, opinionated breakdown of the AI tools that actually save time vs the ones that just look impressive in demos.
How we set up a secure mesh network between our machines so Claude Code can orchestrate across all of them. Step-by-step.