Studio notes
Practical notes on AI automation, internal tools and the operational messes they fix — from real projects, not Twitter takes.
Before you post that job ad, look at what your team actually spends its day on. Most small businesses can buy back 20+ hours a week with AI — for less than one month of a new salary.
How to keep a real-time exchange platform responsive under load — the specific caching strategy, queue design, and database access patterns that actually move the needle.
Demos are easy. Production is not. After shipping multiple LLM systems, here's the real failure taxonomy — and how to fix each one before it hits your users.
A post-mortem on tripling the throughput of a multi-chain transaction routing layer — the actual bottlenecks, what we tried that didn't work, and the changes that did.