You get a case. The research takes two hours. What if it took five minutes?
Legal AI · Multiple Jurisdictions · MCP
A legal assistant working inside Claude: it reads the case file, knows which laws matter, flags issues, drafts the filings, and cites the exact article for every claim it makes. Running in production on Serbian law, demonstrated on Turkey, Texas and the UAE. Different jurisdictions, different languages, one system. As usual, made because someone said it couldn't be done.
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I paid three AI companies to split documents. A 50-line script beat them all.
Case Study · Chunking · Cost vs Hype
A real project, a real bill, and a question worth $6: when you're told to use LangChain, LlamaIndex, AWS Lambda and frontier AI models - do you actually need them? I ran the same document-splitting task through all of it, measured everything, and wrote down what the buzzwords cost and what they returned. Spoiler: the winner was written in an afternoon and runs for free.
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I put Kubernetes on a server that didn't need it. On purpose.
Kubernetes · Card Bots
Every job posting wants Kubernetes in production, and "I ran it in minikube once" doesn't count. So I gave it a real job: the Flip7 bots play millions of games against each other as computing load, an autoscaler is in charge, and the controls are public. Crank the demand and the cluster spawns pods; kill a pod and it comes back. Eleven million games in, the bots also settled which strategy actually wins.
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