Non-English Prompts Cost More Tokens, Context and Money in Most LLMs
Claude Opus 5 costs $5 per million input tokens whether a prompt arrives in English or in Russian. What changes between the two languages is how man…
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Tokenizing Vietnam’s Real Estate
Turning Property into a More Accessible Digital Market: Vietnam has an enormous real-estate market. But what if investing in a property did not requ…
Why a Small Transformer Can't Copy a Word It Hasn't Seen
I have a small transformer that turns a one-line spec into a working web app. It is 11.9M parameters, 6 layers, d=384, trained on 4,176 generated pr…