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…
SEP-41 Explained: Stellar's Efficient Token Standard Beyond ERC-20
Every few years, a piece of technology arrives that quietly reshapes how we build. For me, having spent two decades watching standards rise and fall…
A token is a claim, not the asset
Tokenizing an asset is the easy part. The token is a claim, and a claim is only worth the obligation behind it. Here is the checklist I actually car…
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…
Tokenization under the hood: BPE, WordPiece, SentencePiece, and Unigram compared
Tokenization under the hood: BPE, WordPiece, SentencePiece, and Unigram compared You deploy a chatbot. English queries average 42 tokens each. Then…