One Emoji, 26 Tokens: What a Language Model Actually Reads
A model reads tokens, not characters. I measured 27 emoji against both OpenAI vocabularies. Three got more expensive, and they are all the same kind of flag.
How Much Text Actually Fits in a 1M Token Context Window? I Measured It
Twelve books tokenised, four languages, five real codebases. A 128k window is 314 paperback pages. War and Peace fits in 1M with room to spare. And the same novel costs 24.6 percent more context in Italian.
Do Non-English Prompts Cost More Tokens? I Measured 28 Languages
The same instruction costs 73 percent more tokens in Japanese than English, using less than half the characters. Measured with the real GPT-5.6 tokeniser, with a tool to try it yourself.
AI API Cost Calculator: The Same Chatbot Costs $30 or $1,370 a Month
I built a calculator that turns published token prices into your real monthly bill across GPT-5.6, Claude and Gemini. Verified rates, September 2026.
Which Cheap Frontier Model Deserves Your Money
GPT-5.6 Luna, Grok 4.5, and GLM-5.2 all landed in July 2026 at bargain prices. Here is how to match a cheap model to your real work and skip the hype.
GPT-5.6 Goes Public: Sol, Terra and Luna Change the Price Math
OpenAI opens GPT-5.6 to everyone today with three tiers, Sol, Terra and Luna. What the pricing, the tiering and the benchmark caveats mean for real work.
When the Companion Gets Switched Off: China Shut Down Doubao’s AI Characters
China’s new AI companion law is ending persona agents for 345 million Doubao users. What it means to love something a policy change can erase.
Meta Cut 8,000 Jobs for an AI Future That Is Running Late
Meta cut 8,000 jobs in May 2026 to reorganize around AI agents. By July, Zuckerberg admitted agent progress wasn’t accelerating as expected. Mind the gap.
Copilot Just Went Open Weight, and That Changes the Game
GitHub added Kimi K2.7 Code, Copilot’s first open-weight model. Here is what open weight actually buys you, and when switching models is worth it.
Fable 5 Just Left Your Claude Subscription. Should You Follow It?
After July 12, Fable 5 bills through usage credits at double Opus prices. Here is my honest framework for when the premium pays and when it doesn’t.
