Headline and summary only
The publisher's terms don't allow us to store or analyse its articles, so there is no aiqbench take for this one and Ask does not use it. The full story is on the publisher's site.
Stop counting tokens, start counting what ships

When a developer gives an AI agent a coding task, the agent does more than answer once. It plans, generates code, runs tests, and repeats the process to correct errors. A single task can use 10 to 50 times more tokens than a basic chat prompt. The more useful the agent becomes, the more calls…
Read the full article at MIT Technology ReviewRelated coverage

Astra uses some of its no-CoT capability in practice
LessWrong · Sep 17, 2026
Universal Byte-Level Encoding: UTF-8/UTF-16 Routing to Reduce Cross-Script Token-Budget Disparities
arXiv · Oct 2, 2026
Revisiting Training Scale: An Empirical Study of Token Count, Power Consumption, and Parameter Efficiency
arXiv · Jun 9, 2026

A Coding Hands-On on FineWeb for Streaming, Filtering, Deduplication, Tokenization, and Large-Scale Web Corpus Analytics
MarkTechPost · Jun 14, 2026