Latest News

No Evidence of 'Pelicanmaxxing': AI Labs Not Secretly Optimizing for Famous SVG Benchmark, Study Finds

No Evidence of 'Pelicanmaxxing': AI Labs Not Secretly Optimizing for Famous SVG Benchmark, Study Finds

Jul 23, 2026
Dylan Castillo

A new study testing 1,008 AI-generated SVGs across 48 animal-vehicle combinations finds no evidence that AI labs are secretly 'pelicanmaxxing' — gaming Simon Willison's famous pelican-on-a-bicycle SVG benchmark — with pelicans ranking 6th out of 8 animals in drawing quality, suggesting broad SVG optimization rather than targeted benchmark manipulation.

AI Employee Slashes Thread Costs by 82% Using Prompt Caching Architecture

AI Employee Slashes Thread Costs by 82% Using Prompt Caching Architecture

Jul 23, 2026
Viktor

Viktor, an AI employee built for Slack and Microsoft Teams, slashes agent thread costs by 81.8% on Claude Opus 4.8 through a prompt caching architecture that drops a 40-step thread from $11.35 to just $2.07 by keeping prefixes byte-stable, treating threads as append-only logs, and timing cache compaction strategically around …

Page 1 of 485
Next
Showing 1 - 10 of 4849 articles