Agents keep thinking of how to solve problems that are already solved. Today we'

By Idan Raman · October 16, 2026 · Curated by George's Blog

Agents keep thinking of how to solve problems that are already solved.

Today we're launching Action Index.

For the first time, computer using agents can learn from experience and memorize tasks they already completed - Making them much cheaper to execute.

AI only steps in when the page actually changed.

We ran 300 Online-Mind2Web tasks: $472 vs $4.87 for the full run.

The model isn't the bottleneck anymore. Memory is.

It's live now as MCP tools. Point any agent at it.

Link in the first comment.