Meta proposes a machine that learns its own runtime from screen traces

Claim

Meta researchers introduced neural computers, a machine form unifying computation, memory and input-output into a learned runtime state that picks up operating behavior from screen-and-action traces rather than relying on a conventional computer underneath.

Reporting date: 2026-04-13 (not necessarily the event date)

Sources

Attribution and reporting linked by this record; links do not imply independent verification.

• Welcome to April 13, 2026 (theinnermostloop.substack.com)