Tomorrow’s Tech Treepowered by Astra

Mathematics & Algorithms · Projected milestone

Self-verifying AI reasoning

Estimated year~2078

30% by 2083 · including earlier years

The year is an editorial timing estimate. The percentage applies to occurrence by the stated deadline. These estimates are not calibrated odds.

AI systems prove their own reasoning correct as they think.

Explore this milestone on the interactive map

What the forecast means

Milestone stage: milestone (legacy definition)

Completion criteria: Legacy milestone: refine the observable threshold before resolving.

This page describes a forecast, rather than an achieved result. Read the methodology and assumptions.

Built on

Led to

Sources & evidence

No individual source links are recorded for this milestone. Source coverage and review status vary across the atlas.

Dataset updated 2026-10-18. This individual record has not been separately re-reviewed.