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AI Disruption Forecast

Pre-launch research phase
The tracker is taking shape

Measuring the distance between capability and control.

AI Disruption Forecast is an independent, evidence-based tracker following the milestones, probabilities, and real-world signals between frontier AI capability, systemic disruption, and meaningful human control.

A record of what changed, when it changed, and why it matters.

Forecast revisions will be timestamped, sourced, and explained rather than quietly rewritten after events occur.

01 · Capability

What systems can do

Verifiable advances in autonomy, reasoning, research, replication, and real-world task completion.

02 · Disruption

What leaves the lab

Deployment across employment, infrastructure, government, finance, security, and everyday institutions.

03 · Control

Whether oversight keeps pace

Evidence of effective safeguards, institutional adaptation, loss of control, and emerging systemic risk.

Launching when the evidence framework is ready.... not before.

The first public release will include the core milestone tracker, forecast layers, methodology, and a traceable evidence log.

Visual framework Established
Milestone architecture In review
Evidence archive Building
Public dashboard Forthcoming