Voidly
7-day shutdown-risk estimate · validation pending

ML — 46% risk

A seven-day view of the current regime, with drivers and supporting evidence. This is not a shutdown-onset prediction.

Per-day risk

0%25%50%75%100%1%Thu2%Fri3%Sat1%Sun1%Mon1%Tue2%Wed5%Thu

Dashed line: 50% threshold. Bars colored by risk band.

Reading this forecast & citation

The Voidly Sentinel model scores ML at a peak 45.6% shutdown-risk level over the next 7 days, highest on day 7 (Thu, Nov 12). Average across the window: 2%. This is a current-regime risk reading, not a prediction that a new shutdown will start — see the scope note below.

May 2026 legacy-model audit: the audited forecast mainly tracked existing blocking regimes, not new shutdown onsets. On the days a new shutdown began, its transition-row AUC was ~0.33. This historical result is not a current production scorecard. Why →

Per-day drivers

DateRiskDrivers
Thu, Nov 51% · Lowno drivers
Fri, Nov 62% · Lowno drivers
Sat, Nov 73% · Lowno drivers
Sun, Nov 81% · Lowno drivers
Mon, Nov 91% · Lowno drivers
Tue, Nov 101% · Lowno drivers
Wed, Nov 112% · Lowno drivers
Thu, Nov 125% · Lowno drivers

What drove the prediction

Top features by signed contribution to today's risk score. Positive (↑) features push the prediction higher; negative (↓) features push it lower.

  • ↓week_of_year-0.069
  • ↓block_rate_roll30_mean-0.057
  • ↓block_rate_roll7_std-0.027

Similar past event

The model found a similar event in the corpus. Reading the incident report tells you what “46% risk for ML” looked like when it actually happened.

ML-2026-0011critical

disruption in ML · Tue, Nov 3

Recent evidence

Live measurements from upstream networks supporting this forecast. Click any link to view the raw data on the source.

Honest caveats

  • The 2026-05-20 isotonic refit is historical. Its 810 archived pairs do not establish current calibration or onset skill.
  • A 70% forecast doesn't mean a shutdown is guaranteed; a 20% forecast doesn't mean it's safe. Source-reported interval fields have no verified empirical coverage here.
  • For long-form methodology see /methodology and the calibration refit finding.

Model version: v1@2026-11-01T02:18:10.429395

Related

About this view

Calibrated via isotonic refit on 810 live outcomes (2026-05-20). See calibration drift → · ML country profile →