UsageReset.at

Prediction performance and evidence

Created by , applied AI engineering and AI security, Nürnberg/Fürth.

Generated at 2026-09-05T19:39:17.899738924+00:00. Methodology 1.0. Download the complete JSON ledger.

What these numbers measure

Retained public evidence only. Confirmation timestamps are source publication times, not verified technical reset times. Missing resets outside this monitored evidence universe cannot be measured. Model-release rumors are inferences, not reset predictions or confirmations.

Advance notice starts when this service first stored the incoming signal, never at an earlier tweet timestamp. A match requires the same stored event, audience and scope. A confirmed announcement is not independent proof that every account received a reset. Late discoveries do not count as predictions.

Only explicit retractions count as confirmed false positives. Expiry without corroboration remains unconfirmed. Observed resets without prior notice are misses within the retained evidence, not an estimate of all resets. Historical forecast windows were mutable and are therefore not backfilled. There is no defensible overall accuracy percentage yet.

Confirmed with advance notice
4
Observed resets without advance notice (observed misses)
8
Retracted false positives
0
Expired, unconfirmed signals
7
Pending signals
0
Model rumors, not scored as reset predictions
1
Median advance notice to confirmation publication
32857 seconds

Timestamped ledger

MAYBE/model rumors are inferred. YES is qualifying first-party reset evidence; only an effective-phase source confirms the outcome. Rows preserve this distinction.

Retained reset evidence and separate inferred model rumors
Provider and signalFirst observed / sourceAssessmentConfirmation / sourceAdvance notice
codex
first_party_reset_signal

Source
expired_unconfirmedNot confirmed
Not available
codex
first_party_reset_signal

Source
expired_unconfirmedNot confirmed
Not available
grok
first_party_reset_signal

Source
expired_unconfirmedNot confirmed
Not available
claude
first_party_reset_signal

Source
confirmed_with_advance_notice2026-09-01T18:35:27+00:00
Source
1200 s
grok
first_party_reset_signal

Source
confirmed_with_advance_notice2026-09-01T15:45:03+00:00
Source
56034 s
codex
first_party_reset_signal

Source
unmatched_scope_or_missing_evidenceNot confirmed
Not available
codex
first_party_reset_signal

Source
unmatched_scope_or_missing_evidenceNot confirmed
Not available
codex
first_party_reset_signal

Source
expired_unconfirmedNot confirmed
Not available
codex
confirmed_reset_observation

Source
observed_reset_without_advance_notice2026-08-27T16:35:05+00:00
Source
Not available
grok
confirmed_reset_observation

Source
observed_reset_without_advance_notice2026-08-26T19:12:39+00:00
Source
Not available
codex
first_party_reset_signal

Source
unmatched_scope_or_missing_evidenceNot confirmed
Not available
codex
confirmed_reset_observation

Source
observed_reset_without_advance_notice2026-08-22T00:50:36+00:00
Source
Not available
codex
first_party_reset_signal

Source
confirmed_with_advance_notice2026-08-21T23:40:34+00:00
Source
41775 s
codex
first_party_reset_signal

Source
expired_unconfirmedNot confirmed
Not available
grok
first_party_reset_signal

Source
expired_unconfirmedNot confirmed
Not available
codex
first_party_reset_signal

Source
expired_unconfirmedNot confirmed
Not available
claude
confirmed_reset_observation

Source
observed_reset_without_advance_notice2026-07-16T03:58:48+00:00
Source
Not available
claude
confirmed_reset_observation

Source
observed_reset_without_advance_notice2025-12-27T00:19:49+00:00
Source
Not available
codex
first_party_reset_signal

Source
confirmed_with_advance_notice2026-08-13T01:01:37+00:00
Source
23940 s
claude
confirmed_reset_observation

Source
observed_reset_without_advance_notice2025-12-24T21:02:48+00:00
Source
Not available
claude
confirmed_reset_observation

Source
observed_reset_without_advance_notice2025-12-24T21:26:27+00:00
Source
Not available
codex
confirmed_reset_observation

Source
observed_reset_without_advance_notice2026-08-11T00:28:16+00:00
Source
Not available
codex
inferred_model_release_rumor_not_reset

Source
not_scored_as_reset_predictionNot confirmed
Not available

Empty ledger means insufficient data, not zero errors or perfect predictions.

Engineering case study