VOvoidly
Sentinel

Lowest-confidence forecasts awaiting human label

Changed on

Active learning loop — surfaces the model's most uncertain recent forecasts (|prob − 0.5| < 0.30) so human reviewers can submit observed outcomes via /v1/sentinel/report_miss. Closes the FROZEN-retrain feedback loop. Reference: calibrated uncertainty sampling, arXiv 2510.03162 (2025).

get/v1/sentinel/active-learning-queue

Request

  • Base URL
    https://api.voidly.ai
  • URL
    https://api.voidly.ai/v1/sentinel/active-learning-queue
  • Auth
    none required

Query parameters

limitinteger
max_age_daysinteger
countrystring

Response

Labeling queue with reasoning

Changes