Learn Timeout

General-purpose timeout estimation that replaces fragmented Ridge/Logistic models with a unified GradientBoosting-based predictor.

Commands

./run.sh collect                    # Gather training data from all sources
./run.sh train                      # Train both models
./run.sh predict '{"task_type":"pdf_extraction","page_count":400}'
./run.sh observe --task-id X --actual-seconds Y
./run.sh status                     # Model health dashboard
./run.sh benchmark                  # Classifier-lab backbone comparison

Prediction Output