Explore all 108 samples in one place. Browse task briefs, environments, reference code and acceptance checks. Open a sample to inspect its files and available verification records.
Browse Drive foldersConfidence Bin Monitor
Clorvin Labs original taskMeasure calibration error across fixed-width confidence bins.
Early Stop Chronicle
Clorvin Labs original taskDetermine exactly when a validation-loss stream should stop training.
Feature Scaling Guard
Clorvin Labs original taskFit feature ranges on training data and apply them consistently to evaluation rows.
Gradient Norm Governor
Clorvin Labs original taskApply global norm clipping across multiple parameter tensors.
Label Confusion Atlas
Clorvin Labs original taskBuild a stable multiclass confusion matrix and macro recall.
Masked Mean Pooler
Clorvin Labs original taskPool token vectors without allowing masked padding to influence the result.
Pairwise AUC Calculator
Clorvin Labs original taskMeasure binary ranking quality with half credit for tied scores.
Ranking Discount Evaluator
Clorvin Labs original taskCompute normalized discounted gain while preventing duplicate documents from earning extra relevance.
Softmax Temperature Normalizer
Clorvin Labs original taskNormalize logits stably while applying temperature before exponentiation.
Stratified Fold Distributor
Clorvin Labs original taskDistribute each class across reproducible validation folds without duplicating samples.
Threshold Utility Sweep
Clorvin Labs original taskSelect a deterministic classification threshold using explicit error costs.
Token Batch Packer
Clorvin Labs original taskPack sequential training examples into token-limited batches without reordering.
Every task in this library is a Clorvin Labs original task. Open the brief, starter, reference solution and public fixtures in Google Drive, or download a ZIP copy from the task page. All 108 packages follow the Terminal-Bench 2.0 folder structure and have passed offline container checks. Hard is the target difficulty; benchmark difficulty evaluation is pending.
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