Evaluate a Przeprogramowani website implementation against benchmark criteria.

Set up and run benchmark evaluations for new LLM models in the 10xBench project. Use when the user wants to add a new model to the benchmark, prepare evaluation directories, update metadata, or launch evaluation runs. Triggers on phrases like "eval model", "add model to benchmark", "run benchmark for [model]", "evaluate [model-name]", "set up [model] for eval", or any request involving adding a new model to the Przeprogramowani.pl benchmark pipeline.

Design a stack-agnostic programming evaluation case for live AI coding evals. Use when the user wants to create a benchmark prompt, context, optional bootstrap or baseline instructions, and scorecard for any programming task, especially during webinars or workshops where participants choose the stack, task, constraints, and scoring criteria. Triggers on phrases like "design eval case", "zaprojektuj eval", "stworz benchmark case", "live eval design", "scorecard dla zadania", "programming eval", or requests to define an AI coding benchmark from scratch.

Set up and run benchmark evaluations for new LLM models in the 10xBench project. Use when the user wants to add a new model to the benchmark, prepare evaluation directories, update metadata, or launch evaluation runs. Triggers on phrases like "eval model", "add model to benchmark", "run benchmark for [model]", "evaluate [model-name]", "set up [model] for eval", or any request involving adding a new model to the Przeprogramowani.pl benchmark pipeline.

Score a completed programming evaluation attempt against a benchmark scorecard. Use when the user wants to evaluate a generated model attempt, produce eval-results.csv, inspect build/test/runtime behavior, or compare attempts using the scorecard created by design-eval-case. Triggers on phrases like "score eval attempt", "ocen probe", "evaluate attempt", "score model output", "wygeneruj eval-results", "ocen wynik modelu", or requests to grade an eval-attempts directory.