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Francesco Capuano

PROFILE

Francesco Capuano

Francesco Capuano developed the Self-Supervised Prompt Optimization Toolkit for the mistralai/cookbook repository, delivering a unified workflow for prompt engineering and experimentation. Leveraging Python, Jupyter Notebook, and MetaGPT, he integrated self-supervised optimization techniques with full Colab compatibility, enabling accessible and reproducible research. His work included targeted code refactoring and dependency management to improve clarity and efficiency, as well as comprehensive documentation and a concise onboarding guide to streamline adoption. By addressing execution bugs and adding prompt comparison features, Francesco enhanced both reliability and analytical depth, ultimately accelerating experimentation and reducing onboarding time for machine learning and natural language processing workflows.

Overall Statistics

Feature vs Bugs

100%Features

Repository Contributions

4Total
Bugs
0
Commits
4
Features
1
Lines of code
1,169
Activity Months1

Work History

April 2025

4 Commits • 1 Features

Apr 1, 2025

April 2025: Delivered the Self-Supervised Prompt Optimization Toolkit for mistralai/cookbook, enabling a unified MetaGPT-based workflow for prompt optimization, notebook-based experimentation, and Colab compatibility. Expanded with comprehensive documentation, a prompt optimization one-pager, and targeted code refinements to improve clarity and efficiency. Fixed critical issues to improve reliability and accessibility, including full Colab compatibility and an execution bug fix, plus a new comparison of original vs. final prompts. This work accelerates experimentation, reduces onboarding time, and strengthens the business value of prompt-engineering capabilities.

Activity

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Quality Metrics

Correctness87.6%
Maintainability85.0%
Architecture80.0%
Performance80.0%
AI Usage55.0%

Skills & Technologies

Programming Languages

Jupyter NotebookMarkdownPythonYAML

Technical Skills

AI Model OptimizationCode RefactoringColab IntegrationConfiguration ManagementDependency ManagementDocumentationLLM IntegrationLLM OptimizationMachine LearningMetaGPTNatural Language ProcessingNotebook DevelopmentPrompt EngineeringPython Scripting

Repositories Contributed To

1 repo

Overview of all repositories you've contributed to across your timeline

mistralai/cookbook

Apr 2025 Apr 2025
1 Month active

Languages Used

Jupyter NotebookMarkdownPythonYAML

Technical Skills

AI Model OptimizationCode RefactoringColab IntegrationConfiguration ManagementDependency ManagementDocumentation

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