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Francesco Capuano

PROFILE

Francesco Capuano

Developed the Self-Supervised Prompt Optimization Toolkit for the mistralai/cookbook repository, delivering a unified MetaGPT-based workflow that streamlines prompt optimization and notebook-based experimentation. Leveraged Python and Jupyter Notebook to ensure seamless Colab integration, enabling accessible and reliable experimentation for users. Enhanced the toolkit with comprehensive documentation and a concise prompt optimization one-pager to accelerate onboarding and support decision-making. Addressed an execution bug and introduced a feature comparing original and optimized prompts, improving analysis and workflow transparency. Focused on code refactoring and configuration management to boost clarity and efficiency, ultimately strengthening the prompt engineering capabilities and reducing onboarding time for new users.

Overall Statistics

Feature vs Bugs

100%Features

Repository Contributions

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

Your Network

38 people

Shared Repositories

38

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