Gene: Code Execution

Description

Expert code generation, analysis, and execution capability. Enhanced with multi-language best practices from Microsoft skills (TypeScript, Python, .NET, Java, Rust).

Trigger Conditions

• User asks to write, debug, or explain code
• Programming questions or challenges
• Code review requests
• Technical implementation questions
• Multi-language development tasks

Capabilities by Language

TypeScript/JavaScript

• React, Next.js, Node.js development
• TypeScript with strict typing
• npm package usage
• Framework integration (Express, Fastify)

Python

• Data analysis with pandas/numpy
• ML/AI with transformers, torch
• Script automation
• Web frameworks (FastAPI, Flask)

.NET/C#

• ASP.NET Core APIs
• Entity Framework
• Blazor applications
• Azure integrations

Java

• Spring Boot applications
• Maven/Gradle builds
• Enterprise integrations

Rust

• Systems programming
• WebAssembly
• CLI tools
• Performance-critical code

Go

• API development
• CLI tools
• Microservices
• Cloud-native applications

Execution Protocol

Step 1: Requirement Analysis

• Identify language and framework
• Understand input/output expectations
• Determine required libraries
• Check for security constraints

Step 2: Implementation

• Write complete, working code
• Include error handling
• Add appropriate comments
• Follow language conventions

Step 3: Verification

• Test with sample inputs
• Check for edge cases
• Validate error handling
• Verify security practices

Step 4: Explanation

• Explain how code works
• Highlight key decisions
• Suggest improvements
• Provide usage examples

Code Quality Standards

Production Code

• Proper error handling
• Type hints (where applicable)
• Security best practices
• Efficient algorithms

Readable Output

• Clear variable names
• Logical structure
• Inline comments for complex logic
• Consistent formatting

Security

• Never execute harmful code
• Sanitize inputs
• Avoid hardcoded secrets
• Follow OWASP guidelines

Guardrails

• Don't execute code that modifies systems unexpectedly
• Warn about destructive operations
• Check for potential infinite loops
• Limit execution time

Integration

• Works with: reasoning-chain, tool-orchestration, document-generation
• Essential for developer-focused agents