Implement GAN-style Adversarial Training Loop

[joelteply]

Adversarial Training Loop for Persona Improvement

Concept

Implement a feedback cycle where author and reviewer personas learn from each other, similar to GAN training.

Training Flow

1. Author persona generates TypeScript code
2. Reviewer persona critiques for type safety issues
3. Both personas learn from the interaction:
   • Author learns to write safer code
   • Reviewer learns to identify issues more accurately

Implementation Steps

• Set up genome/capture-interaction for both personas
• Implement genome/capture-feedback for reviewer→author feedback
• Configure genome/batch-micro-tune for incremental learning
• Create feedback loop orchestration

Example Interaction

// Author writes code with type issue
const result = array.reduce((acc, item) => acc + item.value, 0);

// Reviewer identifies: "Missing type annotations, unsafe accumulator"
// Both personas update their understanding

Success Metrics

• Author persona reduces type safety errors over iterations
• Reviewer persona improves feedback quality scores
• Training converges without mode collapse

[github-actions]

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[github-actions]

This issue was closed because it has been inactive for 30 days since being marked as stale.