5.3.2 Improving Repository Comprehension

5.3.2 Improving Repository Comprehension

Enhanced Reasoning Capabilities

• Training Models on Diverse Repositories:

  • Data Augmentation: Include a wide range of code repositories in training data to improve models' understanding of different coding styles and structures.

  • Domain-Specific Pretraining: Fine-tune models on specific domains relevant to DeFi and blockchain to enhance contextual comprehension.

Advanced Tooling

• Developing Better File Interaction Interfaces:

  • Code Navigation Tools: Implement features that help AI models parse and navigate complex code structures, such as abstract syntax trees (ASTs).

  • Interactive Environments: Create sandboxed environments where models can safely execute code snippets and observe outputs.