Problem

COMPLETELY MISSING: Neural program synthesis and code generation capabilities.

Missing Implementations

Code Models (CRITICAL):

• CodeBERT (code understanding)
• GraphCodeBERT (with data flow)
• CodeT5 (encoder-decoder for code)

Program Synthesis (HIGH):

• Neural program synthesis
• Program induction from examples
• Differentiable programming

Code Generation (HIGH):

• Code completion
• Code translation (language-to-language)
• Code summarization
• Bug detection

Use Cases

• AI-assisted coding
• Automated debugging
• Test generation
• Code review

Architecture

• src/ProgramSynthesis/
• Interface: ICodeModel, IProgramSynthesizer
• Integration with transformer architectures

Success Criteria

• CodeXGLUE benchmarks
• HumanEval dataset
• Program correctness metrics
• Execution-based evaluation