Abstract: Development projects often face difficulties due to inconsistent code quality, which leads to increased technical debt and ineffective manual reviews. These issues make software difficult to ...

Explore practical examples of handling long-context inputs and using REPL for testing and iterating. Understand how these tools improve accuracy and workflow in AI systems. Social Security cuts ...

Semantic fingerprints for 100x faster Python code search. Symdex-100 generates compact, structured metadata ("Cyphers") for every function in your Python codebase. Each Cypher is a 20-byte semantic ...