Editing Ai Code Generation (section)

== <span style="color: #FFFFFF;">Remembering</span> ==
* '''Code completion''' — AI suggesting or completing code as a developer types, integrated into an IDE.
* '''Code generation''' — Producing code from a natural language description or specification.
* '''Code explanation''' — Translating code into natural language descriptions of what it does.
* '''Code review''' — AI identifying bugs, style issues, security vulnerabilities, and improvement opportunities in code.
* '''Code refactoring''' — Restructuring existing code to improve readability, maintainability, or performance without changing behavior.
* '''Unit test generation''' — Automatically creating unit tests for existing functions or classes.
* '''GitHub Copilot''' — An AI code assistant by GitHub/Microsoft, powered by OpenAI Codex, integrated into VS Code and other IDEs.
* '''Codex''' — OpenAI's code-specialized model, fine-tuned from GPT-3 on GitHub code; the foundation of early Copilot.
* '''DeepSeek-Coder''' — A strong open-source code model family.
* '''pass@k''' — A standard metric for code generation: the probability that at least one of k generated samples passes all unit tests.
* '''HumanEval''' — A benchmark of 164 Python programming problems with unit tests, measuring pass@1.
* '''SWE-bench''' — A benchmark testing whether AI can solve real GitHub issues from open-source repositories.
* '''Static analysis''' — Program analysis that doesn't execute code; used to detect bugs, vulnerabilities, and style issues.
* '''Code embedding''' — Dense vector representations of code enabling semantic search, similarity detection, and classification.
* '''Agentic coding''' — AI agents that autonomously write, execute, test, and debug code in multi-step loops.
</div>

<div style="background-color: #006400; color: #FFFFFF; padding: 20px; border-radius: 8px; margin-bottom: 15px;">