ML//code generation

- LLMs specialized or fine-tuned for writing, editing, and reasoning about code.

LLMs specialized or fine-tuned for writing, editing, and reasoning about code.

From Codex (2021) to DeepSeek-Coder, Qwen2.5-Coder — among the most commercially impactful LLM applications.

The field moved from research to products: Copilot, Cursor, Devin, Claude Code.

Benchmarks: HumanEval (saturated), SWE-Bench (agent-level), LiveCodeBench, Codeforces.