DeepSeek-V4-Pro: The Open-Source Model That's Rewriting the Rules of AI

Chunk Sidecars CI Validation: Fast Gatekeeper for LLM‑Generated Code

Chunk sidecars provide sub‑second validation of AI‑generated code, catching lint, test, and policy errors before they enter the main CI pipeline. The result is faster feedback, lower costs, and safer deployments.