Update release, performance and GGUF documentation against the reviewed source and PR evidence. Introduce the planned 1Cat-LLM name and supplied banner while retaining working repository links and installation commands. Validation: Markdown lint, references, benchmark and command preservation, patch checks, and offline visual review. No new GPU benchmarks were run. Assisted-by: Codex