Update documentation to 128K context

reorganize: consolidate root level to 20 folders

feat: Add RTMP tools implementation (Phase 1 & 2)

feat: add production infrastructure - CI/CD, Docker, code quality, and monitoring

feat: add inference API, quickstart guide, roadmap, and combined tool data

feat: add evaluation scripts, tool calling data generator, and 7B training configs

docs: Add official launch plan

refactor: Squeeze folders further - cleaner structure

refactor: Clean up project structure - fewer root folders

feat: add TypeScript modules and reorganize project structure

Critical fixes: 1) Rename misleading 'self-evolving' claims to accurate 'pattern memory' system across all docs and code. 2) Add missing GPU requirements, document cloud deployment (RunPod/Vast), and implement OpenRouter integration in model_client.py with factory support. 3) Document 37 built-in tools with full schemas in docs/tools.md. 4) Expose fraudulent evaluation scores (76.8% HumanEval, 82.3% MBPP, 94.1% Tool Use), remove them from README/BENCHMARKS/website, add EVALUATION.md audit report, and deprecation warnings to flawed eval scripts. Also updated HuggingFace Space demo with correct terminology.