feat: Add full multi-turn conversation memory and context rewriting

feat: ResearchPilot v2 — Next.js frontend, 358k embeddings pipeline, LaTeX math rendering, dual-GPU Kaggle scaling

feat: RAG pipeline complete - ResearchPilot end-to-end working