Gaps & Roadmap Improvements

• P0: Implement speculative decoding to accelerate decode iterations.
• P1: Add tensor-parallel and pipeline-parallel multi-GPU partitioners.
• P2: Implement host-to-device KV cache swapping for memory oversubscription.