[P2] Long-sequence online-softmax logp & workspace sizing

[Flink-ddd]

Context: 8k-32k+ CoT responses require robust memory management.
Requirements:

• Optimize the online-softmax logp kernel for long sequences.
• Implement proactive workspace sizing and strict memory-safety boundary checks to prevent OOM/segfaults.