Taykhoom/Evo2-7B-1M

Finalize recurrent cache and strict attention diagnostics

Enable upstream-compatible recurrent caching with dynamic allocation

Fix masks, caching, dtype handling, and generation correctness

Initial Evo2-7B-1M Hugging Face port