Thanks for making it all the way here. 🙌 New coordinates set. Sand.ai is now live. The frontier is everywhere. Drop by often—more signals are on the way. 🪄 ⏳ 7/7

🌟 Highlights: - Whole-Graph & FSDP-Aware Compilation: Breaks local boundaries. Full-graph capture for inference & layer-wise compilation for FSDP training to maximize aggressive cross-op fusion. - Heuristic Recompute: No more manual checkpointing. Auto-preserves compute-bound ops (e.g., Attention) and recomputes memory-bound ones to slash peak VRAM seamlessly. - JIT Extreme Offloading: Smart Compute + H2D dual-stream overlap. Keeps high "cost-performance" weights in VRAM and prefetches the rest at the last millisecond to eliminate pipeline bubbles. - Plug-and-Play: Just 2 decorators (@magi_compile & @magi_register_custom_op) deliver system-level optimizations without complex model refactoring.

🌟 Highlights: - Blackwell Support: Early Blackwell support via FFA_FA4 backend, leveraging HSTU function & R2P optimizations for next-gen hardware. - Native Group Collective: DeepEP-inspired fused kernels (GroupCast/GroupReduce) to break RDMA bottlenecks and achieve zero-redundancy communication. - Mask-Agnostic SOTA: Constant high-throughput performance even for irregular, complex masks. No more OOM or performance drops in "hard mode." - System-Level Synergy: Dispatch Solver + Adaptive Overlap ensures near-linear scalability on H100 & B200 clusters.

Thanks for reading! 🙌 Come visit us at Sand.ai to see what else we're building. We are incredibly proud to contribute to the open-source community and will keep pushing the boundaries of AI! ⏳ 6/6