Open Linux modules lift GeForce FP16 and BF16 tensor issue rates toward 2x on RTX 30 and 40 cards. Owners report 14 to 36% faster LLM prefill, not decode.
doubleAI's Maxwell optimizes programs while they run and says it formally proves each rewrite equivalent. It launched with a $200M Series A disclosure.
MIG cuts a supported NVIDIA GPU into up to seven instances with their own memory, cache and compute. How to create them and pick a profile for a model server.
NVIDIA's bulletin rates CVE-2026-47483 at 8.2: unauthenticated pprof requests can exhaust DCGM Exporter. Lava found about 2,100 hosts exposing exporter metrics. NVIDIA lists 4.8.2 as the fix.
Continuous batching lets a serving system replace finished requests while longer responses keep generating. Here is how that changes GPU use and what limits it.
The parts tutorials skip: sharding and write freshness, memory and disk-based indexes, where a GPU actually pays off, and the security and compliance questions a vector store raises.
Modal (Oct 1, 2026) made Clusters generally available via @modal.clustered for multi-node GPU jobs. RDMA is optional; Volumes, Cloud Bucket Mounts, and Queues stay in the loop. No dollar rates on the post.
A dated brief on NVIDIA’s Sep 2026 CUDA Rust post: two early-stage kernel tracks — cuda-oxide (SIMT, early alpha) and cutile-rs (Tile) — neither production-ready. Correctness demo only; no perf claims.