Model Compression with Exact Budget Constraints via Riemannian Manifolds Paper • 2605.00649 • Published May 7 • 10
SmolDataEnvs Collection 5.5K+ RL tasks for hill-climbing small models in code and data science. Deterministic grading, no LLM judge. • 10 items • Updated 19 days ago • 8
Nemotron Agentic & Tool-Use Collection Datasets for building models capable of function calling, multi-step agentic tasks, terminal use, and SWE workflows. • 11 items • Updated Aug 11 • 24
Nemotron Supervised Fine-Tuning Collection SFT datasets covering math, code, chat, safety, agentic, VLM, multilingual, and specialized domains. • 44 items • Updated Aug 11 • 22
SWE-RL Collection Software Engineering Tasks for RL - Images served by Prime's registry • 9 items • Updated Jul 22 • 2
view article Article The Open Source Community is backing OpenEnv for Agentic RL +18 burtenshaw, spisakjo, lysandre, darktex, willcb, qjoy, pawalt, cwing-nv, danielhanchen, andrewzhou, thegovind, shimmyshimmer, Hamid-Nazeri, Sanyam, zkwentz, emre0, lewtun, sergiopaniego, banghua, unseenmars • Jun 8 • 123
GLM-5V-Turbo: Toward a Native Foundation Model for Multimodal Agents Paper • 2604.26752 • Published Apr 29 • 116
view article Article Profiling in PyTorch (Part 2): From nn.Linear to a Fused MLP +3 ariG23498, ror, sergiopaniego, pcuenq, sayakpaul • Jun 11 • 65
view article Article Unlocking asynchronicity in continuous batching +1 ror, pcuenq, ariG23498 • May 14 • 68
view article Article KV Cache from scratch in nanoVLM +3 ariG23498, kashif, lusxvr, andito, pcuenq • Jun 4, 2025 • 121
view article Article Continuous batching from first principles +1 ror, ArthurZ, mcpotato • Nov 25, 2025 • 455
view article Article KV Caching Explained: Optimizing Transformer Inference Efficiency not-lain • Jan 30, 2025 • 431
view article Article Profiling in PyTorch (Part 1): A Beginner's Guide to torch.profiler +3 ariG23498, sayakpaul, sergiopaniego, ror, pcuenq • May 29 • 184
Efficient Memory Management for Large Language Model Serving with PagedAttention Paper • 2309.06180 • Published Sep 12, 2023 • 77
Gated DeltaNet-2: Decoupling Erase and Write in Linear Attention Paper • 2605.22791 • Published May 21 • 31