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Public story · 2026-03-11 · source-backed
NVIDIA released Code Concepts — 15M Python problems / 10B tokens under CC-BY-4.0. Nemotron-Nano-v3 gained +6 HumanEval points from targeted pretraining. The extensible concept-driven generation framework is the real builder value — teams can apply the same methodology to domain-specific code training. HuggingFace
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NVIDIA debuted the Nemotron 3 family for agentic AI. Nano (30B params, 3B active via MoE) delivers 78% HumanEval, native 1M-token context, and 4x higher throughput than Nemotron 2 via hybrid Mamba-Transformer architecture. Critical developer angle: NVIDIA open-sources NeMo Gym...
Three moves, two days, no coordination between them. August 10–11: GitHub shipped Ollama as a BYOK provider inside Copilot for JetBrains (GitHub Changelog). Unsloth released Unsloth Desktop with a command literally named unsloth start claude, which points Claude Code and Codex...
NVIDIA launched Nemotron 3 Super — a 120B total / 12B active parameter hybrid Mamba-Transformer MoE, open, designed specifically for multi-agent workloads, and delivering 5x higher throughput than Nemotron 2 at the same active parameter count (NVIDIA Newsroom). It ships with a...
Alibaba published a fine-grained MoE with 2.4T total / 95B active, 512 experts, and a 92-layer hybrid full/linear attention backbone. vLLM shipped day-0 support verified on NVIDIA and AMD with ready 4-bit checkpoints (NVFP4 at 1.32 TiB for an 8xB300 node, MXFP4 at 1.45 TiB for...
English, Spanish, French, German, Italian, Vietnamese, Mandarin, Hindi, Japanese, Modern Standard Arabic, Korean, Brazilian Portuguese, male and female voices each (HF). Latency by hardware: 32ms/239ms at 64 concurrent on B200, 47ms/275ms on H100, 79ms/395ms on A100. Character...
1. Defend Against Vibeware DDoD — Behavioral process monitoring for AI-generated polyglot malware. Monitor Living Off Trusted Services patterns. Bitdefender 2. OS-Level Agent Sandbox — Kernel-level sandboxing (Seatbelt/Bubblewrap/AppContainer) for agentic workflows. Applicatio...
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