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Public story · 2026-03-20 · source-backed
NVIDIA released Nemotron-Cascade 2 — a 30B MoE model activating only 3B parameters per token, trained with Cascade RL and multi-domain on-policy distillation. Claims best-in-class reasoning among open models at its efficiency tier with strong agentic task performance. The Cascade RL approach progressively distills larger teacher reasoning chains into the MoE routing policy rather than dense weights. Serious option for cost-sensitive production agent deployments.
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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...
Nemotron-Terminal (arXiv:2602.21193, 66 HF upvotes) — First systematic study of data engineering for terminal/CLI agents. Terminal-Task-Gen pipeline with Dockerized environment interaction. Qwen3-initialized 8B model goes from 2.5% to 13.0% on Terminal-Bench 2.0. All checkpoin...
NVIDIA claims up to 4x faster output and 30% faster agentic task completion versus comparable models, aimed explicitly at high-volume narrow work: code review, tool use, security monitoring, billing triage (NVIDIA). They also published Nemotron-RL-Agentic-Terminal-Pivot, an ag...
Six co-designed chips, supply chain twice the size of Grace Blackwell, with AWS, Google Cloud, Microsoft, and OCI deploying instances in H2 2026 (NVIDIA). If inference really drops 10x, the economics of always-on agents change at the root. The cost crisis in story one is partl...
Re-architected PhysicsNeMo libraries and updated CUDA-X exposed as agent-ready tools, so engineering agents can invoke AI physics models, accelerated solvers and quantum chemistry directly instead of through bespoke wrappers. NVIDIA Research's ACE-RTL agent with Nemotron 3 Ult...
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