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Public story · 2026-02-25 · source-backed
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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...
Open-source enterprise agent deployment platform explicitly designed to mirror CUDA's ecosystem capture. Pairs with Nemotron 3 Super 120B (hybrid Mamba-Transformer MoE, 12B active params, 2.2x throughput). DEV Community
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...
9. Pencil.dev 10. GitHub — EchoVault 11. NVIDIA — Nemotron 3 12. Cuttlesoft — Verification-driven development 13. DEV Community — MCP eval epidemic 14. Cursor — v2.5 Changelog 15. Claude Blog — Self-serve enterprise
This work pairs E2M1 payloads with unsigned E5M3 block scales whose wider range permits periodic tensor scaling, applies selective stochastic rounding only to backward gradients, drops the Hadamard transform entirely, and uses FP4 in every eligible internal linear. Pretraining...
NOOA (Paul Furgale plus 14 NVIDIA co-authors) collapses agent frameworks into native Python object-orientation: methods are the actions the model can take, fields are state, docstrings are the prompts, type annotations are enforced contracts. It combines typed I/O, pass-by-ref...
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