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Hardware-offloaded erasure coding with DOCA Erasure Coding (Reed-Solomon, doca_ec) on a BlueField DPU, ConnectX NIC, or host: generating parity for data blocks, rebuilding lost blocks from the survivors, and refreshing parity after a change. Trigger on "o Use DGX Spark as a local or remote Vibe Coding assistant with Ollama and Continue30 MINVibe Coding in VS Code
Your chosen agent connected to a local model in one commandIntermediate20 MINSet Up CLI Coding Agents with Local Inference
A coding agent connected to a local Ollama modelIntermediate30 MINSet Up Claude Code with Local Inference
Efficient 33B MoE for local, long-horizon agentic coding and terminal tasksFree Endpointlaguna-xs-2.1
MiniMax-M3.1-Flash is a native multimodal mixture-of-experts model for coding, agentic workflows, computer use, and cybersecurity.Free Endpointminimax-m3.1-flash
Run open-source Deep Agents Code, tuned for Nemotron 3 Ultra, to plan, edit and test code with enterprise governance.NemoClawNemoClawNemoClaw for LangChain Deep Agents Code
Dense 31B model delivering frontier reasoning for coding, agentic workflows, and fine-tuning.DownloadableFree Endpointgemma-4-31b-it
Configure your dev environment and a coding agentBeginner30 MINSetup your AI Development Workspace
Validate coding-sequence CSVs, extract public CodonFM/Encodon embeddings, and choose checkpoints for downstream property modeling. Nemotron 3.5 Super early-access reasoning model for agentic, coding, tool-calling, and multimodal workloadsFree Endpointnemotron-3.5-super-vl-120b-a12b
Chat, agents, coding, and document Q&A with Ollama, LM Studio, and AnythingLLM on your hardwareBeginner6 MINRun Local LLMs
Isolate AI coding agents like Pi with kernel-level policies and a locally served vLLM modelIntermediate30 MINSecure AI Agents with OpenShell
Open, efficient hybrid Mamba-Transformer MoE with 1M context, excelling in agentic reasoning, coding, planning, tool calling, and moreDownloadableFree Endpointnemotron-3-ultra-550b-a55b
Fine-tune public CodonFM Encodon checkpoints on labeled coding-sequence or coding-variant data using LoRA, head-only, or full fine-tuning. Use when a user explicitly asks to fine-tune CodonFM or Encodon for regression or classification. Support generic pu Manage durable working-session memory for coding agents. Use when a user asks to preserve or recover agent context across disconnects, VS Code restarts, long-running work, handoffs, or any session where important state should be written periodically under Guides human users' AI agents to the NemoClaw docs MCP server and canonical Fern documentation in Markdown form. Use when users ask how to install, configure, operate, troubleshoot, secure, or learn NemoClaw with an AI coding assistant. Trigger keywords - Deploy an AI-powered coding assistant on DGX Spark that delivers expert CUDA-aware chat, real-time code completion, and retrieval-augmented generation grounded in authoritative GPU programming knowledge—powered by NVIDIA NIM microservices.GeneralDeveloper ExampleNsight Copilot - AI Code Assistant for CUDA Development
Co-DETR (CoDINO) for object detection. A DETR-family detector with collaborative hybrid assignment — auxiliary one-to-many heads supervise the encoder during training, giving strong closed-set accuracy at high inference cost. Use when training, evaluating
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