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  • View All Playbooks
    View All Playbooks

    onboarding

    • Connect Two DGX Stations for Distributed Workloads
    • MIG on DGX Station

    data science

    • Topic Modeling
    • Build Knowledge Graphs with txt2kg

    tools

    • Quantize Models to NVFP4 with NVIDIA Model Optimizer

    fine tuning

    • Train a Chat Model with NanoChat
    • NVFP4 Pretraining with Megatron Bridge

    use case

    • Run NemoClaw with a Local LLM
    • DGX Station AI Skills and dgx-assist
    • Secure AI Agents with OpenShell
    • Local Coding Agent
    • Profiler-Driven Kernel Optimization for Fine-Tuning
    • Local Healthcare Agent on DGX Station

    inference

    • Serve LLMs with vLLM
    • Generate Images and Videos with ComfyUI
    • Isaac GR00T N1.6 Fine-Tuning
    • Serve LLMs with SGLang

    DGX Station AI Skills and dgx-assist

    15 MIN

    Inspect DGX Station software and route version-aware, CLI-backed workflows

    • AGENTS.md
    • AI Agents
    • Agent Skills
    • Blackwell
    • Claude Code
    • Codex
    • Cursor
    • DGX Station
    • GB300
    • Gemini CLI
    • MIG
    • Mixed Coherency
    • SGLang
    • dgx-assist
    • vLLM
    View on GitHub
    OverviewOverviewInstructionsInstructionsTroubleshootingTroubleshooting

    Common issues

    SymptomCauseFix
    system inspect reports restricted or unknown actionsUntrusted or unknown release identity, missing GB300 10.3 compute capability, or an observed power-budget violationRun .dgx-station/bin/dgx-assist system inspect and read the compatibility profile, capabilities, and restrictions. With --json, inspect data.compatibility and data.rejection_reasons. Do not bypass qualification or rely on product-name strings alone — a different build is not automatically compatible
    Software 1.0 profile blocks MIG mutation and platform fixesExpected behavior: the Software 1.0 profile is capability-scoped to guidance, diagnostics, read-only MIG inspection, and explicitly validated recipesNo action. Qualified recipe execution still works; MIG mutation and platform fixes require a profile that enables them
    No recipe resolves for your modelThe bundled v1 catalog has one runnable Software 1.0 smoke model, Qwen/Qwen2.5-Coder-1.5B-Instruct; larger candidates are deliberately non-runnableRun .dgx-station/bin/dgx-assist recipe models and catalog status to list exact IDs. Other stable reasons: experimental lifecycle, missing LaunchSpec, mutable model or image references, stale recipe hash, expired evidence, wrong release or hardware, ambiguity, or a hard preflight conflict. No error path substitutes a different model
    playbook search returns nothing, with retrieval_trace.abstained=trueQuery terms did not overlap the pinned contentNarrow the query using Station-specific terms. Do not invent a command to fill the abstention
    playbook status reports a missing or corrupt indexDamaged bundled search indexRun .dgx-station/bin/dgx-assist diagnose run, then diagnose fix --report-id REPORT --finding content.playbook.index --dry-run. Approve the fix before repeating it with --yes
    Mixed-coherency GPU ordering looks wrong in a containerContainers do not automatically inherit host device exposure or ordinals from /etc/mixed-coherency-gpu-select/envInspect compatibility.capabilities first and report observed NVML addressing modes and UUIDs. Check the ordering service only when mixed_coherency_service is true. Pass explicit UUIDs; never assume nvidia-smi index 0 or 1 is the GB300 CUDA ordinal. See the NVIDIA mixed-coherency guide
    Older guidance says one CUDA context cannot use both GPUsSuperseded bring-up passage that predates the current Development GuideDo not follow it on the qualified R610+ Software 2.0 profile. The signed retrieval snapshot excludes that passage and records the current Development Guide as the superseding source. Software 2.0 can access ATS and HMM devices; do not import that behavior into Software 1.0
    A power check fails or vsloshd is missingdynamic_power_sloshing is not enabled on this profile, or a real budget violation was observedWhen the capability is true, report the vsloshd service and mode. On Software 1.0 its absence is not a fault. Report observed caps and violations; never attempt an ad hoc power-cap fix. See the NVIDIA power-sloshing guide
    vLLM tuning advice seems too genericThe request lacked an exact model and workload shapeName the model and give ISL, generated-output distribution, target concurrency, TTFT/inter-token-latency/throughput goals, and repeated-prefix rate, then run playbook search "gpu_memory_utilization KV cache preemption" or playbook search "prefix caching chunked prefill concurrency". Do not maximize gpu_memory_utilization blindly, treat CPU memory as HBM-equivalent, promise concurrency from ISL alone, or claim a prefix-cache speedup for decode-heavy workloads
    Preflight reports a port or GPU conflictAnother listener or GPU client owns the resourceResolve the conflict yourself — dgx-assist never stops, kills, or takes over an unknown resource. Create a fresh resolution afterwards if any input changed
    recipe stop leaves the service runningThe graceful SIGTERM timeout expired; dgx-assist does not implicitly send SIGKILLThe receipt reports a degraded stop and leaves the resource for explicit operator review. Stop it manually after confirming what it is
    A MIG plan is rejected as staleClients, mode, instances, installed profiles, release identity, or the driver changed after planningRun mig inspect and mig profiles, then create a new plan. Do not replay or edit the old commands
    Skills are not discovered by the agentIncomplete skill folder, wrong directory, or a harness without native skill supportVerify the native path contains the full folder and the exact uppercase filename — .claude/skills/dgx-station/SKILL.md, .agents/skills/…, .gemini/skills/…, or .cursor/skills/… — then restart the agent in that project. Upgrade a harness that lacks native skill support rather than transforming the bundle
    install.sh status reports MODIFIED filesYou edited a managed file after installationExpected and safe: the installer preserves a modified managed file during update and uninstall. Review it manually, or delete it and re-run install to restore the shipped version
    Install fails with unmanaged skill collision or unmanaged CLI collisionA same-name file exists that the installer does not ownThe installer never overwrites unmanaged files. Move or delete the existing file, then re-run install
    Install fails partway with an OS errorA write failed mid-installationThe installer records a recovery manifest covering the files that landed. Re-run install to finish, or uninstall to remove them
    install-cli --scope user refuses to write~/.local/bin/dgx-assist already exists or is a symlinkRemove or rename the existing destination, then re-run. The installer refuses to replace a symlink destination or an existing user CLI
    Context file changes look unexpectedOnly the delimited NVIDIA block is managedUnrelated content is never touched, and the original file is backed up under .dgx-station/backups/ before the first managed edit. Restore from that backup if needed

    Resources

    • Anthropic Agent Skills Overview
    • AGENTS.md Standard
    • Claude Code Documentation
    • OpenAI Codex AGENTS.md Guide
    • Gemini CLI Agent Skills
    • DGX Station Mixed Coherency
    • DGX Station Dynamic Power Sloshing
    • Cursor Rules Documentation
    • vLLM Documentation
    • SGLang Documentation
    • MIG User Guide
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