菜单
Switch into Studio development mode for working on the NeMo Studio frontend in web/. Use when starting frontend work, building UI features, or working on React components.
用 Codex 或 Claude 帮你安装 复制这段 Prompt，粘贴到 Codex、Claude 或其他助手里，让它检查 Skill 页面并帮你完成安装。
基于 SOC 职业分类
Use NeMo Safe Synthesizer from the NMP plugin through task-specific routing: host-local GPU runs, platform job submission, configuration, troubleshooting, artifacts, privacy settings, PII replacement, and evaluation reports. Use when the user asks about safe-synthesizer, NeMo Safe Synthesizer, synthetic tabular data, DP settings, generation failures, plugin-local runs, filesets, model filesets, or `nemo safe-synthesizer` CLI commands.
Fine-tune models on NeMo Platform with `automodel`, `unsloth`, or `rl` (all `submit`-only): HF dataset conversion, filesets, model entities, and job JSON (hyperparameters, batch, schedule, optimizer) + job polling. `automodel`/`unsloth` run SFT/LoRA as Docker GPU jobs; `rl` runs DPO (preference optimization) on a Ray cluster (Kubernetes). Use for train, fine-tune, customize, SFT, LoRA, DPO, preference optimization, learning rate, epochs, or nemo customization.
Creates a new NeMo plugin from scratch. Use when starting plugin development, setting up a plugin package, registering surfaces via entry points, or asking how plugins are discovered by the platform. Trigger keywords: create plugin, new plugin, plugin setup, entry-points, plugin structure, get started, plugin discovered, entry point.
Declares HTTP authorization on NeMo Platform plugin routes with @path_rule, AuthzScope, PermissionSet, and CallerKind. Use when adding or securing a plugin route, minting permission ids, choosing PRINCIPAL vs SERVICE_PRINCIPAL callers, fixing a hard_fail bundle build from an unruled route, or migrating off get_authz_contribution. Trigger keywords: authz, authorization, permission, path_rule, AuthzScope, PermissionSet, perm, CallerKind, SERVICE_PRINCIPAL, scope, hard_fail, on_invalid_plugin, unruled route, bundle build, get_authz_contribution.
Creates background reconcile-loop controllers using NemoController. Use when implementing state-machine reconciliation, running periodic background work, managing deployment lifecycle, building service-principal entity clients for background use, or understanding controller startup/shutdown sequence. Trigger keywords: controller, NemoController, reconcile, background loop, reconcile_one, list_objects, on_startup, state machine, deployment lifecycle, service principal, interval_seconds.
Creates in-process NemoFunction surfaces for NeMo Platform plugins. Use when adding a function, declaring spec_schema, mounting function routes with add_function_routes, understanding the two CLI verbs (run / submit), or streaming NDJSON frames. Trigger keywords - function, NemoFunction, spec_schema, add_function_routes, nemo_platform_plugin.functions, two verbs, run, submit, streaming, NDJSON, FunctionContext.
| name | studio-dev |
| description | Switch into Studio development mode for working on the NeMo Studio frontend in web/. Use when starting frontend work, building UI features, or working on React components. |
You are now in Studio development mode. Read the Studio project instructions to load full context:
@web/CLAUDE.md
web/ — this is a React + TypeScript monorepo for NeMo Studioweb//unit-test, /e2e-test, and /visual-dev for testing and development workflowsweb/ — pnpm, vitest, and other Node.js tooling lives there| What | Where |
|---|---|
| Main app | web/packages/studio/ |
| Shared code | web/packages/common/ |
| API SDK | web/packages/sdk/ |
| Storybook | web/packages/storybook/ |
| Dev tools | web/packages/sandbox/ |
| Backend APIs | services/ (read-only context) |
| OpenAPI spec | openapi/openapi.yaml (read-only context) |