add-middleware

작성자: nvidia

NeMo Relay 미들웨어 파이프라인에 새로운 가드레일 또는 인터셉트 유형을 추가합니다.

npx skills add https://github.com/nvidia/nemo-relay --skill add-middleware

Add a Middleware Type

Companion Guidance

Use karpathy-guidelines alongside this skill for implementation or review work. Keep changes scoped, surface assumptions, and define focused validation before editing.

NeMo Relay supports guardrails (validate/gate) and intercepts (transform) at various pipeline stages. Adding a new middleware type requires changes across all layers.

Use this skill when introducing a new middleware registration surface or adding middleware behavior to a new pipeline stage.

Lock The Design First

Decide these before editing code:

  • Is this for tools, LLMs, marks, scope events, or a combination?
  • Is it a conditional guardrail, sanitize guardrail, request intercept, or execution intercept?
  • Does it run on request input, inner callable execution, stream chunks, or final response output?
  • Is the callback fallible, and how should callback failures propagate?
  • Does it need both global and scope-local registration?
  • What should subscribers and exporters observe in the event payload after this middleware runs?
  • If this is an event sanitizer, which of data, category_profile, and metadata can change, and is the event used only as immutable context?

Pipeline Order

Refer to docs/about-nemo-relay/concepts/middleware.mdx for the full diagrams.

  • Tool execute: conditional guardrails -> request intercepts -> sanitize request (for events) | execution intercept chain(callable) -> sanitize response
  • LLM execute: conditional guardrails -> request intercepts -> sanitize request (for events) | execution intercept chain(callable) -> sanitize response
  • Mark and scope events: specialized tool or LLM sanitizer (when applicable) -> mark or scope event sanitizer -> subscriber and exporter dispatch

Tool execution callbacks and each execution-intercept next continuation return the canonical ToolExecutionResult { result, annotation }. A forwarding intercept must preserve both fields in ToolExecutionInterceptOutcome; Relay retains pending_marks separately. Tool sanitize-response guardrails receive only result. Scope-end event sanitizers govern the annotation after Relay projects it to category_profile.tool_result_annotation.

Core Steps

  1. Define or reuse the callback type alias in crates/core/src/api/runtime/callbacks.rs.
pub type MyNewFn = Box<dyn Fn(&str, Json) -> Json + Send + Sync>;
  1. Add the registry field to NemoRelayContextState in crates/core/src/api/runtime/state.rs.

Add a SortedRegistry<GuardrailEntry<MyNewFn>> or SortedRegistry<Intercept<MyNewFn>> field to the state struct.

  1. Add registration and deregistration APIs in crates/core/src/api/.

Use the existing global_*_registry_api! and scope_*_registry_api! macro patterns in crates/core/src/api/registry.rs. Both global and scope-local variants are needed unless the design explicitly rules one out.

  1. Add chain execution helpers to NemoRelayContextState in crates/core/src/api/runtime/state.rs.

Follow the pattern of tool_sanitize_request_chain or tool_request_intercepts_chain.

  1. Wire the chain into the execute path.

Update the relevant lifecycle owner to call the new chain method at the appropriate pipeline stage. Tool and LLM paths live in crates/core/src/api/tool.rs and crates/core/src/api/llm.rs; shared mark and scope event sanitization lives in crates/core/src/api/shared.rs and is called from crates/core/src/api/scope.rs.

  1. Expose the new middleware surface in every affected binding.

Follow the add-binding-feature skill for the cross-binding implementation checklist.

Required Tests

  • Registration and duplicate-name behavior
  • Deregistration and no-op missing-name behavior
  • Ordering by priority
  • Callback failure policy, including fail-open behavior when required
  • Scope-local registration, inheritance, and cleanup on pop
  • Event payload semantics after middleware mutation
  • Tool execution result and annotation preservation, replacement, and removal when the middleware touches tool execution
  • Mark and scope event field semantics, including immutable identity fields
  • Parity coverage in every affected binding

Key References

  • Pipeline logic: crates/core/src/api/tool.rs, crates/core/src/api/llm.rs
  • Type aliases: crates/core/src/api/runtime/callbacks.rs
  • Runtime state and chain builders: crates/core/src/api/runtime/state.rs
  • Scope-local registry merging: crates/core/src/context/registries.rs
  • Registry: crates/core/src/registry.rs
  • Pipeline docs: docs/about-nemo-relay/concepts/middleware.mdx
  • Architecture docs: docs/about-nemo-relay/architecture.mdx
  • Registration examples: docs/instrument-applications/advanced-guide.mdx
  • Validation: validate-change

nvidia의 다른 스킬

compileiq-debug
nvidia
무언가 잘못되었을 때 사용: Search()가 멈추거나, 모든 평가가 INVALID_SCORE를 반환하거나, 점수가 개선되지 않거나, 모든 설정이 동일한 숫자를 반환하거나, ptxas 오류 등이 발생할 때
create-github-pr
nvidia
gh CLI를 사용하여 GitHub 풀 리퀘스트를 생성합니다. 사용자가 새 PR을 만들거나, 코드 리뷰를 제출하거나, 풀 리퀘스트를 열고자 할 때 사용합니다. 트리거 키워드 -…
nemoclaw-maintainer-cross-issue-sweep
nvidia
다른 열린 이슈들을 스캔하여 주어진 PR이 함께 수정하거나 실수로 망가뜨릴 수 있는 이슈를 찾습니다. 인접 수정 기회와 모순 위험을 file:line…과 함께 출력합니다.
fhir-basics
nvidia
에이전트에게 FHIR R4 API의 작동 방식, 사용 가능한 리소스, 검색 매개변수를 사용한 쿼리 방법, 모든 응답 형식을 올바르게 파싱하는 방법을 가르칩니다…
compileiq-validate-result
nvidia
검색이 완료된 후, 속도 향상을 청구하거나 ACF를 발송하기 전에 사용합니다. dump_results CSV를 로드하고, 상위 K개 후보(단일 목표)를 추출합니다…
changelog-audit
nvidia
릴리스 전에 Warp CHANGELOG.md를 감사합니다: 누락된 항목 복구, 사용자 영향별 정렬, 항목 언어 다듬기, 줄 바꿈, (릴리스 브랜치 모드) 비교 업데이트…
maintain-dynamic-plugins
nvidia
NeMo Relay 동적 플러그인 로더, 매니페스트, Rust 네이티브 SDK, gRPC 워커 프로토콜, Python 워커 SDK, 문서, 테스트 및 릴리스 워크플로 커버리지를 유지 관리합니다.
dgx-diagnose
nvidia
일반적인 DGX Station GB300 문제 진단 — CUDA 충돌, 잘못된 GPU 타겟팅, vLLM/SGLang 컨테이너 버그, MIG 상태 문제, NVLink/Fabric Manager 오류,…