/nemo-relay-instrument-typed-wrappers

name: nemo-relay-instrument-typed-wrappers
description: Use this skill when adding NeMo Relay typed wrappers, domain types, or provider codecs while preserving JSON middleware semantics and caller-visible behavior.
license: Apache-2.0
metadata:
  author: NVIDIA Corporation and Affiliates

Use Typed Wrappers And Codecs

Use this skill when an application wants stronger domain types than raw JSON for tool or LLM integration. Keep typed boundaries explicit so middleware still sees predictable JSON.

Default Guidance

• Prefer plain JSON first for initial adoption.
• Reach for typed wrappers when the application already has stable domain models.
• Keep in mind that middleware still operates on JSON, not typed objects.

Embedded Codec Model

• A typed value codec is a pure boundary translator. It converts

application-facing values to JSON before NeMo Relay emits events or runs middleware, then converts JSON back into the framework callback or caller type.

• Python exposes `JsonPassthrough`, `DataclassCodec`, `PydanticCodec`, and

`BestEffortAnyCodec`. Node.js exposes `JsonPassthrough` plus custom `Codec<T>` implementations.

• Use `BestEffortAnyCodec` only at boundaries where strict schemas are not

available. Prefer dataclass, Pydantic, or explicit Node.js codecs when the framework owns a stable schema.

• Provider codecs are different from typed value codecs: they normalize

provider-specific LLM requests and responses so middleware and subscribers can inspect messages, tools, model names, generation parameters, and response annotations.

• Built-in provider codecs include `OpenAIChatCodec`, `OpenAIResponsesCodec`,

and `AnthropicMessagesCodec` in Python, Node.js, and Rust. Choose the codec that matches the actual provider payload shape.

• Response codecs annotate LLM end events with fields such as `id`, `model`,

`message`, `tool_calls`, `finish_reason`, `usage`, provider-specific data, and extra unmodeled fields. They do not rewrite the caller-visible response.

• Request codecs run before LLM request intercepts. Intercepts receive both the

raw `LLMRequest` and optional annotated request; `encode` merges annotated edits back before execution intercepts and the provider callback run.

• Built-in request codecs guarantee JSON-value identity for an unchanged

annotation. They compare edits with a decoded baseline and patch only changed fields, preserving native representation details and unknown fields.

• Use `instructions`, portable messages and components, and the tagged

`api_specific` request surface for normalized edits. Provider-only union members use explicit `{ provider, kind, value }` native components. Reserve top-level `extra` for unknown future fields.

• The `nemo-relay` gateway always supplies matching request codecs on Anthropic

Messages, OpenAI Chat Completions, and OpenAI Responses generation routes. On those routes, treat raw `request.content` as read-only and return body edits through the annotated request. Header edits still use the raw request.

Key Rules

• Typed wrappers are currently a first-class path for Python and Node.js; Rust

uses codec traits directly

• Request/response conversion belongs in codecs
• Intercepts and guardrails see JSON values after encoding
• Changes made by middleware survive into the decode step

Choose A Codec

• `JsonPassthrough` for JSON-native values
• `DataclassCodec` or `PydanticCodec` in Python when the models already exist
• Custom codecs for domain-specific wire shapes
• `BestEffortAnyCodec` only when broad flexibility is worth the looser contract
• Provider codecs for LLM provider payloads, not application domain objects

conversion

Validation Checklist

• [ ] Codec output is JSON-compatible
• [ ] Required fields survive `toJson`/`fromJson` or `decode`/`encode`
• [ ] Middleware sees the expected serialized shape
• [ ] Provider codecs preserve fields they do not understand
• [ ] Response codec failures do not break the underlying LLM call
• [ ] Request codec `encode` preserves original provider fields unless an

intercept intentionally changes them

• [ ] Provider-native components belong to the codec's provider surface
• [ ] Gateway generation intercepts do not mutate raw `request.content`

Related Skills

• `nemo-relay-instrument-calls`
• `nemo-relay-plugin-observability`
• `nemo-relay-debug-runtime-integration`