AI Engineering

Framework Integration Contribution guides adding or updating a third-party framework or plugin integration for NeMo Relay. Use it when wiring Relay into public APIs for frameworks like LangChain or LangGraph while preserving default behavior when Relay is absent.

Implement Feature guides adding Swift app functionality with architecture-first design, TDD, rich domain models, and SwiftUI views that use domain models directly. Use it for features that span Domain, Infrastructure, and App layers.

Knowledge Catalog Discovery Agent analyzes a query, turns it into Knowledge Catalog Search terms, and returns the most relevant entries. Use it to find data entries for statistical or analytical questions.

Long-Horizon Skill designs and manages plans that stay coherent across extended workflows and changing conditions. It is used for multi-phase work that needs milestones, replanning triggers, and risk-aware sequencing.

Maintain Adaptive Surfaces keeps NeMo Relay’s adaptive config, plugin lifecycle, bindings, and docs aligned. Use it when changing the canonical adaptive model or when users still say optimizer.

NeMo Relay Get Started helps first-time users pick the simplest supported way to try Relay and confirm initial value through the CLI, a maintained integration, or direct Python, Node.js, or Rust instrumentation. It is used before production setup to verify the attachment boundary and first observable events.

NeMo Relay Instrument Calls wraps existing tool and LLM/provider calls with Relay scopes and managed execution APIs. Use it when an app needs lifecycle events, middleware, guardrails, or metadata without changing the callable’s business logic.

NeMo Relay Integration helps assess, implement, or qualify Relay support in an agent harness or framework. It maps host boundaries to Relay attachment methods and verifies coverage for tools, model calls, subagents, and lifecycle events.

NeMo Relay Observability configures Relay 0.6 or 0.7 observability with the built-in plugin, subscribers, and exporters. Use it to capture ATOF, ATIF, OpenTelemetry, OpenInference, or custom event streams.

NeMo Relay Plugin Build packages reusable Relay runtime behavior as embedded components or manifest-backed native and worker plugins. Use it when you need deterministic config validation and rollback-safe registration for shared behavior.

NeMo Relay Typed Wrappers adds typed value and provider codecs for NeMo Relay integrations. Use it when you want stronger domain models while preserving JSON middleware semantics and caller-visible behavior.

Agent Common provides the shared preamble for cc10x agents, including memory loading, contract formatting, and output rules. Use it when an agent needs the standard workflow and read-only domain glossary.