Additive Multi-Provider Rollout

Coordinate additive multi-provider LLM rollout with startup wiring and per-request routing.

Updated Mar 13, 2026

Search Tags:#integration #routing #llm #telemetry #provider #gateway

Ready to run

npx skills add https://github.com/JDL440/nfl-eval --skill additive-multi-provider-rollout

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: Additive Multi-Provider Rollout
Source: https://github.com/JDL440/nfl-eval/tree/main/.squad/skills/additive-multi-provider-rollout
Command: npx skills add https://github.com/JDL440/nfl-eval --skill additive-multi-provider-rollout

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This skill helps engineering teams coordinate multiple LLM providers within an existing gateway, enabling additive rollout without rewriting core routing.

Core Features & Use Cases

Startup wiring: register and validate multiple providers during bootstrap.
Gateway hinting & routing: allow per-request provider intent to travel with context without breaking default behavior.
Telemetry and persistence: record requested vs actual provider usage and persist it for observability.
Use Case: a large article set can be routed to different providers for experiments while preserving backward compatibility.

Quick Start

Configure the system to initialize multiple providers and verify runtime routing without changing existing single-provider behavior.

Frequently Asked Questions about Additive Multi-Provider Rollout

High-intent search queries and answers about installing and using this skill.

FAQPage Schema

How do I add multiple LLM providers to an existing gateway without breaking routing?▼

Provider intent travels with context via gateway hinting, allowing per-request routing to different LLM providers. This ensures specific requests reach target providers for experiments while maintaining backward compatibility with default routing rules.

How do I persist and track requested vs actual LLM provider usage for auditing?▼

You track requested versus actual provider usage by implementing observable telemetry and persistence. This records article-level intent and actual provider usage, creating an audit trail to support rollback and observability requirements.

Can I route a large article set to different LLM providers for experiments?▼

Yes, you can route a large article set to different providers for experiments using per-request provider intent handling. This allows specific article sets to target distinct providers while keeping the existing gateway backward compatible.

What is startup wiring for multi-provider LLM gateway integration?▼

Startup wiring for multi-provider LLM gateway integration is the bootstrap process that registers and validates multiple providers. It ensures new providers are correctly initialized and available for runtime routing before handling requests.