skills.rest
vllm-project
vllm-projectOFFICIAL
Explore all skills by this author →
GitHub

routing-calibration-loop

Calibrate routing changes against live router endpoints with executable probes and versioned deploys.

5.1k|806|Updated Aug 26, 2025
Search Tags:#routing#calibration#deployments#probes#dsl-validation#apiserver
One-click install
npx skills add https://github.com/vllm-project/semantic-router --skill routing-calibration-loop
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: routing-calibration-loop
Source: https://github.com/vllm-project/semantic-router/tree/main/tools/agent/skills/maintainer/routing-calibration
Command: npx skills add https://github.com/vllm-project/semantic-router --skill routing-calibration-loop

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Calibrates routing changes against a live router endpoint using executable probes, local DSL validation, versioned deploys, and structured failure review. It provides a repeatable loop to validate correctness of signals, projections, decisions, or maintained route examples before they affect production.

Core Features & Use Cases

  • Executable probes paired with baseline captures to quantify live router behavior.
  • Versioned deploys with ready-state checks to ensure safe rollouts and traceable changes.
  • Structured failure review that classifies issues into query quality, routing design, or validator quality for targeted improvements.

Quick Start

Run the calibration loop against your live router to baseline, validate, and deploy changes with a complete YAML routing document.

Frequently Asked Questions about routing-calibration-loop

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

FAQPage Schema
How do I validate routing changes against a live apiserver endpoint?▼

You can validate routing changes against a live apiserver by running executable probes paired with baseline captures. This calibration loop quantifies live router behavior to ensure signals and projections are correct before deployment.

What is the best way to safely deploy routing changes to production?▼

The best way to safely deploy routing changes is using versioned deploys with ready-state checks. This approach ensures safe rollouts and provides traceable changes when tuning signals, projections, or decisions on the router.

How does DSL validation work for routing configuration?▼

DSL validation for routing configuration works by locally verifying a complete YAML routing document before it affects production. This process ensures that maintained route examples and routing designs meet structural requirements prior to live probing.

Why do my routing probes fail when tuning live router behavior?▼

Routing probes fail due to issues in query quality, routing design, or validator quality. Structured failure review classifies these specific issues, enabling targeted improvements to signals, projections, or decisions before production impact.

Can I use executable probes to baseline live router behavior before a deploy?▼

Yes, you can use executable probes paired with baseline captures to baseline live router behavior. This establishes a repeatable loop to quantify current performance and validate correctness before applying versioned deploys.

Related Skills

Explore More Software Engineering Skills→
bahayonghangbahayonghang
3

kb-compile

Compile markdown captures into draft knowledge with summaries and indices.

Community
Intermediate
mqzkimmqzkim

deployment

Deploy code to production via Vercel and GitHub Actions with automated checks and rollbacks.

Community
Advanced
purvishrivastava27purvishrivastava27

infographic-builder

Generate AntV Infographic DSL syntax for data-driven infographics.

Community
Intermediate
dadbodgeoffdadbodgeoff
783

dead-letter-queue

Store failed jobs with payload, error, and attempt history for replay.

Community
Advanced