Results for “verl”

Provides guidance for training LLMs with reinforcement learning using verl (Volcano Engine RL). Use when implementing RLHF, GRPO, PPO, or other RL algorithms for LLM post-training at scale with flexible infrastructure backends.

Provides guidance for training LLMs with reinforcement learning using verl (Volcano Engine RL). Use when implementing RLHF, GRPO, PPO, or other RL algorithms for LLM post-training at scale with flexible infrastructure backends.

Deploy applications and websites to Vercel as preview or production deployments.

Deploy applications and websites to Vercel as preview or production deployments, with support for git-based workflows, CLI authentication, and no-auth fallback.

Deploy applications and manage projects with complete CLI reference. Commands for deployments, projects, domains, environment variables, and live documentation access.

Vercel API skill. Use when working with Vercel for access-groups, artifacts, billing. Covers 281 endpoints.

Deploys projects to Vercel as preview deployments, linking to git for automatic deploys, with fallback for unauthenticated environments.

Deploy applications and websites to Vercel. Use when the user requests deployment actions like "deploy my app", "deploy and give me the link", "push this live", or "create a preview deployment".

Operate Vercel deployments including preview deploys, production deploys, staged promote flows, alias/domain management, environment variable sync, and rollback response.

Deploy Next.js applications to Vercel with proper configuration. Use when setting up deployment, configuring environment variables, edge functions, or troubleshooting builds. Activates for deployment issues, environment setup, and Vercel configuration.

VILA: On Pre-training for Visual Language Models

Deploy applications and websites to Vercel. Use this skill when the user requests deployment actions such as "Deploy my app", "Deploy this to production", "Create a preview deployment", "Deploy and give me the link", or "Push this live". No authentication required - returns preview URL and claimable deployment link.

Vercel environment variable expert guidance. Use when working with .env files, vercel env commands, OIDC tokens, or managing environment-specific configuration.

Deploy and manage projects on Vercel using token-based authentication, without interactive login.

Audits Vercel projects for cost and performance optimization by collecting metrics, scanning code, and producing ranked recommendations grounded in data.

Guides machine learning development with experiment tracking, hyperparameter optimization, model registry, and MLOps pipeline integration.

Deploy and manage Vercel projects using token-based authentication, avoiding interactive login. Handles deployment, environment variables, and domain management via the Vercel CLI.

Automated Vercel deployment skill.

Guides setting up Drizzle ORM with Vercel Postgres and Vercel KV for a manufacturing analysis app, covering schema definition, queries, migrations, caching, sessions, and rate limiting.

Imported skill metadata from vercel

Senior human-style UAT and product QA for Vercel-deployed Next.js + Supabase apps. Use when Nick asks to test an app, QA a deploy, check for bugs, run E2E/UAT, smoke test, validate signup/login flows, test a feature, or assess whether a URL is ready for users. Always start by understanding the product and source code before browser testing when code is available.

Resolves legacy references to the vercel-react-expert capability by routing to the current runtime agent, plugin, or narrower skill.

NLVR2: A Visual Reasoning Benchmark for Natural Language

CogVLM: Visual Expert for Pretrained Language Models

Deploy a Velociraptor server and agents, then write and execute VQL hunts across a fleet of endpoints for threat hunting and incident response.

SNLI-VE: Visual Entailment Dataset

v0 by Vercel expert guidance. Use when discussing AI code generation, generating UI components from prompts, v0 CLI usage, v0 SDK/API integration, or integrating v0 into development workflows with GitHub and Vercel deployment.

Vercel Workflow DevKit (WDK) expert guidance. Use when building durable workflows, long-running tasks, API routes or agents that need pause/resume, retries, step-based execution, or crash-safe orchestration with Vercel Workflow.

VR/AR development principles. Comfort, interaction, performance requirements.

Optimizes React and Next.js performance with 69 prioritized rules covering waterfalls, bundle size, server-side rendering, and re-rendering patterns.

Neon serverless Postgres with autoscaling, instant database branching, and zero-downtime deployments. Use when building serverless applications, implementing database branching for dev/staging, or deploying with Vercel/Netlify.

VR/AR development principles. Comfort, interaction, performance requirements.

Development with Vhdl: tools and best practices

Diagnose and fix Vue 3 runtime errors, warnings, async failures, and SSR/hydration issues with targeted debugging guides.

Optimize React and Next.js applications with 70 performance rules across 8 categories, prioritized by impact for automated refactoring and code generation.