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ExternalFrontend Development
Vercel Blog

Deployments are now up to 7 seconds faster

Over the past few months, we've made deployments up to 7 seconds faster end to end. We removed up to 5 seconds of fixed platform overhead from every build, and deploys from the latest Vercel CLI save up to 2 seconds more. The improvements are most noticeable on smaller builds, where orchestration represents a larger share of the total build time. The largest platform gains: These apply automatically to builds triggered through Git, the dashboard, or Vercel CLI. Deployments from the latest CLI fi

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ExternalFrontend Development
Vercel Blog

Latest MCP spec now supported in mcp-handler

is now available with support for the and [email protected] Model Context Protocol specificationMCP TypeScript SDK v2 We originally built to make it easier to spin up MCP servers on popular web frameworks including Next, Nuxt, Svelte, and more.mcp-handler With the new 2.0 release, the handler now supports: Existing stateless Streamable HTTP clients can continue connecting to the same endpoint while servers adopt the latest protocol./mcp Install the new packages: Create a Next.js ro

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ExternalFrontend Development
Vercel Blog

Introducing Enterprise Flexible Commitment for Vercel Marketplace

Enterprise customers can now apply a portion of their Flexible Commitment toward eligible resources purchased through the Vercel Marketplace. With Flex Commit support, eligible Marketplace cost can draw directly from your existing commitment making it easier to provision the infrastructure and services your applications need. We're rolling this out with an initial set of Marketplace partners, including , , and , with support for more providers coming.NeonSupabaseRedis Eligible integrations are m

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ExternalSoftware Engineering
DEV Community

Why Your RAG Pipeline is Lying to You

RAG (retrieval-augmented generation) is how most AI tools search your company's documents to answer questions. Instead of guessing, the model pulls relevant text from your files and uses it to respond Sounds reliable. Usually isn't. Last month, our team shipped a RAG-powered search feature to a Fortune 500 client. Three days later, this Slack message showed up : "The AI pulled a revenue number from our Q3 report. But when I checked the PDF, that number was from a footnote about projected revenue

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ExternalSoftware Engineering
DEV Community

GitHub Actions Getting Expensive? We Cut CI Costs to a Quarter With a One-Line Change

AI assistance disclosure: This article was drafted with the help of Claude. All technical content, design decisions, code references, and screenshots reflect production systems I designed and operate at airCloset; the prose was revised by me prior to publication. Hi, I'm Ryan, CTO at airCloset. We've migrated our GitHub Actions runners twice: GitHub-hosted to Blacksmith, then Blacksmith to Namespace. The results, up front: Per-run CI cost is roughly a quarter of what we paid on GitHub-hosted The

cidevopsgithubactions
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