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Фреймворк RAFT: как работает RAG на максималках от Microsoft

Чтобы быстрее отвечать пользователям, команды техподдержки применяют RAG — подход, при котором нейросеть ищет информацию в базе знаний и опирается н…

RAFTRAGИИ-агентытехподдержкаretrievalBM25Microsoft Researchtroubleshooting
Habr Oct 6, 2026, 08:07 UTC
EN

Addressing Uneven Kubernetes Knowledge: Deepening Critical Areas for Platform Engineering Strength

Bridging the Expertise Gap in Kubernetes and Platform Engineering Achieving mastery in Kubernetes and platform engineering demands more than broad f…

kubernetesplatformengineeringtroubleshootingnetworking
Dev.to Oct 5, 2026, 23:15 UTC
EN

Fix "lcp" not working in production

In dev ( npm run dev ) the LCP metric shows up in the browser console, because the dev overlay injects its own logger. Run npm run build &&…

nextjsperformancetroubleshooting
Dev.to Aug 31, 2026, 15:20 UTC
EN

Debugging VPN DNS Problems: Find the Layer That Is Actually Answering

When DNS starts behaving strangely—a site resolves differently than expected, a recent change does not appear, or two devices disagree—the VPN often…

vpndnsnetworkingtroubleshooting
Dev.to Aug 17, 2026, 05:40 UTC
EN

VPN After Sleep, Roaming, and Network Switches: What Reconnection Looks Like

A VPN connection doesn't exist independently of the network underneath it. It is built on whatever network the device happens to be using at that mo…

vpnnetworkingtroubleshooting
Dev.to Aug 8, 2026, 09:53 UTC
EN

VPN Troubleshooting, One Layer at a Time: A Diagnostic Checklist

Most VPN troubleshooting goes wrong in the same predictable way: three things get changed at once, and whatever happens next, nothing has been learn…

vpnopenvpnnetworkingtroubleshooting
Dev.to Jul 30, 2026, 06:45 UTC
EN

How FaultBox helped me solve a storage corruption bug I couldn't reproduce

I was testing NodeDB-Lite and PageDB through a real memory-layer application built on top of them. NodeDB-Lite is the embedded form of NodeDB for lo…

blackboxopensourcedebuggingtroubleshooting
Dev.to Jul 27, 2026, 21:37 UTC
EN

VERCEL_EXPERIMENTAL_DEV_SKIP_LINK: Stop Dev Link Hangs

TL;DR If the Vercel CLI keeps trying to open a dev link against your Vercel project during local next dev runs, set VERCEL_EXPERIMENTAL_DEV_SKIP_LIN…

vercelnextjsenvironmentvariablestroubleshooting
Dev.to Jun 27, 2026, 09:42 UTC
EN

Logs vs. Metrics: Which is More Effective for Troubleshooting?

When something goes wrong in our systems, the first thing that usually comes to mind is the question "why?" To find the answer, we turn to two main…

tutorialssystemadminobservabilitytroubleshooting
Dev.to May 17, 2026, 20:19 UTC

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