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IPE v0.1.17 - Keyboard Shortcuts, Crash Recovery & macOS Fix
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DEV Community · Technology

IPE v0.1.17 - Keyboard Shortcuts, Crash Recovery & macOS Fix

A quick update on IPE - the local PR-review UI for Claude Code plans. If you missed the original announcement, check it out here. Here's what's new since v0.1.15: Keyboard Shortcuts You can now navigate the review flow without touching the mouse: Shift+Tab - Accept the plan x - Requ...

Eduard Maghakyan
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Where the DOGE Operatives Are Now
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Wired · Technology

Where the DOGE Operatives Are Now

WIRED tracked down some of the most prominent figures of last year’s DOGE invasion. Here's where they are now—in government and beyond.

Vittoria Elliott
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Why Real-Time Data Integration Matters for Modern Applications
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DEV Community · Technology

Why Real-Time Data Integration Matters for Modern Applications

This article was originally published on the layline.io blog. The difference between "near-real-time" and actually-real-time is wider than most teams realize — and it's getting wider as customer expectations accelerate. A major European retailer lost €4.7 million on Black Friday 2024 not because th...

Andrew Tan
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MCP vs UCP vs AP2: What is the Difference?
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DEV Community · Technology

MCP vs UCP vs AP2: What is the Difference?

Every week we get a version of the same question from developers reaching out about UCP Checker: "OK, but should I actually build on MCP, UCP, or AP2?" It's a reasonable question. The three protocols get lumped together in keynote slides and vendor blog posts, each positioned as "the" standard for...

Benji Fisher
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Architecture Documentation as a First-Class Engineering Asset
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DEV Community · Technology

Architecture Documentation as a First-Class Engineering Asset

How autonomous AI agents can generate a complete architecture snapshot of your microservices platform - while you do push-ups - and why that documentation becomes the most powerful input for your AI-driven quality pipeline. TL;DR Architectural documentation is not a chore. When coloc...

Alexander Tyutin
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Why AI assistants forget everything , and how I fixed it in .NET
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DEV Community · Technology

Why AI assistants forget everything , and how I fixed it in .NET

I was building an AI chat assistant in Blazor. It worked fine. But every new conversation started from scratch. The user would say "I'm a software engineer who loves C#" and the assistant would respond warmly , then forget it completely the next time they opened the app. That's not a memory problem...

Aftab Bashir
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Building a CS2 case simulator with live market data and ROI
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DEV Community · Technology

Building a CS2 case simulator with live market data and ROI

When you have a problem, you usually want to build something to solve it, right? Well, that’s exactly what happened to me when I was looking to enjoy my "passion" for csgo case opening, but for free. First, for anyone who doesn’t know what CS2 case opening is: Counter-Strike 2 (one of Valve's most...

Harut C
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How we built a deterministic AI classifier on top of a non-deterministic LLM
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DEV Community · Technology

How we built a deterministic AI classifier on top of a non-deterministic LLM

Hook We needed to classify AI systems under the EU AI Act — a legal framework where the same input must always produce the same output. We were using Claude as the backbone. Claude is a language model. Language models are probabilistic by design. That's the problem. Here's how we solved...

Pavel Gajvoronski
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Modeling a domain with Ontologic Part 1: The Librarian’s Problems
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DEV Community · Technology

Modeling a domain with Ontologic Part 1: The Librarian’s Problems

This is the first article in a hands-on series about shaping a real-world kind of problem into code using Ontologic. Each article focuses on one main idea and points to the library-examples repo so you can read, run, and change the code yourself. In this article we stay close to the problem: a smal...

Sacha Clerc-Renaud
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Using Suspense in NextJs
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DEV Community · Technology

Using Suspense in NextJs

Before we move to the new model of caching (cache components), I want to take a look at how <Suspense> interacts with static and dynamic rendering in the not partial prerendering model. static vs dynamic rendering Quick reminder: dynamic rendering happens when a route contains at l...

Peter Jacxsens
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AI Doesn’t Think — It Reflects What We’ve Already Put Online
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DEV Community · Technology

AI Doesn’t Think — It Reflects What We’ve Already Put Online

There’s a common assumption that modern AI systems are inherently “intelligent,” as though they possess independent reasoning or original thought. In reality, their capabilities are tightly bounded by the data they are trained on. A more accurate framing is this: AI systems are statistical models th...

Tunde Brown
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Router cache and request memoization
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DEV Community · Technology

Router cache and request memoization

We've covered full route cache, data cache and revalidation. Next, we look into router cache and request memoization. Router cache Router cache is client side cache, it lives in the browser's memory and consists of rsc payload. The goal of router cache is instantaneous navigation between...

Peter Jacxsens
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Incremental Static Regeneration (ISR)
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DEV Community · Technology

Incremental Static Regeneration (ISR)

We talked about incremental static regeneration before, it's when a statically rendered route is updated without having to rebuild it. It updates, server-side at request time. But that is just updating existing routes. ISR has an extra trick. You can also add new routes to the full route cache....

Peter Jacxsens
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What Every AI Coding Tool Gets Wrong (And What to Do About It)
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DEV Community · Technology

What Every AI Coding Tool Gets Wrong (And What to Do About It)

Part 3 of the AI Coding Tools Deep Dive. Parts 1 and 2 covered every tool and how to run them free. This one asks the question nobody's asking. I've now tested or researched 30+ AI coding tools. They're all good. Some are great. But they all share the same blind spot. The Blind Spot P...

David Van Assche (S.L)
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revalidateTag & updateTag In NextJs
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DEV Community · Technology

revalidateTag & updateTag In NextJs

We've been covering on-demand revalidation. Three functions allow you to revalidate on demand: revalidatePath revalidateTag updateTag In the previous chapter, we took a look at revalidatePath. In this chapter we cover the other two: revalidateTag allows you to invalidate cached data on-demand...

Peter Jacxsens
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The dependency vulnerability gap that CI/CD can’t fix
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DEV Community · Technology

The dependency vulnerability gap that CI/CD can’t fix

Every project I’ve worked on has the same setup: osv-scanner or Dependabot wired into CI, which fails the build if a known CVE is found. It feels complete. It isn't. Here’s the gap: CI runs at push time. CVEs are published continuously. If a vulnerability is disclosed in express, serde, or request...

Oleksandr Prokhorenko
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CI/CD, GitLab Pipelines and Kaniko
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DEV Community · Technology

CI/CD, GitLab Pipelines and Kaniko

CI/CD automates the build and deployment process — push code, pipeline runs, new version deployed on the cluster. Here's how I set it up for ASTRING using GitLab CI/CD, and why I ended up switching from Docker-in-Docker to Kaniko. The Initial Pipeline The first version used Docker-in-Doc...

yep
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