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DEV Community • 2026-04-07 14:35

How to benchmark NexusQuant on your own model

Running benchmarks on someone else's hardware tells you very little. This guide shows you how to measure NexusQuant's impact on your model, your data, and your hardware in under 15 minutes. Prerequisites pip install nexusquant-kv transformers torch datasets You need a HuggingFace causal LM (any model using split-half RoPE — that's every Llama, Mistral, Qwen, and Phi variant...

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3m read

DEV Community • 2026-04-07 14:35

Four Write Tools, Zero Confirmation, What Could Go Wrong

Agent Internals -- Part 2 So, in the first part we split one big agent into multiple specialist agents and set up model routing. It works but it's very far from anything that you would use in a prodcution system. This post covers the confirmation gate I (read me and llm) built to fix that: a pending action system that intercepts writes, asks the user, and only executes on explicit approval. ...

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6m read

DEV Community • 2026-04-07 14:35

Four Write Tools, Zero Confirmation, What Could Go Wrong

Agent Internals -- Part 2 So, in the first part we split one big agent into multiple specialist agents and set up model routing. It works but it's very far from anything that you would use in a prodcution system. This post covers the confirmation gate I (read me and llm) built to fix that: a pending action system that intercepts writes, asks the user, and only executes on explicit approval. ...

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6m read

DEV Community • 2026-04-07 14:35

My First WordPress Plugin: What I Learned Along the Way

Hi there! 👋 I'm not a WordPress expert. Actually, I'm pretty new to plugin development. But recently I decided to build my first plugin and submit it to WordPress.org — and wow, I learned a lot more than I expected. Here's what the process taught me. Hopefully it helps someone else starting out. How It Started I run a small website called CalHolidays — basically a free holiday cal...

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4m read

Hacker News • 2026-04-07 14:33

Show HN: Finalrun – Spec-driven testing using English and vision for mobile apps

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DEV Community • 2026-04-07 14:33

Full Stack Engineer | React, Next.js, Node.js | Building Scalable Systems 🚀

Hey everyone! 👋 I’m Shakeb, a Full Stack Engineer with around 2 years of experience building scalable web applications. I enjoy building end-to-end solutions — from crafting responsive frontend interfaces to developing robust backend APIs. I’m really interested in building data-driven applications that solve real-world problems. 💻 Tech Stack Frontend: React, Next.js, Redux, Tail...

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1m read

[Hardware Canucks] Snapdragon X2E Review - It CRUSHES Everything, but...

newest submissions : multi • 2026-04-07 14:32

[Hardware Canucks] Snapdragon X2E Review - It CRUSHES Everything, but...

submitted by /u/Noble00_ to r/hardware [link] [comments]

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DEV Community • 2026-04-07 14:32

How Comparison Search Is Changing Consumer Behavior in 2026

Comparison searches — queries like "AirPods vs Sony" or "Roomba vs Roborock" — are growing faster than almost any other search category. At SmartReview, we track millions of these queries, and the patterns tell a fascinating story about how consumers make purchase decisions in 2026. The Numbers Behind "X vs Y" Comparison search volume across consumer electronics grew 23% year-over-year...

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3m read

I Read Claude Code's 510K Lines of Source Code — Here's How It Actually Works

DEV Community • 2026-04-07 14:30

I Read Claude Code's 510K Lines of Source Code — Here's How It Actually Works

I spent the last few weeks reading through Claude Code's source — all 510,000 lines of TypeScript across 1,903 files. The code became available through an accidental npm source map leak, and my team and I documented our findings in a full teardown on GitHub. Here are the five architectural decisions that stuck with me most. 1. The Entire Agent Runs From a Single 1,729-Line File The br...

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7m read

Iran US Israel War Trump News: Explosions On Strategic Kharg Island, Bridge Hit In Central Iran: Reports

newest submissions : multi • 2026-04-07 14:26

Iran US Israel War Trump News: Explosions On Strategic Kharg Island, Bridge Hit In Central Iran: Reports

submitted by /u/crackerbox5 to r/worldnews [link] [comments]

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Taiwan's opposition leader arrives in China for a 'Journey of Peace'

newest submissions : multi • 2026-04-07 14:26

Taiwan's opposition leader arrives in China for a 'Journey of Peace'

submitted by /u/TheDarthSnarf to r/worldnews [link] [comments]

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Trump’s dire warning to Iran: "A whole civilization will die tonight, never to be brought back again"

newest submissions : multi • 2026-04-07 14:25

Trump’s dire warning to Iran: "A whole civilization will die tonight, never to be brought back again"

submitted by /u/fortune to r/worldnews [link] [comments]

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1m read

DEV Community • 2026-04-07 14:24

7 Bugs That Taught Us How to Build Better Diagnostic Tools

We shipped node-loop-detective v1.1.0 with a feature we were proud of: slow async I/O tracking. It could monkey-patch a running Node.js process, track slow HTTP requests, DNS lookups, and TCP connections, then report them with caller stack traces. All without restarting the target process. Then we opened 16 GitHub issues against our own code. Seven of them were bugs. Not edge cases. Not "nice to ...

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10m read

newest submissions : multi • 2026-04-07 14:23

PAKISTAN Pakistan’s Constitutional Court upholds marriage between Muslim man and 13-year-old Christian girl

submitted by /u/Suspicious-System121 to r/news [link] [comments]

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1m read

DEV Community • 2026-04-07 14:23

VS Code Weekly: AI Gets an Effort Dial and Nested Subagents

Microsoft shipped VS Code 1.113 last week—the third release under their new weekly cadence—and it's starting to feel like the editor is settling into a new rhythm. Not just release rhythm, but product rhythm. The features in 1.113 aren't flashy, but they're the kind that make daily work smoother if you're deep in AI-assisted workflows. What Actually Shipped The headline feature is a Th...

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4m read

DEV Community • 2026-04-07 14:22

Copilot CLI Weekly: /fleet Ships — Parallel Multi-Agent Execution

/fleet: The CLI Gets a Team The biggest Copilot CLI release in months landed April 1: /fleet enables parallel multi-agent execution. Instead of working through tasks sequentially, Copilot now dispatches multiple sub-agents to work on different parts of your codebase simultaneously. GitHub's blog post describes it best: when you run /fleet Refactor the auth module, update tests, and fix...

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6m read

DEV Community • 2026-04-07 14:22

Azure Weekly: Developer Tools Get Smarter, Database Pricing Gets Better

What Shipped This Week Azure's March releases wrapped with a clear signal: Microsoft is doubling down on making Azure easier to use, cheaper to run, and more aligned with how developers actually build AI-native applications. The Azure Developer CLI got seven updates in one month, database pricing finally caught up to AWS, and .NET Aspire graduated to GA on App Service. If you're buildi...

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6m read

Google’s Generous Death Benefits Go Viral, Sparking Debate on Employee Security

newest submissions : multi • 2026-04-07 14:22

Google’s Generous Death Benefits Go Viral, Sparking Debate on Employee Security

submitted by /u/AreaArtistic2108 to r/worldnews [link] [comments]

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1m read

After about 6 months of work, we finally launched our first app: LifeOrder.

DEV Community • 2026-04-07 14:22

After about 6 months of work, we finally launched our first app: LifeOrder.

After about 6 months of work, we finally launched our first app: LifeOrder. It actually started from a personal problem — my wife and I were constantly overwhelmed trying to manage tasks, schedules, shopping, and family life across multiple apps. It just felt chaotic. So we decided to build something simple: 👉 one place for everything LifeOrder is designed to help you: organize your daily tasks pl...

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DEV Community • 2026-04-07 14:22

GitHub Weekly: Actions Gets Serious About Supply Chain Security

GitHub dropped one of the most substantial platform updates I've seen in months. The headline: GitHub Actions is getting a full-stack security overhaul. But there's also meaningful movement on agent workflows, Copilot integration across Issues and Slack, and a data usage policy change that's worth understanding. Let's break down what shipped and what it means. GitHub Actions 2026 Securi...

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