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Part 4: Edge Deployment of an 86M Parameter Audio Transformer
DEV Community • 2026-04-29 18:11

Part 4: Edge Deployment of an 86M Parameter Audio Transformer

Post 3 ended with three numbers: 97.4% test accuracy, 100% precision, 0 false positives. All of it measured on a MacBook. That was enough to prove the model could learn first crack. It did not prove the model could run where I needed it: next to a coffee roaster, on a Raspberry Pi 5, listening through a USB microphone during a live roast. The first Pi run was "it kind of works". Export the PyTor...

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14m read
Opus 4.7 vs GLM 5.1: is mixing models worth it?
DEV Community • 2026-04-29 18:11

Opus 4.7 vs GLM 5.1: is mixing models worth it?

A couple of months ago, I compared Opus vs GLM by having both of them do a task for me. It’s not that surprising that Opus was best. But what if we get both cooperating? For optimization purposes: one planning, the other executing. I ran this comparison before, same plugin (cm-multilingual), three runs: Opus 4.7 alone, GLM 5.1 alone via Ollama Cloud, and GLM 5.1 following the plan Opus had writt...

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15m read
Pentagon's Hegseth defends Iran war, says it is not a quagmire
newest submissions : multi • 2026-04-29 18:08

Pentagon's Hegseth defends Iran war, says it is not a quagmire

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

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1m read
DEV Community • 2026-04-29 18:08

Gemini Enterprise Agent Platform: A Developer's First Look (And Honest Critique)

This is a submission for the Google Cloud NEXT Writing Challenge Google just redrew the map for how developers build AI-powered systems — and at Cloud NEXT '26, the centrepiece of that shift has a new name: Gemini Enterprise Agent Platform. As a backend-focused developer who's been building with AI tools for a while, I went into NEXT '26 expecting incremental updates. What I got instead force...

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7m read
DEV Community • 2026-04-29 18:06

Database Migrations & Seeders: Stop Writing Manual SQL Scripts

If you've ever said "I forgot to run the ALTER TABLE on production" — this post is for you. Manual database changes are one of the most common causes of production incidents. A developer adds a column locally, merges the feature, deploys — and the app crashes because nobody ran the SQL on the live server. Migrations and seeders solve this completely. But the tooling is different for every stack,...

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3m read
𝚓𝚊𝚟𝚊𝚜𝚌𝚛𝚒𝚙𝚝 • 2026-04-29 18:04

CanvasKit Documentation with interactive examples

submitted by /u/-zibx [link] [comments]

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1m read
newest submissions : multi • 2026-04-29 18:04

Who’s on call? How we started calculating this 2500x faster

submitted by /u/pentlando to r/programming [link] [comments]

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1m read
newest submissions : multi • 2026-04-29 18:03

FastCGI: 30 Years Old and Still the Better Protocol for Reverse Proxies

submitted by /u/BrewedDoritos to r/programming [link] [comments]

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1m read
/r/ReactJS - The Front Page of React • 2026-04-29 18:02

Built a self-hostable notepad with Next.js 15 + Socket.io in one process — open-sourced

Wanted to share a small Next.js 15 project I just open-sourced. The interesting bit for this sub is the architecture: I run Next 15 and Socket.io in the **same Node process** via a custom `server.js`, because Next's middleware doesn't expose a websocket hook. Tradeoff: - ✅ One process to deploy, one port, websocket auth shares the same session/cookie context as the HTTP layer. - ❌ Lose Vercel-nati...

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1m read
𝚓𝚊𝚟𝚊𝚜𝚌𝚛𝚒𝚙𝚝 • 2026-04-29 17:59

[AskJS] Digits is Hiring

Digits is hiring passionate, collaborative, customer-driven engineers who share in our belief that modern business software can be fast, fluid, beautiful, and even joyful to use. We're taking an AI-native approach to development. AI tools have gotten good enough that the bottleneck is no longer writing code, but rather it's taste, architecture, and knowing what to build. We seek someone who can u...

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1m read
Lobsters • 2026-04-29 17:58

Copy Fail: 732 Bytes to Root on Every Major Linux Distributions

Comments

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1m read
DEV Community • 2026-04-29 17:58

macOS Clipboard History — What Gets Logged, What Leaks, and How to Audit It

A look at how the macOS pasteboard, Universal Clipboard, and popular third-party clipboard managers actually store your copies in 2026 — what is logged, what crosses the network, and a five-step check to find traces of your last password. The short version: the pasteboard is global, Universal Clipboard is permissive, most managers store plaintext on disk, and you can audit all of it in twenty mi...

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11m read
Intel 18A-P Node Delivers 9% Performance Increase and 18% Power Savings
newest submissions : multi • 2026-04-29 17:56

Intel 18A-P Node Delivers 9% Performance Increase and 18% Power Savings

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

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1m read
/r/ReactJS - The Front Page of React • 2026-04-29 17:56

Bombed the final question of a React technical discussion, looking for feedback

I'm a senior full stack developer at a consulting firm, and have about 15 years of experience. Almost all of the clients I've worked with have used React, and I'm extremely comfortable using it and know it fairly deeply. This was a 30 minute discussion, and I felt really comfortable with my answers and he seemed pretty positive on how it was going. Then, I got hit with the curveball that I felt li...

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2m read
/r/ReactJS - The Front Page of React • 2026-04-29 17:52

Getting right now 'Fastly error: unknown domain: reactrouter.com. ' when accessing reactrouter.com

Anyone else? submitted by /u/0110001001101100 [link] [comments]

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1m read
DEV Community • 2026-04-29 17:52

What is an MCP server? The developer's plain-English guide to Model Context Protocol

MCP stands for Model Context Protocol. An MCP server is a lightweight process that exposes tools, resources, and data to an AI agent — giving it the ability to interact with the outside world. Without MCP, an AI model lives inside a conversation. It can read what you type and respond. That's it. With an MCP server, the same model can query a database, read files from your filesystem, call an ext...

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8m read
Newest questions tagged javascript - Stack Overflow • 2026-04-29 17:50

Implement JavaScript file code for modal popup partial view in NET Core Web App MVC

Before y'all go saying that this question has already been answered, please bear with me. I'm building a web app in ASP .NET Core Web App MVC. .NET10 The problem is having the JS work for a modal popup partial view once displayed. Partial view is a file picker that receives view model data from a controller. _FileUploadPartialView : <div id="dropArea"> <form asp-controlle...

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3m read
OpenAI's drama could quickly become Big Tech's problem
newest submissions : multi • 2026-04-29 17:49

OpenAI's drama could quickly become Big Tech's problem

submitted by /u/Plastic_Ninja_9014 to r/technology [link] [comments]

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1m read
DEV Community • 2026-04-29 17:49

How to Give Your AI Agent Niche Research Superpowers with x402 Micropayments

Your AI agent is great at reasoning — but it's starved for real-world niche data. Market intelligence, keyword demand, competition scores... this stuff lives behind expensive subscription APIs that agents can't sign up for autonomously. What if your agent could just pay for data on the fly? No API keys. No monthly subscriptions. Just an HTTP request, a few cents in USDC, and structured niche rese...

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5m read
DEV Community • 2026-04-29 17:48

Coin-per-view: the Bilibili metric that beats subscriber count for creator vetting

If you've ever sponsored a YouTube creator and been disappointed by the ROI, you've already lived through what subscriber count actually measures: not engagement, not influence, not purchase intent. Just historical clicks on a follow button. Many of those followers stopped opening videos two years ago. Some are inactive accounts. Some followed for a single piece of content that has nothing to do w...

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7m read
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