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The signal in the feed.

Auto-curated dispatches on AI, React, Next.js, and the web — distilled down to what you actually need to read.

24,909 articles

Page 287 · sorted by freshness

Fine-Tuning Is Mostly Theater. Here's What Works Instead.
devto-webdev
Web Dev

Fine-Tuning Is Mostly Theater. Here's What Works Instead.

I spend a lot of time in the AI space -- reading papers, building things, talking to engineers who are actually shipping. And there is a gap between what the demos show and what production systems actually look like that nobody is being fully honest about. So here is my honest take on where things actually are. Everyone is calling everything an "agent" right now. A function that calls a tool? Agent. A chatbot with memory? Agent. A script with a loop? Agent. This dilution is not just semantic. It

1w ago·6 min read
Agents Are Not Magic. Here's the Boring Infrastructure That Makes Them Work.
devto-webdev
Web Dev

Agents Are Not Magic. Here's the Boring Infrastructure That Makes Them Work.

I spend a lot of time in the AI space -- reading papers, building things, talking to engineers who are actually shipping. And there is a gap between what the demos show and what production systems actually look like that nobody is being fully honest about. So here is my honest take on where things actually are. Everyone is calling everything an "agent" right now. A function that calls a tool? Agent. A chatbot with memory? Agent. A script with a loop? Agent. This dilution is not just semantic. It

1w ago·6 min read
How to Deploy Llama 2 on DigitalOcean for $5/Month: Complete Self-Hosting Guide
devto-webdev
Web Dev

How to Deploy Llama 2 on DigitalOcean for $5/Month: Complete Self-Hosting Guide

⚡ Deploy this in under 10 minutes Get $200 free: https://m.do.co/c/9fa609b86a0e ($5/month server — this is what I used) Stop overpaying for AI APIs. I'm running production Llama 2 inference on a $5/month DigitalOcean Droplet right now, handling 50+ requests daily with sub-second latency. No vendor lock-in. No surprise bills when your traffic spikes. No rate limits killing your product launch. This guide shows you exactly how to do it—with real code, real performance numbers, and real cost breakd

1w ago·9 min read
n8n Move Binary Data Node: Rename, Copy, and Reorganize Binary Files in Your Workflows [Free Workflow JSON]
devto-webdev
Web Dev

n8n Move Binary Data Node: Rename, Copy, and Reorganize Binary Files in Your Workflows [Free Workflow JSON]

n8n Move Binary Data Node: Rename, Copy, and Reorganize Binary Files in Your Workflows [Free Workflow JSON] The n8n Move Binary Data node (also called the Move Binary or Convert to/from Binary utility in older docs) lets you rename binary properties, move binary data between items, and convert between binary and JSON representations — without leaving your workflow. It's the plumbing node that keeps your binary pipeline clean when downstream nodes expect files under a specific property name or st

1w ago·6 min read
hackernews-api
General Tech

Mr. Baby Paint and accidentally discovering a new cellular automata

1w ago·12 min read
I Ranked 30 AI APIs by Price and the Results Are Wild
devto-webdev
Web Dev

I Ranked 30 AI APIs by Price and the Results Are Wild

I Ranked 30 AI APIs by Price and the Results Are Wild Last month I burned through $400 testing different AI models for a side project. That's when I went down the rabbit hole of API pricing, and honestly? I couldn't believe what I found. Some models cost 350× more than others for what feels like basically the same output. So I pulled together every price I could verify, and what I'm about to share saved me from making one of the dumbest financial decisions of my dev career. Here's the thing: mos

1w ago·9 min read
React me Ternary Operator vs Short-Circuit Rendering Kya Hai
devto-react
React

React me Ternary Operator vs Short-Circuit Rendering Kya Hai

हेल्पफुल और प्रैक्टिकल कोडिंग वर्ल्ड में आपका स्वागत है, मेरे दोस्त! अगर आप ReactJS सीख रहे हैं, तो आपने एक बात ज़रूर नोटिस की होगी कि हमारे नॉर्मल JavaScript वाले if-else कंडीशन्स JSX के अंदर सीधे काम नहीं करते। ऐसा इसलिए होता है क्योंकि JSX केवल Expressions को समझता है, Statements को नहीं। जब भी हमें React components में कंडीशन के आधार पर अलग-अलग UI दिखाना होता है, तब हमारे पास दो सबसे बड़े हथियार आते हैं: Ternary Operator (? :) और Short-Circuit Evaluation (&&)। आज हम इन दोनों के बीच के अंतर,

1w ago·12 min read
Browser Video Editor: Trim, Cut, and Export MP4 Without a Server
devto-react
React

Browser Video Editor: Trim, Cut, and Export MP4 Without a Server

Browser Video Editor is a video editor that runs entirely in your browser. You import local clips, trim them, arrange them on a timeline, drop text overlays on top, scrub a live preview, and export a real .mp4 — and the video files never leave your machine. No upload, no backend, no server doing the encoding. I built it with Claude as a pair programmer, and v1 is complete and merged to master. The shape of it is a Classic non-linear editor: a media bin on the left, a preview canvas in the middle

1w ago·7 min read
How TypeScript Infers Types Through Async Generators in 2026
devto-react
React

How TypeScript Infers Types Through Async Generators in 2026

How TypeScript Infers Types Through Async Generators in 2026 Most async generator type errors stem from TypeScript's fundamental constraint: the compiler cannot infer what calling code will send to yield expressions. This limitation creates silent type holes in codebases that rely on async generators for streaming operations, pagination, or event processing. The async generator pattern appears deceptively simple. Developers write async function* expecting TypeScript to infer types from yielded v

1w ago·10 min read
The Safari MCP server for web developers
hackernews-api
General Tech

The Safari MCP server for web developers

1w ago·8 min read
hackernews-api
General Tech

CarPlay Is Additive

2w ago·4 min read
Como implementar OTP (código de confirmação) por WhatsApp no Brasil
devto-webdev
Web Dev

Como implementar OTP (código de confirmação) por WhatsApp no Brasil

Guia prático para adicionar verificação por código OTP via WhatsApp oficial no seu sistema, com exemplos em Node.js, PHP e Python — e comparação honesta de custos entre WhatsApp, SMS e e-mail Se você tem um cadastro, login ou checkout, em algum momento vai precisar confirmar que o usuário realmente controla o número de telefone que informou. Esse é o trabalho do OTP (One-Time Password, ou senha de uso único): você envia um código, o usuário digita, você confere. No Brasil, mandar esse código por

2w ago·5 min read
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