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DEV Community • 2026-08-12 04:50

당신의 에이전트 루프는 모델에게 커닝을 가르치고 있다

AI 코딩 에이전트에 루프를 씌우는 것은 단발 프롬프트가 한계에 부딪히면 누구나 떠올리는 다음 수다. 돌리고, 채점하고, 점수가 낮으면 다시 돌린다. 그런데 바로 두 개의 벽에 부딪힌다. 점수는 오르는데 결과물은 여전히 틀렸다. 에이전트가 과제가 아니라 채점기를 만족시키는 법을 배운 것이다. 실패가 막다른 길이다. 루프의 부품은 다 있는데, 실패한 실행이 다음 실행으로 이어지지 않는다. 둘 다 모델의 문제가 아니라 환경 설계의 문제고, 모델이 강해진다고 사라지지 않는다. 강한 모델은 지름길을 더 빨리 찾을 뿐이다. 두 벽을 구체적이고 읽을 수 있는 예제로 짚어보려 한다. 오픈소스 Agent OS인 Ouroboros에 최근 합류한 RFC다. 설계는 이슈 #1917에, 구현은 #1916에 있다. ...

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DEV Community • 2026-08-12 04:49

My Node.js Text-to-Image Gate: A Web App API Contract Test

Pick the text-to-image API that makes its response contract easy to test, then hide that contract behind your own Node.js adapter. That is the choice I make for a web app in 2026. Developer experience matters, but a polished SDK cannot rescue an ambiguous payload, an undocumented asynchronous state, or an image URL that expires before my worker stores it. I want docs, an SDK only where it saves r...

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Saudi Arabia, Turkey and Pakistan have signed a key defense agreement
newest submissions : multi • 2026-08-12 04:49

Saudi Arabia, Turkey and Pakistan have signed a key defense agreement

submitted by /u/Effective_Reach_9289 to r/worldnews [link] [comments]

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Rebel forces in Ethiopia's Tigray state condemn army drone strikes: Rebel authorities on Tuesday accused the Ethiopian government of carrying out deadly drone strikes in southern Tigray state and condemned the move as "a serious escalation", amid fears of a new war
newest submissions : multi • 2026-08-12 04:49

Rebel forces in Ethiopia's Tigray state condemn army drone strikes: Rebel authorities on Tuesday accused the Ethiopian government of carrying out deadly drone strikes in southern Tigray state and condemned the move as "a serious escalation", amid fears of a new war

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

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DEV Community • 2026-08-12 04:46

7 Reasons Why Java Frameworks are Used for API Development

There's no shortage of options for building an API in 2026 — Node, Go, FastAPI, Kotlin, Rust, all legitimate, all with passionate fans. And yet when an enterprise team plans a new API that needs to run for years and talk to a dozen older systems, Java keeps coming up. Not nostalgia. The reasons are mostly boring and mostly about what happens after the API ships. 1. OOP Keeps Big APIs...

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5m read
DEV Community • 2026-08-12 04:45

Como o Zabbix pode ajudar no dia a dia de um time de NOC

Quem trabalha em um NOC sabe que acompanhar a infraestrutura pode ser uma tarefa bastante desafiadora. São servidores, switches, roteadores, links, aplicações e diversos outros equipamentos que precisam estar funcionando corretamente. É nesse cenário que o Zabbix se torna uma ferramenta muito útil. O que o Zabbix faz? De forma simples, o Zabbix é uma plataforma de monitoramento que pe...

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Unicorn Club • 2026-08-12 04:45

There's more to do before you ask 'Are you sure?'

Before adding 'Are you sure?', work out what the person still needs to choose, check or try.

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DEV Community • 2026-08-12 04:44

AI Model Automates Akkadian Cuneiform Translation, Reducing Reliance on Human Expertise and Time

AI-Driven Akkadian Cuneiform Translation: A Technological Revolution in Historical Research Mechanisms The development of an AI model for translating Akkadian cuneiform into English represents a transformative leap in both historical research and language technology. This system operates through a meticulously structured pipeline, leveraging cutting-edge advancements in artif...

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30m read
newest submissions : multi • 2026-08-12 04:42

Software or library that can detect whether one video is a subset of another, through eg audio fingerprinting?

I want to essentially do what Shazam does, but against a library of only my own content, not a pre-existing database. I'm archiving about 4 years worth of video streams from local/public-access type TV, things which could become lost media and should be preserved. But a significant amount of it is duplicated in part. For example, someone might submit a 4-hour recording of a whole evening block (vi...

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DEV Community • 2026-08-12 04:41

I built JARVIS — a local-first AI assistant you actually own (macOS + Linux, MIT)

Siri, Alexa, and Google Assistant are thin clients. The intelligence lives on someone else's servers, every word you say leaves your house, and the moment the vendor has an outage — or you're on a plane — they mostly stop working. I wanted the JARVIS I was promised: always on, genuinely helpful, and mine. So I built one — Jarvis CLS — and open-sourced it (MIT). The idea: you own the whol...

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DEV Community • 2026-08-12 04:40

When My Digital Journal Felt Like a Glass House

The Delhi heat was finally starting to settle down for the night, a faint breeze coming through the open balcony door. My wife was in the kitchen, the comforting scent of dal and jeera rice drifting into the living room. Another long day had officially bled into evening, my brain still buzzing from a particularly gnarly production bug. To unwind, I usually have a little ritual: I log my thoughts ...

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DEV Community • 2026-08-12 04:39

Microservices

This is Part 12 of my "From One User to One Million" series, where we'll build an understanding of System Design by following a simple application as it grows from a single user to millions. Instead of memorising technologies, we'll learn why they exist by solving real problems as they appear. Look at what we've built around the application. The infrastructure distributes traffic, data, backgr...

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DEV Community • 2026-08-12 04:39

ResultsPanel

import { AlertTriangle, ArrowDownToLine, CheckCircle2, ChevronRight, Code2, Database, GitBranch, ListTree, ShieldCheck, Sparkles, ThumbsDown, ThumbsUp, } from "lucide-react"; import { useMemo, useState } from "react"; import { api, field, type ApiItem, type JsonObject } from "../lib/api"; type ResultTab = | "overview" | "flow" | "procedures" | "data" | "dependenc...

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DEV Community • 2026-08-12 04:38

Baking Accessibility into Your Design System: A Four-Layer Testing Strategy

Why I care about Accessibility: a short pre-history Many years ago, at the jam session at friends's place, I met someone with a visual disability. You know standard small talk who works where... But when I mentioned I was a FE dev, the conversation changed instantly. I've been asked with so many questions. Why does one site read perfectly with a screen reader while another is an unnavig...

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11m read
DEV Community • 2026-08-12 04:37

You'll Feel PMF Six Months Before You Can Measure It

Have you ever had this moment? You open your dashboard and stare at the retention curve for a long time, trying to read an answer out of it: has this product actually clicked, or not? You look and look. The curve is still the same curve. You're still not sure. I want to argue the exact opposite of that moment: whether your product has clicked is not something you should be looking for in the nu...

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DEV Community • 2026-08-12 04:36

The Time Hiring Saves You Won't Cover What You Lose

Let's do the math first. A product takes off. One person is a little overwhelmed. By conventional wisdom, this is when you hire — bring on one or two people, double your output, move faster. It's the advice almost everyone gives. What I want to say is: most people only do half of this math. Add the other half, and the conclusion can flip. The first ledger: how much faster does hirin...

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DEV Community • 2026-08-12 04:35

Do You Remember Skiff?

There really isn't much to say about Skiff. Its story in a nutshell: it was founded in May 2020 by two young entrepreneurs aiming to build an alternative to Notion. It hit its peak between 2022 and 2023, growing rapidly. Then came the shock news on February 9, 2024: they were sold to Notion—the very company they set out to replace. By March 9, 2024, Skiff was gone for good. That’s pretty much the...

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DEV Community • 2026-08-12 04:32

The problem nobody wants to do

You ship an app. The store listing needs screenshots. Then someone asks: "can we localize it for Germany, Japan, Brazil, Saudi Arabia?" Now you're not shipping — you're in a design tool, copying the same layout 20 times, fixing text that overflows in German, flipping the whole thing for Arabic, and re-exporting for 6 different device sizes. Per language. Every update. I did this manually for my ...

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DEV Community • 2026-08-12 04:32

Building @rabbx/sirv: An Ultra-Fast, Edge-Native Static File Middleware for Every Runtime

When building modern web applications, serving static assets efficiently across multiple JavaScript runtimes can be surprisingly frustrating. Every runtime handles streams, headers, and file system access slightly differently. To solve this, I built @rabbx/sirv — an ultra-fast, zero-dependency, zero-copy streaming static file middleware designed to run seamlessly everywhere. What is @rabbx/sirv? @...

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1m read
newest submissions : multi • 2026-08-12 04:32

A practical checklist for a branded remote-support portal — feedback welcome

Disclosure: I’m on the SoftAcesso team. We build remote-support software, and I wanted to share a short checklist for evaluating the client-facing side of remote assistance. For a branded support workflow, these are the questions we think teams should ask: • Is there a clear service portal or custom URL for end users? • Can technicians quickly see connection status before they start a session? • A...

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