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DEV Community • 2026-08-02 16:47

# Deploying a Production-Style Amazon EKS Cluster on Fargate with AWS Load Balancer Controller and the 2048 Sample Application

Introduction This guide provides a detailed walkthrough of deploying a Kubernetes application on Amazon Elastic Kubernetes Service (EKS) using AWS Fargate, exposing the application through an Application Load Balancer (ALB) managed by the AWS Load Balancer Controller. The project demonstrates: Creating an EKS cluster using eksctl Configuring IAM permissions Enabling OIDC integration ...

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5m read
DEV Community • 2026-08-02 16:45

Further Optimizing the Vision-Only Harness: the Notes Rule

A short follow-up to I replicated the vision-only Pokémon run Anthropic showcased on the Fable 5 launch page. Rereading the harness code, I found the notes rule was still doing design work on the model's behalf — so I changed it, and compared the effect across two runs, one on each side of the change. The code and every log quoted below are in the project repo. Rereading the code: the no...

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9m read
DEV Community • 2026-08-02 16:45

Speech-to-Text APIs in 2026: What the Pricing Pages Don't Tell You

I ran a 9-second WAV file through faster-whisper on a CPU with no GPU and no API key. It took 0.6 seconds and got one word wrong: "Dev Tulab" instead of "DevToolLab". Adding one line of vocabulary hinting fixed it, for free. I wrote up the full comparison of hosted and open speech-to-text APIs on DevToolLab; here's the short version. One Label, Three Different Jobs "Speech-to-text" act...

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Hacker News: Front Page • 2026-08-02 16:41

GE-97 Terminal: The Old Internet

Article URL: https://ge97.com/ Comments URL: https://news.ycombinator.com/item?id=49146051 Points: 4 # Comments: 0

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Product Hunt — The best new products, every day • 2026-08-02 16:38

Appllama

Study 25,000+ screens from top-earning iOS apps Discussion | Link

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DEV Community • 2026-08-02 16:37

How I Built StudyMate NG: A CBT Exam Platform for Low-Data Regions in Nigeria.

How I Built StudyMate NG: A CBT Exam Platform for Low-Data Regions in Nigeria Education technology has created many new opportunities for students, but access to reliable and affordable internet remains a major challenge in many parts of Nigeria. Many students want to prepare for examinations such as JAMB, WAEC, and NECO, but some learning platforms depend heavily on fast internet conn...

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7m read
DEV Community • 2026-08-02 16:34

SafeZam: Building Safer Communities Through Technology

Safety is a shared responsibility, and technology can help communities communicate, respond, and stay informed more effectively. SafeZam is a technology-driven platform designed to support community safety, security awareness, and access to important information. The project aims to provide a simple and accessible digital solution that connects people, encourages community participation, and help...

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DEV Community • 2026-08-02 16:31

Your agent doesn't need more tools, it needs better tool descriptions

Most agent failures I've debugged weren't reasoning failures. The model reasoned fine. It just picked the wrong tool, because the tool description didn't tell it what it needed to know. This is an under-discussed problem, and it gets worse the more integrations you add. Here's what we've learned. The setup Say your agent has four calendar-ish tools available: [ { "name": "calendar_create_e...

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Hacker News • 2026-08-02 16:26

Show HN: Kakehashi – Experimental userspace to run macOS binaries on Linux ARM

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Hacker News • 2026-08-02 16:26

Show HN: Sprocket – The Best AI Agent for Hardware and Software Development

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DEV Community • 2026-08-02 16:23

What Are DevOps Engineers, Really? Roles, Skills, and How to Become One

Software teams have been fighting the same war for decades: developers ship code, operations breaks it, developers fix it, operations tests it again. That cycle used to take weeks. DevOps exists because that pace became commercially unacceptable — Netflix calculated that a single hour of downtime cost them roughly $200,000. The Problem That Created the Role Before DevOps became a stand...

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11m read
Hacker News: Front Page • 2026-08-02 16:19

Rooting, firmware analysis and persistent credentials of TP-Link TL-841N

Article URL: https://blog.juni-mp4.com/posts/42/rooting-the-tplink-tl841n-pt1/ Comments URL: https://news.ycombinator.com/item?id=49145883 Points: 6 # Comments: 0

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DEV Community • 2026-08-02 16:19

My quest to learn Assembly programming ; Introduction

In 2026, in the AI era, why should anyone want to learn Assembly programming? Why would someone want to go that far into the low-level programming world? And why would you want to share a quest that takes so much time with other people, especially one that probably won't interest that many of them? My background Initially, I wasn't even a developer. I worked in sales within the financi...

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DEV Community • 2026-08-02 16:10

YAML Test Cases in Git: What r/QualityAssurance Actually Said

I asked r/QualityAssurance a blunt question: is managing manual test cases as YAML files inside Git a good idea? The thread got lively. People were not hostile to the idea. Many were already sympathetic to tests as code, a dedicated branch, AI helpers that can actually read the catalog. The pushback was more interesting than the praise. It lined up with problems I had hit building the same workfl...

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DEV Community • 2026-08-02 16:10

Pick Your AI by the Task, Not the Hype (A Simple Routing Framework)

The wrong question Open any tech feed and someone is crowning a new "best AI." A model tops a leaderboard, the post goes viral, and a week later a different model tops a different leaderboard. If you pick your tools this way, you are optimizing for a number that was never about your job. The useful question is not "which model is smartest." It is "what does this task punish when it goe...

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Echo JS • 2026-08-02 16:05

Kysera 0.10 — a type-safe data layer for Kysely: RLS enforced in SQL, atomic audit, advisory-locked migrations. Not an ORM

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DEV Community • 2026-08-02 16:00

Automating the Selection of Natural, High-Quality Single-Speaker Anchors

📝 Originally published (in Japanese) at forge.workstyle.tech. When developing a voice conversion app, you often find that the quality of the conversion depends more on the choice of the target voice (anchor) than on the conversion model itself. In our voice conversion app, we used 4 to 12 seconds of recordings from voice actors or narrators as anchors. Initially, we relied on "what sounded good...

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The Cloudflare Blog • 2026-08-02 16:00

Welcome to Agents Week

Agents Week explores how cloud infrastructure must evolve to serve autonomous agents rather than human browsers. Join us as we unpack the storage, execution, and security primitives needed for an agent-native web.

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DEV Community • 2026-08-02 15:57

My New Domain Was Labeled a Scam Before I Even Used It

I recently registered a domain for personal use. There was no online store, no payment form, no advertising, no downloads, and no attempt to collect anyone’s information. There was barely even a website. The only page explained that the domain was intended for personal use and that I planned to use it mainly for email. A few days later, I searched for the domain online. It had not even been pro...

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16m read
DEV Community • 2026-08-02 15:57

This article will implete pagination on the web Project

This is implement RTK Query import { createApi, fetchBaseQuery } from "@reduxjs/toolkit/query/react"; export interface Property { id: number; propertyTitle: string; agencyId: number; propertyTypeId: number; propertyTypeName: string; description: string; amenities: string; monthlyRent: number; location: string; unitsAvailable: number; applicationDeadline: string; status:...

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