Morning.dev

DEV Community • 2026-08-02 12:30

AI Search Creates a Measurement Gap as Brand Influence Extends Beyond Clicks

AI search is creating an attribution problem for marketers: a brand can help shape an answer in ChatGPT, Google AI Mode, or Perplexity without receiving a visit to its website. That makes rankings, impressions, and click-through rates incomplete indicators of visibility. New research from Wix Studio adds evidence that the content cited by AI systems follows recognizable patterns, while industry di...

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6m read

DEV Community • 2026-08-02 12:27

Introducing Injectlynx: Attribute-Free Compile-Time Dependency Injection for .NET

Dependency Injection (DI) is one of the foundations of modern .NET development. Whether you're building ASP.NET Core APIs, Minimal APIs, Worker Services, or libraries, you're probably using Microsoft.Extensions.DependencyInjection. It works well, but as applications grow, one challenge becomes obvious: service registration. Most teams end up choosing one of two approaches. The first is manual r...

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5m read

DEV Community • 2026-08-02 12:25

This Article describe how u can Add Item in your data base from client

React TypeScript Property Form Validation export interface PropertyForm { propertyTitle: string; description: string; amenities: string; monthlyRent: string; location: string; unitsAvailable: string; applicationDeadline: string; } export interface PropertyFormErrors { propertyTitle?: string; description?: string; amenities?: string; monthlyRent?: string; loca...

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6m read

DEV Community • 2026-08-02 12:25

What Nobody Tells You About Building "Simple" PDF Tools

PDF merge, split, and compress sound like the most boring possible features to build. Take some files, do an operation, return a file. I believed that too, until real user files started hitting the backend and every one of these tools broke in a different, specific way. Here's what actually went wrong, and what fixed it. The PDF that wasn't actually a PDF The first crash report was a "corrupted...

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5m read

DEV Community • 2026-08-02 12:18

Workday's job API tells you there are 2,000 jobs, then says 0 on page two

Workday is where large enterprises actually post. NVIDIA has 2,000 open roles there, Salesforce 1,477, Adobe 832. It answers an anonymous POST with no key. It also has two behaviours that are not in any documentation you can read without an account, and both of them fail silently. One of them costs you 98% of the board without raising anything. The number that changes after page one As...

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4m read

DEV Community • 2026-08-02 12:17

AI, Machine Learning, Deep Learning and Generative AI (Explained by a Confused 17-Year-Old Who Figured It Out)

So, here's the thing. A few months ago, I kept hearing these four words everywhere — AI, machine learning, deep learning, generative AI — and honestly? I just nodded along like I knew what they meant. I didn't. Not really. Then I actually sat down and learned them properly, and it turns out they're way simpler than people make them sound. So here's my attempt at explaining them the way I wish som...

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6m read

DEV Community • 2026-08-02 12:17

GDPR cookie consent in Laravel with Wirecookies

Ship a compliant cookie banner in Laravel and actually gate analytics and marketing scripts on the user's choice, using the wirecookies-saved event and a plain localStorage object as the consent gate. Wirecookies is a Laravel package which handles the cookies consent for you. It gives you a consent banner and a preferences modal from a single Blade tag, and, more usefully, it hands you a plain lo...

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5m read

DEV Community • 2026-08-02 12:13

The background process that kept dying without a trace

On Windows I kept launching background servers from a task runner and watching them die the instant the launching step finished — no error, no log, just gone. The task runner was wrapping everything in a job object, and job-object teardown kills every child process on return. Nothing I did inside the child mattered; its death warrant was signed by how it was born. The workaround was to have the pr...

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1m read

DEV Community • 2026-08-02 12:11

Começando minha jornada em Dados e Tecnologia

Olá, comunidade DEV! Meu nome é Beth Rodrigues e este é o meu primeiro post por aqui. Durante muito tempo, minha relação com tecnologia esteve ligada ao uso das ferramentas no dia a dia de trabalho. Planilhas, sistemas, relatórios e processos faziam parte da minha rotina, mas em algum momento comecei a enxergar algo diferente: por trás dos dados existiam histórias, oportunidades de melhoria e de...

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1m read

DEV Community • 2026-08-02 12:09

How i used MergerFS to connect a NFS to my local disk

Sooner or later, every self-hosted setup runs into the same wall: you need more storage, but you don't need a distributed storage cluster. Maybe you have a media server whose library keeps growing, or a backup target that's slowly filling up, or a homelab with three or four machines that each have some spare disk sitting idle. The obvious answers, Ceph, GlusterFS, or a full-blown SAN, are overkill...

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24m read

DEV Community • 2026-08-02 12:06

The Bug Class Where Your Code Is Correct, Your Tests Pass, and It Never Runs

Across one of our agents, the large majority of genuine defects - eight out of nine, when I went back and classified them - belonged to a single category. Not off-by-one, not a race, not a bad regex. The category is: the code was written correctly, it was tested correctly, and it never executed on the path that mattered. Every one of them looked healthy on a dashboard. Every one had passing unit...

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5m read

DEV Community • 2026-08-02 12:06

The Bug Class Where Your Code Is Correct, Your Tests Pass, and It Never Runs

Across one of our agents, the large majority of genuine defects - eight out of nine, when I went back and classified them - belonged to a single category. Not off-by-one, not a race, not a bad regex. The category is: the code was written correctly, it was tested correctly, and it never executed on the path that mattered. Every one of them looked healthy on a dashboard. Every one had passing unit...

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5m read

DEV Community • 2026-08-02 12:06

Picking a text-to-image API for marketing posters and social ads: style control, upscale

Bottom line: rank a text-to-image API by prompt adherence and style control first, output resolution second, and treat upscale as an optional export step — OpenAI's images endpoint or Imagen on Vertex AI when the creative carries a lot of legible copy, Replicate or Amazon Bedrock when you want seeds and swappable checkpoints, and a multi-vendor gateway when you'd rather hold one account than four ...

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8m read

DEV Community • 2026-08-02 12:05

Why AI Agents Need Database Triggers, Not Just Prompts

Why AI Agents Need Database Triggers, Not Just Prompts When a fact changes, prompting the LLM to 'forget' it is unreliable. Instead, use database triggers to automatically close temporal boundaries (valid_to = NOW()) on superseded facts. Let the DB handle state coherence.

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1m read

DEV Community • 2026-08-02 12:05

The 'Agentic' Trend is Masking a Deep Infrastructure Problem

The 'Agentic' Trend is Masking a Deep Infrastructure Problem Most frameworks treat agents as black boxes. But if you look closely, the state management layer is usually just a flat RAG implementation. This causes catastrophic context drift in long-term tasks. We need bi-temporal architectures at the storage layer.

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1m read

Google ADK: Architecture and Essential Components

DEV Community • 2026-08-02 12:04

Google ADK: Architecture and Essential Components

Nota: ✋ This post was originally published on my blog wiki-cloud.co Introduction The development of artificial intelligence solutions is evolving from traditional conversational assistants to systems capable of reasoning, using tools, querying information, executing processes, and collaborating with other agents. In this context, Google Agent Development Kit (ADK) provides a framewo...

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11m read

You Bought the Machine. Now Build the Software Factory.

DEV Community • 2026-08-02 12:03

You Bought the Machine. Now Build the Software Factory.

// follow-up post from ... AI Makes Bad Developers Faster Too Lars Moelleken Lars Moelleken ...

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7m read

DEV Community • 2026-08-02 12:02

Portable Context Does Not Mean Portable Runtimes

Portable Context Does Not Mean Portable Runtimes A portable agent project should not pretend every machine can run the same AI CLI. That is the distinction APC and APX get right when used together. APC is the portable context layer. It keeps the project contract in the repository: AGENTS.md, .apc/agents, .apc/project.json, skills, commands, and MCP hints. Clone the repo somewhere else...

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3m read

Hacker News: Front Page • 2026-08-02 12:01

An internal OpenAI Astra model solved 10 major open math and CS problems

Article URL: https://twitter.com/polynoamial/status/2083467194663571701 Comments URL: https://news.ycombinator.com/item?id=49143688 Points: 9 # Comments: 0

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1m read

DEV Community • 2026-08-02 12:01

Top AI Papers on Hugging Face - 2026-08-02

10 paper AI nổi bật nhất trên Hugging Face hôm nay: từ AI đọc hóa học, agent thao tác GUI, đến “BM25 vẫn thắng” trong RAG Hôm nay, danh sách paper được upvote cao nhất trên Hugging Face cho thấy một bức tranh khá thú vị của nghiên cứu AI hiện tại: agent thực thi tác vụ thật, memory dài hạn, video generation có tính vật lý hơn, và cả những kết luận “ngược sóng” như BM25 vẫn cực mạnh ở qu...

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12m read