React 19, useActionState로 폼 기반 AI 기능 구현: 프레임워크 복잡성 없이 점진적 향상 구축
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1946 posts from this source
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Day 48 of building GoDavaii, and the toughest problem isn't the sheer volume of allopathic medicines or the complexity of their interactions. It's the invisible...
If you're building or integrating Automated Test Equipment for aerospace or defence electronics, the technical requirements go well beyond 'does the test pass.'...
Six months ago, I sat down with a YouTube playlist, a blank notebook, and one goal: learn Python. What I did not expect was how hard it would be, not the Python...
In the previous article, we explored how to build our first CRUD API using FastAPI. While our API worked correctly, there was one major problem. We were storing...
Why retrieval-augmented generation has become the foundational pattern for building useful AI — and how it actually works. Large language models are impressive....
A blind test across 240 images and 10 professional designers just dropped. Ideogram 4.0 against Gemini 3.1, Grok Imagine, and FLUX.2 Max. The results are clean....
Ideogram 4.0 launched this week and within 48 hours it was available on seven platforms. That is unusual. Most model launches trickle onto one or two platforms...
While preparing for interviews, I realized I had a strange habit. I would solve a problem, get stuck, open the solution, understand it, and move on feeling prod...
AI Does Not Cancel Reality I watched the conversation between Mo Gawdat and Marina Mogilko about the future of AI. The conversation is strong. It contains impor...
After 10+ years of rebuilding the same components, I finally packaged them. Every e-commerce project I've worked on — at Fidelity Investments, OCBC Bank, Mondi...
We've generated over 100,000 automated replies on X through HelperX. Not generic 'great post!' messages — contextual, varied responses that read the original tw...
After this article you'll have a GitHub Actions workflow that triages every new issue with Claude, a nightly job that rewrites your stale changelog from real co...
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If you've used RxJS for any meaningful amount of time, you've probably encountered scan. Maybe you've seen code like this: interval1000 .pipe scan count => coun...
'We rolled out AI and saw no results' and 'AI made our development dramatically faster' are being said in the same year, often inside the same company. Where do...
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A few months ago I spent the better part of a day chasing a bug that turned out not to be a bug at all. A downstream dashboard showed revenue had jumped 30% ove...
If your AI agent can browse the web, every page is now part of your prompt surface. That sounds useful until the agent reads a cookie banner, a hidden instructi...
A few days ago, someone left a comment on one of my open source projects. They'd tried my CLI tool — a 3D print quality inspector called Printsight — and found...
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You spend on ads every month. You're getting clicks. But asked 'which ads actually drove sales?', you can't answer clearly. That happens at a lot of online stor...
In 2017 I was maintaining a Node.js ecommerce server when a new project landed on my desk — an IoT platform for vehicle tracking devices. Thousands of devices,...
This is a submission for the GitHub Finish-Up-A-Thon Challengehttps://dev.to/challenges/github-2026-05-21 Note: AI is currently a Hot Topic in the developer spa...
Prepare Docker Image at ECR If you don't have an image at ECR, please check this article and get it. Push Docker image to AWS ECR AWS Elastic Container Service...
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If you are importing hundreds of products, a blank Product Category field in the Shopify CSV upload preview can make the whole file look broken. The preview is...
Last weekend I built a thing. A store selling digital products for creators. A dark-themed Flask app hooked up to Stripe, running on a $4 DigitalOcean VPS behin...
I Benchmarked Lynkr Against LiteLLM on the Same Backends. Lynkr Was Cheaper for Tool-Heavy Workloads Founder disclosure: I built Lynkr, so take this as a techni...
Every weekday, we averaged 10 groups. Same karaoke bar. Same staff. Same songs. For a long time, I just accepted that gap as 'normal.' Weekends are busier. That...
I run a transparent OPNsense bridgehttps://docs.opnsense.org/manual/other-interfaces.htmlbridge between a UniFi Dream Machine Pro and the rest of my LAN. It is...
A few years ago I built an electronic search warrant system for a state law enforcement agency. Paper process, courthouse logistics, hours of waiting -- we turn...
If you ship technical posts on Zenn, you already know the pain: the dashboard shows pageviews, but there is no public stats endpoint and no export button. After...
PostgreSQL Error 2201E: Invalid Argument for Logarithm PostgreSQL error 2201E invalid_argument_for_logarithm is thrown when a logarithmic function — LN, LOG, or...
OpenAI putting Codex and frontier models on AWS is easy to read as a distribution story. One more cloud. One more enterprise channel. One more place where procu...
ORA-00289: Archive Log Destination – Causes, Fixes & Prevention ORA-00289 is an informational/warning message from Oracle indicating a suggested or problematic...
The Confirmation Bias of the Discovery Call Every developer has been there. You have an idea for a new SaaS tool or developer utility. You spend two weeks runni...
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Email is one of those things that's genuinely hard to test. It goes out through an SMTP server, lands in a real inbox, and you have no programmatic way to check...
Philosophy doesn't mean much without execution. If I’m going to advocate for data sovereignty and owning your data, I need to show you exactly what my architect...
Most of us don’t really own our digital lives. Our photos live in cloud libraries. Our documents sit in someone else’s storage systems. Our passwords are manage...
I added a tiny test page to confirm my error monitoring was capturing frontend crashes. A title, a paragraph, one red button that throws an error on click. The...
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I and I imagine a lot of other folks, don't believe the future of work should be a smaller group of executives commanding a larger system of people and machines...
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