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HackerNoon • 2026-04-16 09:46

Stables CEO: Asia Drives 60% of Global Stablecoin Flows and Has Zero Licensed Orchestration Platform

Stablecoins have moved from crypto native curiosity to serious financial infrastructure and nowhere is that shift more consequential than Asia, where dollar-denominated settlement sits at the intersection of regulatory complexity, booming Web3 adoption, and chronically underserved developer tooling.  \ Stables is betting it can own that infrastructure layer. I sat down with Bernardo Bilot...

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13m read
DEV Community • 2026-04-16 09:43

Why AI assistants forget everything , and how I fixed it in .NET

I was building an AI chat assistant in Blazor. It worked fine. But every new conversation started from scratch. The user would say "I'm a software engineer who loves C#" and the assistant would respond warmly , then forget it completely the next time they opened the app. That's not a memory problem. That's just a chat window. I wanted something better. Something that actually remembers the user ...

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3m read
DEV Community • 2026-04-16 09:43

Building a CS2 case simulator with live market data and ROI

When you have a problem, you usually want to build something to solve it, right? Well, that’s exactly what happened to me when I was looking to enjoy my "passion" for csgo case opening, but for free. First, for anyone who doesn’t know what CS2 case opening is: Counter-Strike 2 (one of Valve's most popular games) has a loot box system where you pay real money for keys (~$2.50) to open a digital ca...

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3m read
DEV Community • 2026-04-16 09:42

How we built a deterministic AI classifier on top of a non-deterministic LLM

Hook We needed to classify AI systems under the EU AI Act — a legal framework where the same input must always produce the same output. We were using Claude as the backbone. Claude is a language model. Language models are probabilistic by design. That's the problem. Here's how we solved it without giving up LLM capability. Context We're building Complyance, a compliance ...

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6m read
DEV Community • 2026-04-16 09:42

Modeling a domain with Ontologic Part 1: The Librarian’s Problems

This is the first article in a hands-on series about shaping a real-world kind of problem into code using Ontologic. Each article focuses on one main idea and points to the library-examples repo so you can read, run, and change the code yourself. In this article we stay close to the problem: a small library moving off a paper register. We derive use cases and rules in plain language, spot Book an...

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10m read
Product Hunt — The best new products, every day • 2026-04-16 09:41

Form Dump

A form backend for AI Agents (and Humans) Discussion | Link

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1m read
Hacker News: Front Page • 2026-04-16 09:40

SDL bans AI-written commits

Article URL: https://github.com/libsdl-org/SDL/issues/15350 Comments URL: https://news.ycombinator.com/item?id=47790791 Points: 17 # Comments: 11

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1m read
Product Hunt — The best new products, every day • 2026-04-16 09:36

CalendarPipe

Programmable calendar sync for humans and AI agents Discussion | Link

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1m read
Using Suspense in NextJs
DEV Community • 2026-04-16 09:34

Using Suspense in NextJs

Before we move to the new model of caching (cache components), I want to take a look at how <Suspense> interacts with static and dynamic rendering in the not partial prerendering model. static vs dynamic rendering Quick reminder: dynamic rendering happens when a route contains at least one of the following elements: cookies function headers function connection function (more...

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7m read
DEV Community • 2026-04-16 09:30

AI Doesn’t Think — It Reflects What We’ve Already Put Online

There’s a common assumption that modern AI systems are inherently “intelligent,” as though they possess independent reasoning or original thought. In reality, their capabilities are tightly bounded by the data they are trained on. A more accurate framing is this: AI systems are statistical models that learn patterns from large-scale datasets—much of which comes directly or indirectly from the inte...

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3m read
Newest questions tagged reactjs - Stack Overflow • 2026-04-16 09:30

First-comer user guiding modal system

In most websites, when the user enters for the first time, they have a guiding session or to be precise a modal that jumps from one place to another and shows the user how they can use the website. I also wanted to implement such feature but I don't know the most effective or best way to do so. Can anyone help with suggestions? Thank you

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1m read
DEV Community • 2026-04-16 09:27

Router cache and request memoization

We've covered full route cache, data cache and revalidation. Next, we look into router cache and request memoization. Router cache Router cache is client side cache, it lives in the browser's memory and consists of rsc payload. The goal of router cache is instantaneous navigation between pages. It does that by caching already visited pages and by prefetching pages that we might visit (...

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8m read
DEV Community • 2026-04-16 09:27

Why I Modelled My LLM Pipeline as a DAG Instead of a Chain — and What I Found Out

The problem with chains in production Every major Python LLM framework gives you the same primitive: a chain. LangChain's LCEL. LlamaIndex's pipeline. Haystack's components. They all model your pipeline as a linear sequence of steps — input flows through A, then B, then C, output comes out the end. For a hello-world RAG demo, that's fine. For a production system, you hit the wall fast...

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2m read
DEV Community • 2026-04-16 09:27

Incremental Static Regeneration (ISR)

We talked about incremental static regeneration before, it's when a statically rendered route is updated without having to rebuild it. It updates, server-side at request time. But that is just updating existing routes. ISR has an extra trick. You can also add new routes to the full route cache. An example It's best explained using an example. Note: the examples are available on github....

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8m read
DEV Community • 2026-04-16 09:27

What Every AI Coding Tool Gets Wrong (And What to Do About It)

Part 3 of the AI Coding Tools Deep Dive. Parts 1 and 2 covered every tool and how to run them free. This one asks the question nobody's asking. I've now tested or researched 30+ AI coding tools. They're all good. Some are great. But they all share the same blind spot. The Blind Spot Pick any tool from Parts 1 and 2. Ask it a simple question: "Is the AI getting better at helping me?...

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4m read
revalidateTag & updateTag In NextJs
DEV Community • 2026-04-16 09:26

revalidateTag & updateTag In NextJs

We've been covering on-demand revalidation. Three functions allow you to revalidate on demand: revalidatePath revalidateTag updateTag In the previous chapter, we took a look at revalidatePath. In this chapter we cover the other two: revalidateTag allows you to invalidate cached data on-demand for a specific cache tag. updateTag allows you to update cached data on-demand for a specific cache...

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8m read
On demand revalidation in Nextjs
DEV Community • 2026-04-16 09:25

On demand revalidation in Nextjs

Revalidation is about updating stale cache. Three functions can trigger revalidation on demand: revalidatePath revalidateTag updateTag These only work server-side: In a route handler (route.ts): e.g. called by a CMS webhook. In a server action: after a user event like a form submit or clicking a refresh button. RevalidatePath revalidatePath invalidates cached data for a specific...

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10m read
Time based revalidation in Next
DEV Community • 2026-04-16 09:24

Time based revalidation in Next

In time based revalidation, an expiry date is added to cache entries. However, when a cache entry expires (becomes stale) it does not update automatically. There are no server agents or CRON jobs that scan for expired cache entries to update them. Compare this to an expired carton of milk in your fridge. The fact that it expired does not remove it from your fridge. There is no leprechaun doing it...

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14m read
DEV Community • 2026-04-16 09:24

We Built a Free Website Health Scanner. Here's What It Finds on Most Sites

Your site is up. But is it healthy? We just shipped a free website health scanner at getsitewatch.com/scan. No signup. No email. Just paste a URL and get a full report in about 20 seconds. We built it because we kept running into the same problem: developers and site owners had no quick way to check if their site was actually working — beyond just loading the page in a browser and eyeballing i...

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6m read
DEV Community • 2026-04-16 09:23

Revalidating cache in NextJs: intro

We've covered 2 caches: data cache and full route cache. In most cases, these need to be updated periodically or at specific intervals. That is what revalidation does: it let's you update the fetch results - data cache - or the statically prerendered routes - full route cache. Note that there are 4 combinations here: data cache no data cache Dynamic render data revalidation no revalidatio...

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2m read
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