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Product Hunt — The best new products, every day • 2026-08-14 01:28

ChordViz

Build your own music visualizer for MIDI & audio Discussion | Link

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DEV Community • 2026-08-14 01:28

Quantified Self 2.0: Stop Drowning in Health Data Silos! Build a Unified Pipeline with Apache Hop 🚀

We live in the era of the Quantified Self. Between our Apple Watches, Garmin bike computers, and MyFitnessPal logs, we are generating gigabytes of personal health metrics. But here is the problem: Your data is trapped in silos. If you've ever tried to correlate your Garmin recovery heart rate with your MyFitnessPal macronutrient intake, you know the "export to CSV" struggle is real. In this guid...

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DEV Community • 2026-08-14 01:20

Your AI did not change the metric. Your business did.

Ask an AI assistant for MRR today and again next quarter. The SQL can be valid both times while the answers use different definitions. Finance may have changed which plans count, how credits are handled, when cancellation becomes effective, or which exchange rate applies. If the assistant returns only a number and a query, that semantic change disappears inside a plausible answer. A production...

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DEV Community • 2026-08-14 01:15

Sesi modelden geri almak: karakter videolarında telaffuzu deterministik yapmak (Bölüm 3)

Bölüm 2'de karakter videosu hattını kurduğumuzu ama bir duvara çarptığımızı yazmıştım: video üreten servis konuşmayı da kendisi sentezliyordu ve Türkçeyi güvenilmez okuyordu. Aynı konu için altı klip çöpe gitti. Bu bölüm o duvarı nasıl yıktığımızın hikâyesi. Kısa cevap: sesi modelden geri aldık. Sorun tam olarak neydi Görsel taraf iyiydi. Karakter tutarlıydı, ışık güzeldi, kamera harek...

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DEV Community • 2026-08-14 01:05

Before You Trust That AI Diff, Replay Real Requests Against It

The hardest regressions from AI-suggested changes are the ones every unit test green-lighted. A patch can pass compile, pass the function suite, and still break on the sixth request in a burst because it assumes the items array is never empty. Static review catches style and obvious logic errors. It does not see the request pattern your service actually receives on a Wednesday morning. A common n...

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DEV Community • 2026-08-14 01:00

Read-Only Test Checklist Generation: A Free-Model Workflow That Fails Closed

Teams spend a lot of time choosing what to test after a change. Automated suites answer one question—does the current code satisfy these assertions?—but a manual smoke checklist needs a different input: given this code change, what is cheap to verify by hand before shipping? If you rebuild that list from memory, you miss changes. If you ask a code generator to write or fix tests, you hand over too...

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/r/ReactJS - The Front Page of React • 2026-08-14 01:00

Android mobile code editting apps for React. (Is Acode recommended?)

Mobile will not be my main editting tool, I'm just looking for an app where I can edit small things and check my code when I'm out without my laptop. Do you guys know some android apps that can run React? submitted by /u/Extra-Feature-8963 [link] [comments]

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DEV Community • 2026-08-14 00:59

Free AI Endpoints Are Unreliable Dependencies. Test Them Like One.

Most glue code around a free AI endpoint fails for a very boring reason: the request returned a 200, but the body was not what the downstream code expected. A quota hit can truncate JSON. A proxy restart can return an HTML error page with the same status. A model can send valid JSON that is missing the one field your code reads. If you are using MonkeyCode's free model access, this is still true....

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DEV Community • 2026-08-14 00:55

Before Building a Business Website in Taiwan: 9 Questions Developers Should Ask

I operate a platform that helps founders work through the practical steps of starting and running a business in Taiwan. One pattern appears repeatedly: a founder asks for a website before the underlying operating decisions are clear. For developers and web designers, this creates avoidable rework. The domain, contact details, invoicing flow, legal pages, content ownership, and even the site archi...

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DEV Community • 2026-08-14 00:55

Why AI-Generated Migrations Need a Different Gate Than Code Patches

Most patch reviews ask: does this change behave the way we intended? A migration review has to answer a harder question: what does this change make impossible to undo? A code change can usually be reverted by applying the old diff again. A migration that drops a column, truncates a table, or rewrites data may make the previous state unrecoverable even if the commit is reverted. That asymmetry is ...

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DEV Community • 2026-08-14 00:46

I filled my agent's wiki with contradictions. It never gave a wrong answer.

There's a comfortable assumption behind a lot of "agent + knowledge base" work: garbage in, garbage out. Feed an agent a messy, stale, duplicate-ridden wiki and it'll confidently tell users the wrong thing. So we invest in dedup, freshness, clean ingestion — to stop the agent from hallucinating. I built a small testbed to measure that assumption, and it's wrong. Or rather: it's wrong about how ba...

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DEV Community • 2026-08-14 00:38

They Matched The Slogan. The Decision Lived In The Undefined Word

Part two of: OpenAI Says Verified Defenders Get More Access. I'm Going to Test That. Part I started because I got refused. Not in a dramatic way. I was doing authorized defensive work, and the model wouldn't follow me into it. Twice, across two providers. The question I actually asked — the one that turned into a research lane — wasn't why did this happen to me. It was narrower and more annoying...

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DEV Community • 2026-08-14 00:36

[Python/JS/C#] Block Engine v2.2.0: Run Python, Node.js, Lua & PHP in a single document with zero-config state pipeline

Hi everyone, I want to share Block Engine v2.2.0, an open-source polyglot multi-runtime execution engine designed to eliminate the friction of combining multiple programming languages in software development. 💡 Why Block Engine? Modern applications often leverage different languages for their unique strengths: Python for machine learning, data science, and analytics. Node.js for a...

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DEV Community • 2026-08-14 00:33

Snoring Secrets: Fine-Tuning Whisper-v3 to Identify Sleep Apnea Events Like a Pro

Have you ever wondered if that loud snoring is just a nuisance or a genuine health red flag? Sleep Apnea detection is traditionally done in uncomfortable sleep labs, but with the rise of AI-powered sleep monitoring, we can now turn a simple smartphone recording into a diagnostic-grade insight tool. In this tutorial, we are diving deep into Whisper-v3 audio processing, leveraging machine learning...

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DEV Community • 2026-08-14 00:27

loveyourclanker.org

I created an open web resource for Software Engineers. https://loveyourclanker.org/ It highlights different patterns we can consciously choose use when interacting with our AI Coding tools (a.k.a 'Agents'... a.k.a 'Clankers') to stay in control, maintain quality and sensibly increase efficiency. I was prompted to do this (no pun intended) by observing some pretty alarming signals coming from ...

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Cascading Style Sheets • 2026-08-14 00:23

I made a CSS grid demo + a reformatted version of the OLD CSS tricks article

I thought of adding "showcase" but I'm hoping this will be a useful resource for anyone who wants to learn CSS grids and/or need to figure out the CSS for a specific layout (that’s how I use it 😛). I don't know about you, but I really don't like the "updated version" of the CSS tricks article about CSS grid. The original one was great… A clear example of "don't fix what is...

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DEV Community • 2026-08-14 00:15

Moving Scheduled LLM Curation from Cloud APIs to Local Models

Scheduled LLM curation is the least glamorous agent workload you run. A cron job wakes up at 3am, reads a pile of memory, asks a model to dedupe it, summarize it, re-rank it, and writes the result back. Nobody is watching. There's no chat window, no streaming tokens, no human to click a button. It just has to work, quietly, every night. That "nobody is watching" part is exactly what makes the clo...

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Hacker News: Front Page • 2026-08-14 00:14

Bluesky Protocol Services

Article URL: https://atproto.com/blog/introducing-bluesky-protocol-services Comments URL: https://news.ycombinator.com/item?id=49293324 Points: 4 # Comments: 0

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𝚓𝚊𝚟𝚊𝚜𝚌𝚛𝚒𝚙𝚝 • 2026-08-14 00:13

Your Modules Are Lying to You

import and require are not interchangeable. Live bindings, copied values, circular dependencies, separate caches, conditional exports, and dual-package hazards can all make modules behave differently from what the syntax suggests. submitted by /u/OtherwisePush6424 [link] [comments]

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DEV Community • 2026-08-14 00:12

A Floor Beneath Every Person: Design Choices in the First Social Resource Floor Blueprint

TL;DR — I've been building the Social Resource Floor: an open blueprint for coordinating one person's access to basic survival resources — food, housing, energy, healthcare, and more — across many independent providers, so that reaching those resources is grounded in being human rather than in financial access. The first blueprint version is now complete: language-neutral schemas, prose specificat...

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