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Generated music does not have to mean unpredictable music. When developers hear text-to-music today, they often think of generative AI. The workflow is familiar: Prompt ↓ AI Model ↓ Music It's a powerful approach when your goal is creativity, experimentation, or stylistic exploration. But what if your requirements are different? What if: The same input must produce the same output Results must be reproducible in CI/CD Generated music must be testab...

If you have ever launched Google Antigravity IDE only to be greeted by the dreaded "No Conversations Found" message in your history, or noticed that dozens of past AI chat sessions have vanished from your sidebar , you are not alone. Many developers assume their conversation data was permanently wiped out after: Updating or reinstalling the IDE (e.g. migrating between tarball, Ubuntu Snap, or Flatpak packages); Clearing editor caches or resetting application state; Extended peri...

What if application data could drive sound without your application owning an entire audio engine? Modern applications already use JSON to describe behaviour. Configuration User preferences Application state Notifications Workflow status Environment settings Feature flags That data typically controls things like: JSON ↓ UI JSON ↓ Feature Behaviour JSON ↓ API Configuration JSON ↓ Workflow Logic But JSON can also drive audio. With SoundScr...

I spent a morning connecting a session-recording tool to OneFindMe , the AliExpress product search engine I run in twelve languages, expecting to learn something about user behaviour. Instead it handed me a list of JavaScript errors, and every single one turned out to be a bug that had been in production for weeks while every check I had was green. That is the part worth writing down. Not the bugs — bugs are ordinary. The fact that my entire measurement apparatus was structurally incapable o...

What if your application generated sound from state instead of maintaining a WAV file for every possible variation? Games and interactive applications are full of events. A player collects an item. A mission completes. Health drops. A warning appears. A build succeeds. A device enters an error state. A message arrives. The traditional architecture is straightforward: Event ↓ Audio Asset ↓ Play And for many products, that's exactly the right solut...

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Feel free to tell what you plan on doing this weekend and even ask for help or feedback. Please keep in mind it’s more than OK to do nothing at all too!

A comment on a lobste.rs post about the tech culture stagnating made me think. 20-15 or even 10 years ago, tech was really exciting. Sure, monopolies were bad, I was fighting them, but tech by itself was very interesting. New versions of software were expected, we were skimming through changelogs to find novelties, installing beta or alpha versions of totally unknown projects. And I had lived that excitement since the 90’s. When you think about it, today feels really bleak in comparison: ...

Article URL: https://openjev.com/ Comments URL: https://news.ycombinator.com/item?id=49752041 Points: 158 # Comments: 87

Article URL: https://techcrunch.com/2026/09/17/microsoft-exec-called-ai-scraping-the-largest-theft-of-labor-in-human-history-new-unredacted-filings-reveal/ Comments URL: https://news.ycombinator.com/item?id=49752056 Points: 214 # Comments: 142

Article URL: https://medium.com/@istokovicsgyorgy79/google-illegally-retains-customer-data-and-i-am-taking-legal-action-against-them-7da0cf95941c Comments URL: https://news.ycombinator.com/item?id=49752279 Points: 35 # Comments: 4

Article URL: https://tokenstead.ai/guides/zcode-silent-git-history-upload Comments URL: https://news.ycombinator.com/item?id=49752422 Points: 59 # Comments: 14

Article URL: https://www.nytimes.com/2026/09/18/business/warren-buffett-berkshire-chairman.html Comments URL: https://news.ycombinator.com/item?id=49752614 Points: 23 # Comments: 7

Model Context Protocol (MCP) Servers: A Complete Guide to Building AI-Powered Integrations Author: Gupta Abhishek Premkumar Published: September 2026 Reading Time: 13 minutes Tags: AI, MCP, Model Context Protocol, LLM, Integration, Developer Tools Abstract As Large Language Models (LLMs) become integral to modern software development, the need for standardized communication protocols between AI assistants and external tools has never been greater. The Model C...

TL;DR . One rule: catch only the failures you can act on, and let everything else reach your crash tool untouched. Expected failures get a type, a true sentence and a count. Bugs are never caught, so they arrive in Sentry with the line they were actually thrown from. The code is public in bp-bloc, bp-riverpod and bp-mvvm. I have been writing Flutter since 2018 and web since 2002. The worst bugs I have shipped were not the ones that crashed. They were the ones nobody told me about. Users hit t...

Penetration Testing as a Service (PTaaS) delivers continuous, on-demand security testing through a subscription model, replacing the annual point-in-time pen test with ongoing vulnerability discovery, real-time reporting, and faster remediation cycles. The core benefits are cost predictability, continuous coverage, access to broader security expertise, and compliance support without the scheduling friction of traditional engagements. Annual penetration tests were designed for a threat envir...

To get the agent code, run npx @backtest-kit/cli --init --output my-project Previously I wrote about Why the Price Drops in a Single Candle . The cause of that phenomenon is a liquidation cascade. A liquidation cascade is not random price movement. The price drops below a certain level and the exchange forcibly closes positions — via market orders, selling everything at once without discrimination. The price drops fast and deep within one or two bars, after which there is no one left ...

R8 Is Not an Android App Protector: What Developers Should Know About XopProtector When developers search for Android app protection , the first recommendation they often see is R8. R8 is important, but there is a technical distinction that is easy to overlook: R8 is primarily an optimizer and obfuscator. It is not a complete Android APK protection system. If the goal is to protect an application against reverse engineering, DEX extraction, runtime instrumentation, native ana...

CVE-2026-76423: The Cisco ISE REST API Flaw That Hands Out Admin Without a Password Vulnerability overview Cisco published a set of security advisories on 16 September 2026 covering its Identity Services Engine (ISE) product line. The most severe item is CVE-2026-76423, an authentication bypass in the ISE REST API that carries a CVSS v3 base score of 10.0. Cisco's advisory states the root cause plainly: the REST API web service was exposed with insufficient authorization checks....

The screen stayed black. I had rebooted the laptop without really thinking about it. Just a normal restart. I was expecting the usual logo, a few seconds of waiting, then the desktop. Nothing happened. No logo. No error. No helpful message. Just a black screen. That was the point where I stopped treating it like a minor problem. This was not a spare machine or a test box. It was the laptop I actually used. My Linux setup was on it, Windows was on the same disk, and so were the fil...

The All-or-Nothing Rendering Bottleneck Server-Side Rendering (SSR) is hailed as the ultimate solution for frontend SEO and performance, but traditional SSR harbors a massive, hidden architectural bottleneck. In standard Next.js Page Router architecture (or traditional monolithic frameworks), SSR operates on an "All-or-Nothing" paradigm. Imagine an enterprise analytics dashboard. The header, navigation bar, and user profile take 50 milliseconds to fetch from the database. However, the comp...

A Tuesday review queue held three agent rewrites of the same reporting query, each formatted differently and each carrying a new bind value. The text diff looked noisy, the join graph looked unchanged, and the reviewer had twelve minutes before a freeze window. None of the candidates touched writes, yet one rewrite moved a date filter from orders.created_at onto a denormalized snapshot column. The real question was not which assistant drafted the SQL, but which regression gate should fail the ...

A support team reading reviews in five different languages just marked an angry customer as "satisfied." Not because anyone was careless. Because the word that flagged it — "super," "genial," "toll" — looked positive to whatever was scoring it. Sarcasm doesn't translate through a keyword, and a dissatisfied customer doesn't always spell it out directly either. So let's figure out how AI can actually help here — and whether running real models on real sentences gives us something we can tru...

TL;DR I created ocaml-kube , a Kubernetes client and controller library for OCaml, published on opam as kube . This post shows how to use it through three operator tutorials , following the familiar Kubebuilder workflow: scaffold a project, define an API, generate the CRD, implement reconciliation, and run it against a cluster. The library and Kubernetes support The kube.0.1.3 release used here supports Kubernetes 1.34, 1.35, 1.36, and 1.37 , with integration...

A free remote model can draft a patch. It cannot be the process that mutates my tree. I treat every remote run as a proposal. The proposal is a job receipt. If the receipt fails the schema, the job is over. No debate. No "just apply it this once." Unconstrained generation is easy to confuse with engineering. This week's feed is full of that argument. Models write code. That part is boring. The part that still fails is inspection. I want a gate I can run in CI. A receipt is that gate. ...

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