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Isolyne replaces scattered styling decisions with centralized React Native tokens for color, elevation, spacing, typography, radius, motion, and interaction. The same primitives also keep its core interface and RevenueCat paywall visually consistent.

AI agents helped audit a Unity game for Google Play, then introduced five subtler errors through fabrication, amplification, and compression.

AURADUEL's camera went black on my iPhone in three ways. The evidence, the two fixes that failed, and the rule that worked: one video element per stream.

California Gov. Gavin Newsom has signed seven bills designed to prevent AI data centers from passing utility costs onto residents, as reported earlier by the Los Angeles Times. The package of laws requires the California Public Utilities Commission to introduce a new rate classification for data centers while forcing them to pay for upgrades to […]

Amazon plans to spend $20 million on water conservation projects along the Colorado River, a crucial but dwindling water supply for 40 million people in the Western US. The initiative comes as Amazon and other tech companies face mounting scrutiny over how much water their data centers use. Amazon has a goal of becoming water […]

Hundreds of flights were cancelled or delayed on Monday after construction crews in New Jersey accidentally cut a Verizon fiber cable used for air traffic control. FAA Administrator Bryan Bedford said that a circuit failure led to the discovery of the severed fiber cable, ABC News reports. The outage hammered airports across the Northeast, causing […]

The group won't be given leeway to slow down or redirect OpenAI's ongoing mathematical research.

Apple Store architect Ron Johnson says Apple's secret sauce has always been its people.

Almost any implementation feels smooth when the JSON is small. The real challenge starts with large data: a real API response may contain deeply nested objects, long arrays, and many repeated structures. At that point, simply panning the canvas, editing one field, or switching between two documents can freeze the page. While building Treease to work with 50 MB documents, I made a series of optimizations. This article collects the lessons behind them. It focuses on what to compute, read, an...

This is the fourth entry in A Field Guide to GTK Widgets — a series about which widget to reach for, when, and what bites you when you do. The previous post got a list on screen with a factory it deliberately didn't explain. This one explains it. The complete, runnable code lives in the companion repo . Where we left off The list-mindset post got a GtkListView on screen with just enough factory code to prove the model-driven approach worked, and it said so directly: s...

The Imperative of Selective Patching in a Zero-Day Landscape The ideal state of cybersecurity is one where every vulnerability is identified, assessed, and patched within hours of discovery. In this theoretical perfect world, the attack surface remains static and minimal. However, reality presents a far more complex picture for security practitioners. The sheer volume of vulnerabilities disclosed daily, combined with resource constraints, legacy system dependencies, and the risk of patch-ind...

Summary Field Value CVE ID CVE-2026-17633 CVSS 8.5 (HIGH) CWE CWE-94 (Improper Control of Generation of Code) Affected Langflow OSS 1.0.0 – 1.10.3 Preconditions Any authenticated user + LANGFLOW_ALLOW_CUSTOM_COMPONENTS=true Vulnerable endpoint POST /api/v1/custom_component Langflow is an open-source low-code platform for building LLM applications and agent workflows visually. One of its features, Custom Components ,...

Every developer’s Downloads folder eventually becomes a chaotic digital landfill. Screenshots, random PDF receipts, compressed archives, test datasets, and CLI binaries pile up until finding anything becomes a chore. Like most engineers, I initially relied on ad-hoc Bash one-liners. But quick scripts have major flaws: They fail silently or overwrite files when file names collide. One wrong flag or typo can accidentally move or delete critical files. There is no rollback mechanism i...

I like the writing editor on dev.to. I use it to just get some thoughts out and one shot into the Internet ether. As I look around the site however - I can't help but notice that 99% of everything people post on here is straight out of an LLM. We see you. It's very obvious. No one talks (or even writes) like that. Also - no one is reading your 10 page post. If you can't say it in 3 to 4 paragraphs - maybe you need to rethink your idea. Ain't nobody got time for that.

Over time, every workstation accumulates duplicate files: duplicated photo backups, repeated downloads of large zip archives, cloned repositories, and redundant ISOs. They quietly eat gigabytes of expensive SSD storage. Most people write a simple script that reads all files and compares their hashes. But on large drives, that naive approach has two fatal problems: Performance bottleneck: Hashing thousands of files wastes CPU and disk I/O when 90% of files have unique sizes and can nev...

Google has expanded Gemini Notebook , formerly NotebookLM, with capabilities including notebook code execution and cross-ecosystem syncing. Those confirmed changes make the product's workspace and output-management experience more consequential for teams using notebooks to turn source material into reports and other generated outputs. However, Google has not publicly documented a dedicated update for reorganizing an artifacts tab, and there is no confirmed rollout timeline for that specific c...

Every developer encounters this awkward friction almost every week: You have an APK file, a configuration snippet, an invoice PDF, or a test video on your development machine, and you need to send it to your phone right now. What do most of us do? Email the file to ourselves. Send it over a Telegram "Saved Messages" chat. Upload it to Google Drive or Dropbox and wait for cloud syncing. All these methods upload your local files to external third-party cloud servers just to tra...

Every developer has had that split-second wave of cold panic: You type git commit -m "update config" && git push , and a second later you realize: "Wait... did I just push my .env file or hardcoded AWS secret key to a public GitHub repo?" Even if you delete the commit or force-push, git history scanners and malicious scrapers detect leaked credentials within seconds of hitting GitHub. Once an API key is leaked, it must be rotated immediately. To protect codebases before ...

When we published our earlier benchmarks for rekuiper (our Rust reimplementation of LF Edge eKuiper for edge gateways and IoT hubs), the numbers answered our first question: on five real-world MQTT workloads, memory stayed bounded between 5 and 10 MB while Go-based engines climbed to hundreds of megabytes or failed. In that test, rekuiper sustained 100,000 messages per second on a single pinned core . At offered 200,000 msg/s, however, it dropped packets or backlogged upstream. Say...

Hi everyone! This is Kaito Sato, an independent developer of IMFMSynth from Japan. I love FM synthesis. I grew up listening to everything from video game music to Ryuichi Sakamoto, and I have always been drawn to those sounds. Since this is my first post, I should probably share a few of my other interests too. I like cats, tea, fountain pens, cats, and cats! Now, back to the main subject. First, here is a short demo: Why I built this synth FM synthesis can so...

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Compare AI code review tools for Azure DevOps in 2026, including Qodo and GitHub Copilot, across Azure Repos, Pipelines, Server, and air-gapped deployments.

How we built a nightly LLM review pipeline across 14 companies—and learned why 91.67% accuracy still couldn’t explain a sudden market signal.

9/21/2026: Trending stories on Hackernoon today!

Discover the eight criteria organizations use to evaluate risk software. Learn what good solutions look like and essential questions to ask during procurement.

The jump to 2-bit LLM quantization isn't just about smaller integers. Explore the hardware-software boundary and why extreme compression requires co-design

101 real, linked projects built on Jev, TypeSafe AI's System One model — routers, guardrails, browser agents, SQL extensions — and what each one replaced.