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Local Models vs Cloud Models — The AI Advantage Is Moving From Access to Infrastructure Core thesis AI is no longer new. The question isn't "Are you using AI?" It's: "How much of your work has AI already taken over—and how much more could it?" People are shipping products every day that, a year ago, would have required a developer, designer, copywriter, researcher, and weeks or months of work. An indie developer can now go from idea → product → launch → first ...

Ask how much memory it takes to fine-tune a 7B model and the instinct is "the model's 14 GB in fp16, so a bit more than that". The real figure is about 112 GB, before you've stored a single activation. The model is 14 GB of it. Once you see where the other 98 GB goes, LoRA and QLoRA stop looking like clever tricks and start looking obvious. Where the memory actually goes The accounting comes from the ZeRO paper, and it's worth reading in their words: In total, this result...

What the WordPress 4.7.0 to 7.1.1 file inclusion bug teaches about patch windows WordPress 7.1.2 was released on 22 September 2026 to fix a remote file inclusion flaw tracked as CVE-2026-87902. The interesting part of this event is not the vulnerability class. It is the timeline. Attack attempts were observed within hours of the patch, and the fix was back-ported to every maintained branch going back to 4.7 [1][2]. According to the project advisory summarized in security reporting, an unaut...

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Article URL: https://yuka.dev/blog-2026-10-02-linux-m4.html Comments URL: https://news.ycombinator.com/item?id=49933869 Points: 148 # Comments: 64

Article URL: https://nautil.us/theres-a-new-sea-spider-in-town-1285470 Comments URL: https://news.ycombinator.com/item?id=49936398 Points: 5 # Comments: 0

Article URL: https://gadgets.muse.ai Comments URL: https://news.ycombinator.com/item?id=49937504 Points: 155 # Comments: 73

Article URL: https://developer.apple.com/news/?id=p6zjojqw Comments URL: https://news.ycombinator.com/item?id=49937631 Points: 147 # Comments: 88

Hi there :-) New on HN, first time posting. Past year, around December, I started experimenting with making ChatGPT and Claude generate source code in LDraw language. This LDraw is literally an "assembly" language, a low-level programming language that describes how to assemble LEGO pieces together into models, one placement instruction at a time. When executed by specific tools, like e.g. LDView, LeoCAD, Studio... these instructions become LEGO CAD models, that can be interacted with, modified,...

Article URL: https://blog.sshh.io/p/the-harness-is-the-company Comments URL: https://news.ycombinator.com/item?id=49938616 Points: 117 # Comments: 85

Article URL: https://www.breakthroughjournal.org/p/things-that-apparently-cause-cancer Comments URL: https://news.ycombinator.com/item?id=49940219 Points: 122 # Comments: 51

Article URL: http://whereistheplanet.com Comments URL: https://news.ycombinator.com/item?id=49940233 Points: 16 # Comments: 0

Article URL: https://www.newgrounds.com/ Comments URL: https://news.ycombinator.com/item?id=49940394 Points: 75 # Comments: 15

Article URL: https://www.ntsb.gov/investigations/Documents/DCA26MA352%20Prelim.pdf Comments URL: https://news.ycombinator.com/item?id=49940467 Points: 24 # Comments: 9

On-device speech recognition turned "dizzy" into डीसी for my Hindi-speaking mother. The one-flag fix, a crashing OnePlus, and a reject button.

How to Query Data the Professional Way in SQL Server: A Performance-First Guide for Beginners

Learn everything you need to know about Apache via these 52 free HackerNoon blog posts.

Dish-owned Sling TV will no longer be offering its Sling Pass feature that allowed people to buy a single day of cable TV programming at a time, as reported by The Desk. The feature was announced last year and offered a day pass, a weekend pass, and a week-long pass option to be able to […]

Apple will add new limits for "full disk access" on Mac in response to risks posed by AI agents, as reported earlier by TechCrunch. In an update on Friday, Apple says it's rolling out new controls to "ensure that users who genuinely wish to grant an app this extraordinary level of access can only do […]

Many of Netflix's biggest critically acclaimed hits have been the products of its multiyear production deals with noted directors like David Fincher and Shawn Levy. In the past few weeks, though, the streamer has brought some of those partnerships to an end in a way that feels indicative of a larger strategic shift. With rival […]

Meta now lets you make your own Muse gadgets that feature the company's new AI agent with code that the company open sourced. The company suggests projects like loading Muse on a color E Ink display to show reminders, adding it to an HDMI stick so you can display Muse on a big screen, or […]

Sean Parker, who once taught the music industry what asking for forgiveness looks like, is now back with the labels' blessing and money.

Here's the joke nobody's laughing at yet: we spent a decade building SIEMs and EDRs to watch what humans do on endpoints, and we just handed a new class of non-human actor commit access, shell access, and package manager access without blinking. Context An AI coding agent (Claude Code, Codex, whatever your team has wired into CI or your local dev box) isn't a chatbot anymore. It reads files, runs commands, installs dependencies, opens PRs. That's a real attack surface, and it's a...

The Telstra outage of July 8, 2026 started with a routine repair. At 02:50 an engineer in Melbourne powered a timing chassis back on, and by breakfast Australia's biggest mobile network agreed it was November 2006. Nearly nine million customers lost calls, texts or data. The external investigation Telstra published on September 2 traces it to one GPS card and an NTP server design that let every other clock agree with it. If you run anything that trusts a clock, which is everything, this is the...

Language models stop learning on their training cutoff date. An agent that has to answer "what changed in this library last week?" or "what does this vendor charge today?" needs a tool that can search the live web and read the pages it finds. The Model Context Protocol (MCP) is the standard way to give it one. This guide connects an MCP client (Claude Desktop, Cursor, Claude Code, or anything else that speaks MCP) to AgentSearch web search and URL extraction. It takes about five minutes. ...

Yes, the title is correct. This is really what happened to me, and today I'm going to write about this unusual experience and how my career as a software engineer led me to this simple solution. 1. Preface & Context A few years ago - December 2022, to be more precise - I called a cab using a transportation service like Uber. It was around 10:00 p.m., not too early and not too late. Maybe it was because of the season, but getting a confirmation from the app was taking it's tim...

Most "cheapest search API" posts compare monthly plans, but agents are billed per call. This post compares the published per-call prices of web search and extraction APIs that developers use with AI agents. How we did this. We checked every price on October 2, 2026 on the vendor's own public pricing page, linked in each row. We only list a per-call price where the vendor states one. Plan-only and token-based pricing gets its own section, with the arithmetic shown. We don't compare resul...

The Paradox of AI in Software Development: Efficiency at the Cost of Quality Mechanisms Driving Software Quality Decline 1. AI-Driven Automated Code Generation Processes Impact: Increased frequency of bugs and issues in AI-generated code. Internal Process: AI tools generate code based on patterns and training data, often lacking context-specific nuances. This leads to syntactically correct but logically flawed code. Observable Effect: Higher bug density ...

Zero points, zero comments on HN, and yet this is probably a more honest signal of where cloud attacks are heading than half the AI security keynotes you'll sit through this year. Context Let's place this where it actually belongs. Ransomware crews automating their kill chains is not new. What's changed over the last decade is the target moved from on-prem file servers to cloud tenants, and the tooling moved from static scripts to something that can make decisions mid-attack. Jad...

Introduction: Reviving Doom in the Browser Recreating Doom entirely in JavaScript without relying on WebAssembly (WASM) is a bold technical endeavor. This project, built with a custom 3D engine , pushes the boundaries of what’s possible in browser-based gaming. By avoiding WASM, the developer sacrifices potential performance gains but maintains a pure JavaScript codebase, which simplifies debugging and cross-platform compatibility. However, this decision introduces a critical trade-of...