Your AI Benchmark Might Be Measuring the Harness, Not the Model
I nearly turned four software bugs into four model personalities This article was edited with AI assistance. The cases and data come from real batch runs in the Kai! AI Arena. Every claim is limited to the game rules, model versions, and experimental setup used at the...
The New Big Tech Playbook: Smaller Teams, Faster Products, More AI
For years, the blueprint for building a technology company seemed almost universal. Hire thousands of software engineers and builders, organize them into specialized departments, and scale by adding more people as the business grows.Artificial intelligence is...
How Android HCE Creates New Attack Surfaces for MIFARE DESFire
Mifare DESFire keycards are some of the most difficult keycards to clone. As such, they are used in access control, transit, closed loop payments, and many other sectors. Acquiring keys for DESFire cards has been borderline impossible thanks to its robust physical and...
AI Watermarks Are Here, But They Don’t Prove Who Wrote the Text
Within 48 hours at the turn of August, both major AI labs switched on watermarking. On July 31, OpenAI embedded SynthID marks into all GPT-Live voice output — one day before Article 50 of the EU AI Act came into force. From August 2, Anthropic began weaving an...
How AI Agents Can Migrate QA Test Cases With One Command
Hi! I’m Oleg, a QA Engineering Manager focused on test strategy, automation, and AI-assisted QA workflows.I lead one of the testing stacks at a large grocery retail company. We've been working through a series of experiments on where AI actually saves time in QA — not...
Flux.2 Klein 9B MatchingPose: A Guide to Identity-Preserving Pose Transfer
OverviewFlux.2-Klein-9B-MatchingPose is a LoRA adapter for FLUX.2 Klein 9B that transfers pose from a mannequin reference image onto a character while preserving the character's identity, face, and style. Created by nhathoangfoto, this model solves a critical problem...
I Built a Chiptune Synth in Pure x86-64 Assembly
No libc. No audio library. No sound card driver. Just the processor and 44,100 numbers a second. I didn't come from computers.My background is languages and translation — human grammar, the kind with conjugations and declensions.I started coding in October 2025, with...
Can NATS Replace Etcd? Building a Leaner K3s Stack
The Cost Trap of Multi-Node HA I see titles on YouTube like PgBouncer in 3 Minutes – The Lightweight Hero Every Dev Needs. The objection I have to this kind of wording is the lack of words like 'ops', 'sysadmin' or 'manged service'. Title's like this are of interest...
Why AI Agents Need Event-Driven Architecture
AI agents become fragile when they are connected in long synchronous chains. An event bus lets them work independently, wait for people and tools, recover after restarts, and place policy between a model's recommendation and a real action. Most AI agent demos fit...
What a Single uint32_t Teaches About C Types and Memory
Disclosure: I'm the author and maintainer of the open-source repo referenced in this piece. It's free, MIT-licensed, and I don't monetize it in any way. This piece was originally published on dev.to; this version has been reworked for HackerNoon's house style, and...
Why RAG Is Becoming Essential for Banking and Compliance
I recently built a custom Retrieval-Augmented Generation (RAG) pipeline to move past the limitations of keyword matching. By processing a regulatory document, chunking the text strategically, and embedding it into ChromaDB, I wanted to test how semantic search handles...
How I Reached #7 in a Hugging Face AI Competition for Under $80
Qwen3.8-27B Cold Fusion Cuts Thinking Tokens Without Sacrificing Performance
OverviewQwen3.8-27B-Cold-Fusion-GAIN-V1.1 is a 27-billion parameter instruction-tuned language model built by DavidAU that applies the COLD FUSION training methodology—combining GAIN (an internally developed technique) with Unsloth's training infrastructure—to reduce...
Are Humans Superior to AI—or Becoming Subordinate?
Are We Superior or Subordinate?“To put this into perspective, we must examine whether artificial intelligence is merely a passive reflection of human programming or an evolving entity.”When we look at the core of human history, creation stories across different...
Why AI Research Writing Needs Evidence Before Generation
Large language models are already very good at producing plausible academic prose. In research writing, that creates a slightly strange problem: the sentence can look finished before the reasoning is.I ran into this while looking at AI continuations for a chemistry...
How to Automate Google Workspace Domain Aliases Safely
Managing one domain in Google Workspace is straightforward. Managing ten, twenty, or more domains across several brands is where the process starts to hurt.For every domain, an administrator has to prove ownership, publish a DNS record, wait for propagation, return to...
Relativity Networks raises $22 million to bring a faster kind of fiber to data centers
Relativity Networks deals in hollow-core fiber, a rarely deployed technology that allows data to be transmitted 30% faster than conventional fiber.
Raspberry Pi gets jiggy with batch CM5 provisioning
Raspberry Pi has unveiled a $600 Programming Jig to take the faff out of preparing batches of Compute Module 5 (CM5) boards for deployment. The device combines the provisioning host and module interface in one box, eliminating the need for a separate IO board. The IO...
Brinqa buys PlexTrac to add penetration testing validation to exposure management
Exposure management company Brinqa Inc. today announced it has acquired offensive security validation and reporting platform company PlexTrac Inc. for an undisclosed sum. The purchase adds a step Brinqa’s platform did not have. Brinqa collects findings from scanners,...
Clop-Linked Windchill Web Shell Decrypts Credentials and Maps Engineering Data
A JavaServer Pages (JSP) web shell deployed following the exploitation of a critical security flaw in PTC Windchill and FlexPLM servers is specifically designed for the enterprise Product Lifecycle Management (PLM) software, according to new findings from ReliaQuest....
Microsoft Links 30+ Rotating Domains to MacSync Stealer Infrastructure
Microsoft Defender Experts have linked more than 30 web domains to MacSync Stealer, a macOS-focused information stealer, after correlating recurring endpoint and network behaviors across changing infrastructure, tracing the malware from payload retrieval through data...
Framework’s new Pro modular laptop is everything I wanted (minus the cost of memory)
The Framework 13 Pro is a great example of when brands listen to their consumers - even if price and availability are problematic.
943 Patches Rolled Out With Oracle’s August 2026 Security Update
The fixes resolve over 1,000 vulnerabilities across two dozen products, including over 460 remotely exploitable bugs. The post 943 Patches Rolled Out With Oracle’s August 2026 Security Update appeared first on SecurityWeek.
Why so many workers are turning down promotions
Most Americans would turn down a promotion that required them to be available outside of working hours, even if it came with a bump in pay, data suggests. According to a recent survey of nearly 14,000 workers across the United States, United Kingdom, Canada,...
If you use AI, Firefox is the browser to beat right now – here’s why
Mozilla has finally released the beta of Firefox Smart Window. I ran it through its paces and found features that might lure me back to my old favorite browser.
UK taxman discovers low code doesn’t mean low cost with £657M awards
The UK tax collector has awarded three contracts worth up to £657 million for low-code software development and support, dispelling any notion that empowering users with tech skills would necessarily mean low cost. HM Revenue & Customs (HMRC), which collected...
The Mojo language (by Modular, now Qualcomm) is now open-source
Article URL: https://www.modular.com/blog/modcon-announcements Comments URL: https://news.ycombinator.com/item?id=49358327 Points: 9 # Comments: 1
The data center backlash is sending AI infrastructure to some unexpected places
On July 18, 142 protests were held across 42 states. They all shared one goal: to stop data center development in American communities. The protests are part of a growing movement to keep data centers out of towns across the country. Already, 183 U.S. towns have data...
Being a senior designer doesn’t make you safe anymore
What if experience is becoming a disadvantage? Over the past month or so, I’ve been having some pretty gnarly conversations about the state of the design industry, especially when it comes to hiring and firing. Spend just a short amount of time online and you’ll find...
Berd
Article URL: https://berd.xyz Comments URL: https://news.ycombinator.com/item?id=49357967 Points: 9 # Comments: 1