GitHub slashes public bug bounty payouts as AI report flood buries its security team
Code shack also putting new limits on first-time researchers, and reserving the biggest rewards for a hand-picked group of proven hunters
ThreatsDay: Android Spyware, PLC Attacks, AI Image Prompt Injection + 12 More Stories
Most of this week's trouble came dressed as something useful. A package stole data. A fake extension opened remote access. A safety app became spyware. An image gave hidden orders to an AI agent. Other threats hid in open systems, weak code, and normal network traffic. The threats change every week. Subscribe, and we’ll alert you when each new ThreatsDay Bulletin is out. The danger was

Show HN: WatchMachineGo – A visualizer to show hardware performing LLM inference
I love learning new concepts by playing around with them (think explorable explanations ( https://en.wikipedia.org/wiki/Explorable_explanation ), and I got more and more interested in running local LLMs on my own hardware. Since we live in the age of "speak, and your side project will be done" (joking, but LLMs are really helpfull for me when it comes to frontend stuff and for brainstorming in general!), I built the tool I needed myself :) WatchMachineGo is basically a visual simulator that simu
AI chip startup Etched defies skeptics, hits $10.3B valuation from big-name investors
Etched, founded by three Harvard dropouts, has created new chips and memory components that speed up inference on any AI model -- no GPUs required, it says.
Nvidia is sending GPUs to the moon
If there's a place in the universe without GPUs, Nvidia is sending them there.
Most RAG Hallucinations Are Extraction Errors: Seven Patterns for a Typed Generation Contract
Enterprise Document Intelligence [Vol.1 #8ter] - Naming the RAG error correctly matters: model reads the context, so a wrong answer is an extraction error, not a hallucination. Seven typed-contract patterns keep the generation brick honest, with a decomposition rule for small models The post Most RAG Hallucinations Are Extraction Errors: Seven Patterns for a Typed Generation Contract appeared first on Towards Data Science .
Google’s Gemini nears billion-user milestone
Gemini had over 750 million monthly users in February.
AI image fraud will cost $40 billion next year - can these international standards help?
Until now, efforts to identify and combat deepfakes and AI scams have been scattered. Which proposed standard will dominate?
AI arms race in line for a reckoning after OpenAI hacking incident
Aggressive training techniques sharpens threat of bad behavior by leading models.
Show HN: Avoiding the Memory Wall by computing LLM inference directly inside RAM
The excitement surrounding PrismML’s 1-bit/ternary Bonsai models has the industry closely watching how smartphone giants, particularly Apple, will implement LLMs on edge devices. Moving AI on-device is a brilliant and necessary strategy. It ensures absolute user privacy in alignment with EU regulations, fundamentally shifts the economics away from costly cloud inference, and paves the way for a significant hardware upgrade supercycle as users seek true AI-capable silicon. To create a smart on-de
Figma vs. Claude Design: Two Fundamentally Different Design Workflows
For years, the product design process followed a familiar sequence: Continue reading on UX Planet »

A Master of the Traveling Salesperson Problem Finds His Own Path
Shayan Oveis Gharan has won the Abacus Medal for using tools from across mathematics to boost the power of algorithms. The post A Master of the Traveling Salesperson Problem Finds His Own Path first appeared on Quanta Magazine

Lawmakers prepare bill requiring AI ‘kill switch’
Lawmakers are preparing to introduce an "AI Kill Switch Act" that would require AI companies to shut down or throttle their systems on orders from the Department of Homeland Security, according to a report from Politico. Reps. Ted Lieu (D-CA) and Nathaniel Moran (R-TX) are expected to introduce the legislation on Thursday. The news of […]

Building Cerebrium: Making Serverless Infrastructure Tangible
Go behind the scenes of Cerebrium to explore the design, 3D, and WebGL techniques that turned complex AI infrastructure into an intuitive interactive experience.
Apple’s OpenAI lawsuit is about who gets to define the post-smartphone era
Today on Decoder, I’m talking with Hayden Field, The Verge’s senior AI reporter, about the major trade secrets lawsuit between Apple and OpenAI and what this tells us about OpenAI’s future. By now I’m sure most Decoder listeners are familiar with Apple’s allegations in this case. The company says a number of ex-Apple employees at […]

Best price ever: The Mova Lidax Ultra 3000 robot lawn mower is on sale for $800 off
The Mova Lidax Ultra 3000 robot lawn mower is on sale at Amazon for $2,199, down from the list price of $2,999. That's a 27% discount.

Tesla burns through a billion as Musk bets the farm on chips and bots
Optimus remains 'very complex' and Robotaxis will try not to flatten your cat
An MCP workflow for implementing deep-learning models from an engineering plan [R]
<!-- SC_OFF --><div class="md"><p>I have been working on an MCP workflow for implementing deep learning models from an engineering plan. This is useful for ml engineers etc. who want a more structured way to move from a deep-learning goal to a working implementation.<br/> The process starts with a plan written by the engineer. That plan defines what the system should do, how it should be divided into components and the intended implementation direction.<br/> The workflow then helps Codex to:<br/
OpenAI's attack agent did exactly what it was told - just more relentlessly than expected
OpenAI's unintended attack on Hugging Face startled the world because its AI agent was acting on its own. But that's exactly what agentic AI is designed to do. We just didn't expect it to do it so well.
Lessons Learned After 8.5 Years of ML
Patience, Optimism, Discipline, Projects, Teams The post Lessons Learned After 8.5 Years of ML appeared first on Towards Data Science .
Claude Cowork Flaw Could Let AI Agent Escape Its VM and Access Mac Files
Cybersecurity researchers have uncovered a sandbox escape vulnerability in Anthropic's Claude Cowork that makes it possible to break out of the confines of a Linux virtual machine (VM) within which the agent runs to read or write files anywhere on the Mac. Accomplish AI, which shared details of the vulnerability with The Hacker News ahead of publication, said about 500,000 macOS users running

AI #178: A Fire Alarm For General Intelligence
The story that matters most this week is that OpenAI’s internally deployed models have severe alignment problems, including repeatedly breaking out of their sandboxes, and in one case sending a swarm of agents that broke into HuggingFace in order to steal the answers to the benchmark ExploitGym.

Alphabet's cash burn raises alarm for Big Tech as AI spending climbs
Article URL: https://www.reuters.com/business/retail-consumer/alphabets-cash-burn-raises-alarm-big-tech-ai-spending-climbs-2026-07-23/ Comments URL: https://news.ycombinator.com/item?id=49021006 Points: 259 # Comments: 267
AI Companies Are Trying to Hide a Staggering Amount of Debt
Article URL: https://futurism.com/artificial-intelligence/ai-companies-hide-debt-off-balance-sheet Comments URL: https://news.ycombinator.com/item?id=49020999 Points: 631 # Comments: 323
One ChatGPT link could smuggle a rogue AI agent into your company
Researchers say OpenAI flaw let phishing bait create an autonomous corporate mole armed with employee access
OpenAI and Anthropic unite against open-weight AI risks to their bottom line
Article URL: https://www.axios.com/2026/07/22/openai-anthropic-open-models-trump-china Comments URL: https://news.ycombinator.com/item?id=49020868 Points: 281 # Comments: 313
NASA Puts Google’s Gemma Large Language Model in Orbit
The viability of orbital data centers hosting the largest and most capable large language models (LLMs) remains hotly contested. But enormous deployments that require thousands of GPUs aren’t the only way LLMs might prove useful in space. NASA’s Jet Propulsion Laboratory recently sent Google’s Gemma 3 to space, achieving the first in-orbit demonstration of a vision-language model analyzing imagery from a satellite’s own sensor. The system, known as NAVI-Orbital, used Gemma 3 to analyze images ca

The sci-fi movie that imagines AI isn’t so dystopian after all
Imagine you are the parent of an inquisitive seven-year-old who loves his family, playing baseball, and hanging out with his friends. It's the life you've always wanted. And then the worst thing that ever could happen happens: A freak accident takes your son away. But as it turns out, you don't have to live with […]

Naked Mole-Rats Just Got Even Wackier; Turns Out The Queen Keeps Her Colony Infertile Through Scent
We've never seen this in mammals before. ScienceAlert stories are written, fact-checked, and edited by humans, never generated by AI. Don't miss a story, subscribe here.

Poolside's Laguna S 2.1 is a small open-weight coding model that punches well above its size
Poolside has released Laguna S 2.1, its third coding model in three months. Rather than rely on raw scale, the company trained it to keep checking its work, revise failed approaches, and avoid giving up too soon during long agentic sessions. The compact model beats several much larger rivals in benchmarks. Poolside says it also solved a math problem that had been open since 1975 for under 10 cents. The article Poolside's Laguna S 2.1 is a small open-weight coding model that punches well above it
The Download: energy transmission and US threats against Chinese AI
This is today’s edition of The Download, our weekday newsletter that provides a daily dose of what’s going on in the world of technology. The power line that could reshape New York’s grid is hitting snags During a heat wave on July 3, New York State’s grid imported enough electricity from Canada to meet about…

7 Best Claude Code Alternatives for CLI Agentic Coding
Discover seven cheaper, faster Claude Code alternatives for CLI agentic coding, with open-source tools, local models, MCP support, and better context control.

How AI helps scientists design the next generation of medicines
Designing and developing a new medicine is an expensive, failure-prone scientific challenge. A new drug can take many years to develop, at the cost of a significant investment. And even then, most possible candidates never reach the patient. For biologic medicines, therapies made from engineered proteins rather than synthetic chemistry (which are often used to…

Why Adding More AI Agents Made Our System Slower
The hidden cost of asynchronous systems, how tiny CPU tasks quietly became our biggest bottleneck while scaling hundreds of LLM agents. The post Why Adding More AI Agents Made Our System Slower appeared first on Towards Data Science .
Apple Store app will soon get an AI shopping assistant
Apple Store app is soon getting an AI bot to help you with your shopping decisions.

Show HN: Governed Agent – the LLM reads the request, rules and code decide
Article URL: https://github.com/war851/Governed-Agent Comments URL: https://news.ycombinator.com/item?id=49020159 Points: 1 # Comments: 0
Uber lays off 10 percent of its customer service team in favor of using AI
Uber's global customer service network has been hit by layoffs in favor of AI.

'Let's enjoy the ride' says Elon Musk, as AI fears mount
Talking to The Economist, Musk said he doesn't care if people hate him and said he was not a racist.
