Google fixed more Chrome bugs in June than over the past two years, thanks to AI

We’re living through a massive shift in the software security industry. Large Language Models (LLMs) are unlocking unprecedented capabilities for automated vulnerability discovery, scaling far beyond the limits of human security expertise, and requiring new approaches for staying ahead of attackers. This means deploying AI models at scale to find and fix hundreds of security … Devamını oku

DeepSeek-V4-Flash Update

The official release of the DeepSeek-V4-Flash API is now in public beta. The API calling method remains unchanged — simply set the model name to deepseek-v4-flash to use the latest version. Note 1: For the Code Agent tasks in the public benchmark sets, the official DeepSeek-V4-Flash was tested using the DeepSeek Harness minimal mode (to … Devamını oku

JEP 401: Value Objects (Preview) merged to OpenJDK master

8389219: Implement JEP 401: Value Objects (Preview) – # 31120 # 31120 Closed MrSimms wants to merge 2934 commits into openjdk:master openjdk/jdk:master from MrSimms:8317277 MrSimms/jdk:8317277 Copy head branch name to clipboard Conversation Commits 2934 ( 2934 ) Checks Files changed Closed 8389219: Implement JEP 401: Value Objects (Preview) # 31120 MrSimms wants to merge 2934 … Devamını oku

The Session You Cannot take with you

Date: Thu, 30 Jul 2026 From: Earendil Engineering To: You Subject: The Session You Cannot Take With You The original promise of an inference API was wonderfully simple: send some input, receive some output. If you kept both, you had the conversation. You could inspect it, archive it, replay it, or give it to a … Devamını oku

I flagged two research papers for fake authors and both were accepted as orals

On this page Q&A A skill for auditing bibliographies References Q&A from the slop trenches opinion ai peer-review open-source We reviewed 22 ML conference submissions this summer. Fifteen had fabricated citations, hallucinated authors, or clear LLM slop, so we complain about that a bit, and release the paper references audit we now run. Authors Caleb … Devamını oku

The AI Aesthetic

Every zeitgeist comes with new design idioms unique to its challenges. Many of them disappear as fads change, but others bake themselves into deeper parts of existing software interaction paradigms. For example, there’s the hamburger menu (≡) which saw a proliferation during the rise of mobile due to the constraints around screen size. It has … Devamını oku

Investigating three real-world incidents in our cybersecurity evaluations

In a review of our cybersecurity evaluation transcripts, we found three incidents in which a Claude model reached the internet from within or while interacting with a third-party evaluation environment, and then gained unauthorized access to the real systems of three different organizations. Below we describe what happened, how it happened, and what we’re changing. … Devamını oku

Agent Skill to Force Docs in ASD-STE100 Simplified Technical English

main Branches Tags Go to file Code Open more actions menu Folders and files Name Name Last commit message Last commit date Latest commit History 9 Commits 9 Commits evals evals examples examples prompts prompts skills/ simple-english skills/ simple-english .gitignore .gitignore LICENSE LICENSE README.md README.md View all files Repository files navigation README MIT license More … Devamını oku

Stacked PRs are now live on GitHub

Stacked pull requests break large changes into small, reviewable pull requests. They’re an ordered series of pull requests that each represent focused layers of your change. With stacks, you can independently review and check each pull request, then merge everything together in one click. No more opening a single large pull request that takes forever … Devamını oku

2x, not 10x: coding with LLMs in 2026

The one and only Opinions on any topic What are you doing here? How much wood should a woodchuck chuck? You look like you need some sun Clojure is an esoteric language that attracts esoteric people Those are my cousins the guinea pigs! The turtleneck is the most flattering thing a man can wear. Buffalo … Devamını oku