A Large-Scale Empirical Study of AI-Generated Code in Real-World Repositories
Article URL: https://arxiv.org/abs/2603.27130 Comments URL: https://news.ycombinator.com/item?id=48899456 Points: 2 # Comments: 0
Article URL: https://arxiv.org/abs/2603.27130 Comments URL: https://news.ycombinator.com/item?id=48899456 Points: 2 # Comments: 0
Article URL: https://getcompound.ai/blog/introducing-frankie Comments URL: https://news.ycombinator.com/item?id=48899388 Points: 2 # Comments: 0
Article URL: https://www.nijho.lt/post/mindroom/ Comments URL: https://news.ycombinator.com/item?id=48899360 Points: 2 # Comments: 0
<p><strong><a href="https://github.com/simonw/datasette/graphs/code-frequency">datasette code-frequency chart on GitHub</a></strong></p> Out of curiosity I decided to see if I could find a useful illustration of the impact of coding agents and Opus 4.5 class models on my own output. The best I've found so far is this GitHub chart of frequency of code changes to my <a href="https://datasette.io/">Datasette</a> open source project:</p> <p><img alt="Screenshot of a GitHub "Code frequency" bar chart
Article URL: https://arxiv.org/abs/2607.01418 Comments URL: https://news.ycombinator.com/item?id=48899321 Points: 19 # Comments: 7
Article URL: https://braddelong.substack.com/p/semi-crosspost-kelsey-piper-yes-you Comments URL: https://news.ycombinator.com/item?id=48899301 Points: 3 # Comments: 0
Apple’s revamped Siri is more than a voice assistant; it’s now the backbone of the iPhone user experience. You can try it now through the iOS 27 public beta.

<p> The video AI agent that understands your whole library </p> <p> <a href="https://www.producthunt.com/products/twelvelabs?utm_campaign=producthunt-atom-posts-feed&utm_medium=rss-feed&utm_source=producthunt-atom-posts-feed">Discussion</a> | <a href="https://www.producthunt.com/r/p/1195651?app_id=339">Link</a> </p>
Today, GPT-5.6 Sol, Terra, and Luna from OpenAI are generally available on Amazon Bedrock, bringing the smartest family of models from OpenAI yet to Amazon Bedrock’s next-generation inference engine built for high-performance, security and reliability.
In a surprising blog post on Monday, Microsoft CEO is warning enterprises of the dangers of using proprietary models like Anthropic's and OpenAI's.
Irun several Claude Code sessions in parallel and im really bad at keeping track, its usually hard to figure out witch are working, witch are wayting for input, when im running 10 or more parallel sessions i just expend more time going to tabs that anything else. Fleetdeck is a local daemon and a UI that runs on 172.0.0.1:4711, every session on the machine appears with a callsign and a column (queued, working, needs-you, iddle) all is derived using claude code hoojs, so now i can have a site tha
Article URL: https://verial.xyz/systems/standards-that-are-code Comments URL: https://news.ycombinator.com/item?id=48898659 Points: 1 # Comments: 0
OpenAI’s GPT-5.6-Sol is finally here, along with the cheaper Terra and Luna.

Apple has just released public betas for iOS 27 and other major OS updates that are set to publicly launch this fall. The big new feature this year is Siri AI, the delayed AI-powered revamp to Siri. It actually works - which is big praise! - though it keeps things brief. Other betas available now […]

Try the new Siri AI and system-wide performance improvements.

Siri has been on the Apple Watch since day one, though I'm usually hard-pressed to find people who actually make good use of it. It's kind of just… been there - mostly as a way to set timers when my hands are full. But after playing around with the watchOS 27 developer beta, I get […]

iOS 27 escaped the developer world today with the launch of the first public beta. I've been testing the new operating system since early June, looking for quirks and seeing if it can live up to the hype Apple promised in the keynote. This year's iOS upgrades are what one might call a Snow Leopard […]

<p> Hybrid academic search over 236M papers, built for agents </p> <p> <a href="https://www.producthunt.com/products/cito?utm_campaign=producthunt-atom-posts-feed&utm_medium=rss-feed&utm_source=producthunt-atom-posts-feed">Discussion</a> | <a href="https://www.producthunt.com/r/p/1195588?app_id=339">Link</a> </p>
Researchers have developed soft flying robots inspired by Disney, Studio Ghibli, and Pokémon, exploring how they could assist in real-world applications.
Article URL: https://www.gladlabs.io Comments URL: https://news.ycombinator.com/item?id=48898284 Points: 1 # Comments: 0
I built AgentsProof as a learning side-project to better understand agent evals and observability. It lets me trace runs, create eval cases, and see where an agent succeeds or fails. Nothing fancy but it does creates publicly shareable reports for your agent runs Comments URL: https://news.ycombinator.com/item?id=48898280 Points: 1 # Comments: 1
Article URL: https://medium.com/@dhanushg295/my-local-35b-avoids-every-trap-tool-1d2d2f1850cc Comments URL: https://news.ycombinator.com/item?id=48898224 Points: 2 # Comments: 0
Article URL: https://robert-mcdermott.github.io/phlox-gw/ Comments URL: https://news.ycombinator.com/item?id=48898189 Points: 2 # Comments: 0
I created a simple CLI that turns a YouTube guitar-lesson video into a PDF of the guitar tab. There are services that transcribe music from Youtube videos into tabs, but they never work well enough for me. Instead I'm taking a simpler approach. It downloads the video, samples frames, uses Claude vision to locate the tab region, crops every frame to that region, de-duplicates the crops by the bar number printed on each line of the score, and stitches the distinct tab lines vertically into a PDF.
Apple would not comment on the "security breach," which allegedly allowed a former employee to download sensitive files from Apple's network long after he departed the company for rival OpenAI.
Two weeks ago I was on my babymoon in Corfu, Greece. While in transit, I was overseeing a GSoC intern submit an important feature to my array database library, Xarray-SQL. He added `to_dataset()`, which completed the roundtrip between thinking of array data in a tabular model simultaneously as gridded rasters (the premise of the project is that every Nd array can be mapped to 2d, where orthogonal dims of the Nd array are just primary keys of a tabular representation). We discussed in chat, now t
Article URL: https://system-2-arena.vercel.app/ Comments URL: https://news.ycombinator.com/item?id=48897963 Points: 1 # Comments: 1
Yaskawa America said that independent ISO/IEC 27001:2022 certification shows its focus on protecting customer information. The post Yaskawa America gets information security certification appeared first on The Robot Report .

Article URL: https://bytecode.news/posts/2026/07/user-submission-ai-is-a-bad-tool Comments URL: https://news.ycombinator.com/item?id=48897861 Points: 5 # Comments: 0
Imagine if operating systems, browsers, or databases had evolved with only closed systems. We wouldn’t have the internet we know today. AI needs world-class open alternatives to great tech. In response to this, we’ve been busy building Mindshub. A high quality, open-source AI coworker you can truly make your own. Where we know. Good enough wasn’t an option. You can check it out in https://github.com/mindsdb/mindshub Inspect it. Modify it. Extend it. Fork it. Make it uniquely yours. Call it Claud
<!-- SC_OFF --><div class="md"><p>Everyone suddenly seems to be an expert in continual learning. Dario Amodei claimed on the Dwarkesh Patel podcast that continual learning will be achieved by 2026, and Demis Hassabis has called it the most important unsolved breakthrough on the path to more general AI. Two of the most prominent people in the field, and yet I don't think there's even a consensus on what continual learning actually means.</p> <p>I see researchers and startups approaching it in fun
Article URL: https://github.com/Vadiml1024/signal-analysis Comments URL: https://news.ycombinator.com/item?id=48897683 Points: 1 # Comments: 0
I am building Promptster - an AI fluency platform that helps level up engineering organizations. Engineering managers invite their teammates and Promptster analyzes the engineers work with ai coding tools (claude code, codex, cursor, copilot). The manager receives a team-aggregate dashboard where they can roll-out certain practices / skill to their whole team. Each IC receives their own dashboard where they can see their fluency statistics, skill usage, context management, and a DORA dashboard.
Cheap can be expensive
Article URL: https://medium.com/databrickscommunity/my-favorite-announcements-from-the-data-ai-summit-2026-317fc68d4e75 Comments URL: https://news.ycombinator.com/item?id=48897518 Points: 1 # Comments: 0
Article URL: https://medium.com/databrickscommunity/databricks-news-cli-v-1-0-0-ai-tools-last-updated-25th-may-767ef39abe8a Comments URL: https://news.ycombinator.com/item?id=48897489 Points: 1 # Comments: 0
<!-- SC_OFF --><div class="md"><p>Disclosure: I built it, it is open source, Apache-2.0 licensed, and currently alpha. Repository: <a href="https://github.com/mireklzicar/gpuhedge">https://github.com/mireklzicar/gpuhedge</a></p> <p>I started working on it after benchmarking a 17 GB AI model across several serverless GPU providers.</p> <p>On the primary provider, requests usually either completed in roughly 6–8 seconds or took around 90–122 seconds after a fresh GPU cold start. Simply switching t
OpenAI accused of conspiring with former Apple employees to steal trade secrets.
