…Such sparse and single-objective rewards severely limit real-world usability. To bridge this gap, we propose FATE, an on-policy self-evolving framework that transforms verifier-scored failures into repair supervision…
…Follow on Google News Set as Preferred Source Fahd Temsamani Senior Writer at Club386, his love for computers began with an IBM running MS-DOS, and he’s been pushing the limits…
…entangling foreground elements, background, and text within a fixed canvas. As a result, flexible post-generation editing remains challenging, revealing a clear last-mile gap toward practical usability. Existing approaches either rely…
…This update reverses previous efforts to reduce Copilot's presence and offers more layout flexibility but reduces usable screen space. 0:00 / 3:16 Use left and right arrow keys to seek…
Hi. I'd like to try some LLM provider on the likes of OpenRouter. I'd use it mostly for teaching (physics): double check assignements I give to students for consistency, clarifications on how to present concepts and so o…
I use Claude Code a lot and GPT 5.5 as well, and find that they are simultaneously extremely useful and also fall into common poor-performance basins. For example, writing performance -- perhaps my biggest issue with the…
When you enable "Limit charging to 80%" on a Pixel the phone bypasses the battery and draws power directly from the charger, which is great, but; The problem is that it only works if you cap at 80%. There's no equivalent…
Some time ago I built a simple app to run swarms of coding agents — I call it fleet (https://news.ycombinator.com/item?id=48256389). It's based on centralized beads with a Python orchestrator and can run any coder (Claud…
Been in the weeds shipping an OSS side project for the past few weeks (social media publishing API). Real launch post is coming, this isn't that. Along the way I kept a list of services that actually have usable free tie…
…Related I tried Gemini, ChatGPT, and Claude for a month on Android, and I have a clear winner for you The ultimate Android AI showdown It’s still not perfect Limitations show…
…These inputs cover nearly all laptop connections and those from older desktops. However, there are no DisplayPort or USB-C connection options, nor built-in speakers. The base provides limited tilt adjustment…
…And, with the change to Apple Silicon, Apple effectively killed off any real use of an externally usable Nvidia GPU with its Mac lineup. While the long-time feud between the two…
…work with all Intel Macs, as support is officially limited to newer and more powerful Apple Silicon chips. Owners of 2019 and 2020 Macs will likely have the best experience using an…
…New Autonomous Data Path intelligence applies per-I/O machine learning to optimize for QLC and future SSDs, and log-structured metadata extends usable capacity and endurance on high-capacity drives. Higher…
…Lower token usage reduces back-and-forth and shortens the path to a finished result, which matters for both cost and usability. A model that reaches an answer with fewer steps tends…
