GPT-6 Astra is extremely capable, but capability alone doesn’t guarantee a good workflow. I see two common problems. Some people use Astra like a standard chatbot and leave a lot of value on the table. Others put every task on the highest effort setting, use computer control for everything, and burn through usage far faster … Read more
GPT-6 Astra represents a major step forward for AI agents that can operate a computer and browser. Instead of only producing text, code, or recommendations, it can work through applications, interact with websites, click through interfaces, and complete multi-step tasks. I tested it across six very different examples. Some were serious business workflows. Others were … Read more
Unsloth has released a new 4-bit version of Qwen3.6 that it describes as up to 2.5 times faster. The release uses NVIDIA’s NVFP4 format, and it can run locally on a single Blackwell GPU. That immediately caught my attention, because the headline number sounds excellent, but data center benchmark figures don’t always map cleanly to … Read more
DeepSeek keep doing something I wish more AI labs would do. They push model performance forward, then they open source the useful part. This time, the release wasn’t a new language model. It was something more practical for anyone running local AI or serving models in production. It was DSpark, and the key thing to … Read more
Baidu recently released an open weights vision language model called Unlimited-OCR, and the name tells you the pitch straight away. The idea is simple. Feed it a long document and let it transcribe the whole thing in one pass, page after page, without the usual slowdown that hits most models as output grows. That grabbed … Read more
Sakana AI and OpenRouter both made a big claim recently. Their message was simple: a single giant model may not be the best way to get frontier level results anymore. That’s a bold claim on its own. The twist is what sits underneath it. Sakana’s Fugu is presented like a model, but the interesting part … Read more
Last month, Microsoft researchers published a paper with a blunt headline: large language models corrupt your documents when you delegate work to them. I think this matters a lot more than most AI coverage suggests. Right now, much of the conversation around AI still revolves around coding. That’s important, but it’s also narrow. The bigger … Read more
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