DeepSeek launched DeepSeek Harness v0.1 in developer preview and printed the complete supply code beneath the MIT license. The challenge ships as dsh at deepseek-ai/deepseek-harness. A harness is the layer between a mannequin and the atmosphere it acts in — the instruments, recordsdata, sandboxes, and management loop that allow an agent hold working. DeepSeek frames…
As organizations spend money on indoor scene parsing and spatial AI, a standard query emerges: Who prepares these datasets, and what does the method contain? Preparing datasets for indoor format is extra advanced than merely gathering photos. It requires a mix of semantic annotation, 3D scanning, geometric validation, metadata administration, and human high quality assurance….
In this tutorial, we implement an end-to-end supervised fine-tuning pipeline for the XYZ-Aquila-SFT dataset, Hugging Face Transformers, PyTorch, and PEFT. We stream and examine the dataset, parse multi-turn tool-use trajectories, extract structured instrument calls, analyze corpus traits, and protect embedded reasoning and remark patterns. We then convert instrument schemas between message-embedded and structured codecs, render…
We’re in one of the best markets any of us have ever seen. AI is accelerating every part, and the stress to innovate sooner has gone from being a nice-to-have to being a survival requirement. The instruments are there. The query is whether or not we’re really utilizing them in a manner that serves us,…
Samsung Research America’s Digital Health Team has introduced two AI basis models designed to be taught from wearable biosignals. The work centres on data captured by smartwatches, together with coronary heart exercise, sleep, and bodily exercise. The firm mentioned its Connected Care imaginative and prescient on the Health Forum throughout Galaxy Unpacked in July 2026….
Abbott and Google are linking steady glucose monitoring data with Google’s AI-powered health teaching instruments, giving the Gemini-powered service entry to one other supply of non-public health info. Under a multiyear settlement, data from Abbott’s Lingo steady glucose monitor shall be built-in into the Google Health app. Users shall be ready to view glucose traits…
Z.ai simply launched GLM-5.3. GLM-5.3 runs on the identical 743B base mannequin as GLM-5.2. Every reported achieve comes from scaled post-training: extra job environments, extra atmosphere sorts, longer coaching. The outcomes land in two locations. Coding jumps most on the longest-horizon benchmarks, with Terminal-Bench 3.0 shifting from 4.6 to twenty-eight.3. Cybersecurity moved additional than Z.ai…
Cactus Compute has launched Needle 2, an open 45M-parameter mannequin for instrument calling, gadget use, and structured extraction. The complete mannequin ships as a single 14MB binary that runs a full session in about 28MB of RAM. Weights are educated and deployed at CQ2-bit utilizing Cactus Quants, and the mannequin is sealed inside the corporate’s…
In this tutorial, we construct an end-to-end workflow for working with the SupraLabs reasoning corpus. We stream a consultant subset instantly from the Hugging Face Hub, examine its supply distribution, token-length patterns, activity composition, and reasoning-to-answer ratios, and then apply a sequence of high quality filters to take away unsuitable coaching examples. We rework the…
Becoming Human AI Is Expanding — Here’s What’s Changing was initially printed in Becoming Human: Artificial Intelligence Magazine on Medium, the place persons are persevering with the dialog by highlighting and responding to this story.