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Paper proposes online method for choosing among LLM APIs under cost and feedback limits
A revised arXiv paper proposes a learning framework for deciding which LLM APIs to query and which generated answer to deploy when API costs vary and only the selected answer’s downstream reward is observed.arxiv.orgInovasi
Study reports multimodal AI arbitration improves plant-disease diagnosis in field imagery
An arXiv study combines two vision models with open-weight multimodal language models to resolve conflicting evidence in plant-disease images. The approach improved PlantDoc accuracy from 63.9% to 68.5% with Gemma, while tests on two Cornell robot-acquired datasets reached 98.9% and 99.3% accuracy. The researchers…arxiv.orgInovasi
Paper reports edge LLM agents can cut thinking compute by 43%-65% with calibrated deferral
A revised arXiv paper proposes TSDS, a framework that stops local reasoning when an action stabilizes and sends uncertain actions to a cloud model. The authors report 43%-65% lower per-episode thinking compute on three of four tested tasks while maintaining stated guarantees on expected reward and cloud-call rate.arxiv.orgindustri
Business Insider reports Nvidia plans $18 billion in AI-related equity investments this fiscal year
Nvidia told investors it has $18 billion committed to equity investments for the rest of its fiscal year, Business Insider reports. The company’s private-company holdings reached $47.9 billion in late July, more than double the prior fiscal year-end figure.businessinsider.comPerusahaan
Ars Technica reports Meta scrapped AI-native plan that could have cut teams by 60%
Ars Technica, citing Reuters, reports that Meta explored restructuring teams around AI agents and considered cuts of up to 60 percent before canceling a second layoff round. Meta confirmed the scenario-planning exercise but disputed some reported details; the internal metrics have not been independently confirmed.arstechnica.comindustri
AWS dan NVIDIA merancang 2 juta lagi GPU untuk AI ejen dan fizikal
AWS dan NVIDIA berkata mereka merancang untuk menggunakan 2 juta GPU NVIDIA tambahan merentasi infrastruktur AWS pada 2027 dan 2028 sambil mengembangkan kerjasama pada CPU, rangkaian, model terbuka, pemprosesan data dan robotik.
nvidianews.nvidia.comproduk
eTeknix reports Nvidia introduced NVHBM memory architecture for AI accelerators
eTeknix reports that Nvidia introduced NVHBM, a high-bandwidth memory design intended to improve bandwidth and power efficiency for large AI systems. The outlet says Amazon plans to use it in future Trainium4 infrastructure, while Nvidia expects its Feynman GPUs to adopt the design in 2028.eteknix.comInovasi
IDEA Prune integrates model enlargement and pruning for smaller language models
Apple Machine Learning Research describes an integrated pipeline that pretrains an enlarged language model before structurally pruning and recovering it, reporting stronger results when compressing 2.8B-parameter models to 1.3B parameters.machinelearning.apple.comindustri
Luminate launches framework to identify and measure AI-generated music
Music Business Worldwide reports that Luminate’s CONNECT platform can flag AI-generated songs and artists, with customer-facing labels expected later this year.musicbusinessworldwide.com
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