AI agent runs vertical farm, cuts grow cycle 35%
An arXiv preprint shows LLMs autonomously controlling farm lighting and actuators, cutting grow cycles 35% and finding energy strategies humans missed.
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An arXiv preprint shows LLMs autonomously controlling farm lighting and actuators, cutting grow cycles 35% and finding energy strategies humans missed.
An RL controller for GPU power cut violations 89% and boosted energy efficiency 26% in LLM training, then failed at 72B scale before a rebuild fixed it.
A new arXiv preprint exploits 'collapsed generation' to verify ownership of text-to-image diffusion models via API access, surviving fine-tuning.
LFM2.5-VL-3B, released August 12, pairs a 400M vision encoder with a 2.6B text backbone for on-device AI, but speed and edge claims stay unproven.
A new arXiv preprint proposes a framework letting deployed GUI agents improve click accuracy 7.4% without human labels, with stakes for automation teams.
AI safety alignment in four African languages retains under 10% of English refusal signal and leaves those speakers without model guardrails.
NVIDIA's Magpie TTS v2607 adds Arabic, Korean and Brazilian Portuguese to its 364M-parameter open-weights model, targeting low-latency voice agents.
KnowPlan separates curriculum extraction from degree-pathway optimization with a hard boundary, cutting source access 47% while certifying 99.5% of plans.
New AgentStream benchmark from Microsoft and Chinese Academy of Sciences finds self-evolving AI agents behave unpredictably in task sequences
AMS, a new Google Cloud tool, flags 71% of safety-training modifications across Llama, Gemma, Qwen and Mistral, but behavioural fine-tuning evades it.
New arXiv preprint: a deterministic executive owns all agent belief, the LLM only files proposals, and zero ARC-AGI-3 completions are honestly disclosed.
NVIDIA's open-weights Cosmos 3 model combines vision reasoning, world generation and action prediction for robotics and autonomous vehicles.