scaling

"This LoRA performs very well on low detail or low resolution images and also produces excellent results on high quality images as a detail enhancer."

"The paper's claim: The performance of language models improves predictably with the power law, based on the number of model parameters, the amount of training data, and the amount of computation invested."

"As AI scaling laws hit the data plateau, executives face a stark choice: hit the scaling wall or remain an innovator."

"We find that VLMs exhibit robust congruency effects across all tasks, with larger models systematically resolving conflicts more effectively than smaller models."

"People are acting like quantum computers are some magic accelerator that’ll suddenly fix AI’s compute, energy, or scaling problems."

"The most interesting point of this experiment is the fact that the 'accuracy rate without thought' and the 'number of model parameters (brain size)' draw an extremely clean logarithmic linear graph (log-linear)."

""We felt that it wouldn’t actually help anyone for us to stop training AI models,""

"AI failures rarely come down to the technology."

"The key is to control the total number of model updates, ensuring that increased data truly leads to improved results."

""We felt that it wouldn't actually help anyone for us to stop training AI models," Anthropic’s chief science officer Jared Kaplan told TIME in an exclusive interview."

"Anthropic overhauls its Responsible Scaling Policy, including scrapping a promise to not release AI models if Anthropic can't guarantee proper risk mitigations"

"OpenAI appoints Arvind KC as Chief People Officer to help scale the company, strengthen its culture, and lead how work evolves in the age of AI."

""Wave-Field-LLM is designed to scale more efficiently than standard attention, with the goal of enabling frontier-level models at significantly lower compute cost.""

"Mistral AI SAS today announced that it has acquired Koyeb SAS, a startup with a cloud platform built to run artificial intelligence workloads."

"OpenAI scaled PostgreSQL to handle millions of queries per second for 800 million ChatGPT users."

"This repository (book) is structured to delve into the depths of Anthropic: The Biological Scaling: Why AI evolution won't stop? Biological necessity."

"MIT estimated the computing power for 809 large language models. Total compute affected AI accuracy more than any algorithmic tricks."

"We extend these works in two key ways. To handle scaling along most important scaling axes, we propose the Complete(d) Parameterisation that unifies scaling in width and depth — using an adaptation of…"

"The cycle begins 100th time again"

"On the topic of orbital datacenters it’s worth considering a more futuristic solution to AI Infrastructure and energy-efficiency and that to me might be trans-orbital manufacturing, Spac"

"So the SOTA VLA foundation model, pre-trained on more real robot data than arguably any other open model, succeeds less than 1 in 5 times on average."

"ATLAS is a cross-lingual transfer matrix, used to measure the impact of training on one language on the performance of another."

"Foundational governance enables teams to move faster without sacrificing visibility or control."

""Doubao’s user base and growth are both rapid, and the product experience has improved, but there is still a gap compared to the world’s top competitors.""

"Vivek Kompella explains why many organizations struggle to scale AI."

"They are using a textbook "basic master-slave configuration (Primary-Replica configuration)" and have tuned it to the extreme."