Search results for Nums AI
AI & Enterprise
From TFM to CEM, AI models different from LLMs are arriving
AI companies are increasingly betting on models that operate differently from large language models, including tabular foundation models for structured data prediction, decision-focused models that output choices and probabilities, and code execution models that optimise running programs autonomously. Gartner flagged large quantitative models as a key 2027 keyword. SAP and Nvidia have moved into TFM. Decision model competition has expanded to major firms. Nvidia-backed DoubleAI is also drawing attention with CEM technology.
AI & Enterprise
Big Tech, startups heat up early race for personal AI agents
Competition is intensifying in personal AI agents for individual users, with Meta launching its Muse assistant app for Mac. Startups are also moving faster, including Instinct developer Sphere Street Technology seeking $1 billion in funding at a $10 billion valuation, and Chinese startup Manus pursuing $500 million at a $4 billion valuation. The article also rounds up moves by Korean and overseas companies in AI, enterprise agents, cloud security certification and advertising tests in ChatGPT.
AI & Enterprise
Nums AI unveils tabular foundation model, tops global benchmark
Nums AI, a developer of tabular foundation models, said on Tuesday it has unveiled its in-house model Causilo. The company said Causilo ranked first in overall, classification and regression Elo evaluations in TabArena, a global benchmark for tabular data AI. It said the model outperformed TabFM from Google Research, Mitra-v2 from Amazon, Xiaomi-TabLDM and TabPFN-3 from Prior Labs. Nums AI said it has released Causilo’s code and pretrained weights, while applying a separate licence for commercial use.
