Parisian startup H Company released a family of multimodal Holo3 models designed for managing graphical interfaces.
➡️ Why Holo3 is interesting?
➜ Both models of the family on the Mixture-of-Experts architecture
The senior Holo3-122B-A10B is only available on the platform of H Company at a price of 40 cents per million incoming and $3 per million outgoing tokens.
The younger version Holo3-35B-A3B is available on Hugging Face under the Apache 2.0 license and is also available free of charge via the Inference API with a limit of 10 PRMs. In the paid mode - $0.25/1.8 per million incoming/outgoing tokens.
➜ Holo3 was trained in a closed loop of 3 stages
First, synthetic navigation examples are generated for interfaces according to specified scenarios.
Then the data is expanded beyond the initial conditions so that the model takes into account non-standard situations.
In the final stage, all examples undergo curated selection and reinforcement learning.
For training, H Company built a generator of synthetic corporate environments, in which agents create web applications according to scenario specifications, forming verifiable tasks of varying complexity.
Based on these environments, H Corporate Benchmarks was developed - a set of 486 multi-step tasks in 4 categories: e-commerce, business software, collaboration tools, and inter-application scenarios.
The latter require coordination between several systems at once (for example, extracting prices from a PDF, comparing them with employees' budgets, and automatically sending personalized letters with approval or rejection).
➜ Tests
The flagship Holo3-122B-A10B scored 78.85% on the OSWorld-Verified benchmark - this is the best result on the leading desktop interaction test.
Holistic AI founded by Charles Cantor (Ex Stanford researcher) and Laurent Cifre (Ex Google DeepMind, contributor AlphaGo project) closed seed round of $220 million in 2024 - one of largest in Europe. investors were Eric Schmidt, Yuri Milner, Bernard Arnault, Xavier Niel, as well as Amazon, Samsung, UiPath.
Apache 2.0 Licensing: Article, Model | #AI #ML #MMLM #Holo3 #HCompany
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