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RoadXpert-AI-V1-109B MoE

Blog Post

The Cogito v2 LLMs are instruction tuned generative models. All models are released under an open license for commercial use.

  • Cogito v2 models are hybrid reasoning models. Each model can answer directly (standard LLM), or self-reflect before answering (like reasoning models).
  • The LLMs are trained using Iterated Distillation and Amplification (IDA) - an scalable and efficient alignment strategy for superintelligence using iterative self-improvement.
  • The models have been optimized for coding, STEM, instruction following and general helpfulness, and have significantly higher multilingual, coding and tool calling capabilities than size equivalent counterparts.
    • In both standard and reasoning modes, Cogito v2-preview models outperform their size equivalent counterparts on common industry benchmarks.
  • This model is trained in over 30 languages and supports long contexts (upto 10M tokens).

Evaluations

Here is the model performance on some standard industry benchmarks:

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For detailed evaluations, please refer to the Blog Post.

Usage

Here is a snippet below for usage with Transformers:


License

This repository and the model weights are licensed under the Llama 4 Community License Agreement (Llama models' default license agreement). All fine-tuning, dataset curation, and optimization have been performed by Arijit Rakshit (2025) and others.

Contact

If you would like to reach out to our team, send an email to [email protected].

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