Cogito v2 preview - 70B
Advanced hybrid reasoning with policy improvement
About model
Cogito 70B is a dense hybrid reasoning model that combines direct answering capabilities with advanced self-reflection. Built with iterative policy improvement, it delivers strong performance across reasoning tasks while maintaining efficiency through shorter reasoning chains and improved intuition.
API usage
Endpoint:
Model card
This is a hybrid reasoning model. To enable thinking mode, pass the following parameter with your request to the model:
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Architecture Overview:
• 70B dense parameter architecture with optimized efficiency
• Strong reasoning capabilities in the Cogito model family
• Advanced policy improvement for both reasoning and non-reasoning modes
Training Methodology:
• Dual-mode training improving both standard and reasoning performance
• Signal-based training for thinking process optimization
• Advanced distillation techniques preventing reasoning meandering
Performance Characteristics:
• Excellent reasoning performance in 70B parameter class
• Efficient inference with optimized reasoning chains
• Strong performance across diverse reasoning benchmarksApplications & use cases
Reasoning & Analysis:
• Mathematical problem solving with step-by-step verification
• Complex logical reasoning across multiple domains
• Research and analytical tasks requiring structured thinking
Multimodal Applications:
• Visual reasoning and image analysis through transfer learning
• Document analysis combining text and visual elements
• Educational content creation with mixed media
Research & Development:
• Proof of concept for scalable self-improvement techniques
• Foundation for superintelligence research initiatives
• Open source contribution to reasoning model development
- TypeChatReasoning
- Main use casesChatMedium General Purpose
- FeaturesJSON Mode
- DeploymentServerlessOn-Demand DedicatedMonthly Reserved
- Parameters70.6B
- Input price
$0.88 / 1M tokens
- Output price
$0.88 / 1M tokens
- Input modalitiesText
- Output modalitiesText
- ReleasedJuly 26, 2025
- External link
- CategoryChat