Cogito v2 preview - 109B MoE
Efficient MoE reasoning with advanced capabilities
About model
Cogito 109B MoE leverages mixture-of-experts architecture to deliver advanced reasoning capabilities with computational efficiency. This hybrid model excels at both direct responses and complex reasoning tasks while maintaining multimodal capabilities through innovative transfer learning.
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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:
• 109B MoE mixture-of-experts architecture with intelligent routing
• 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 109B MoE parameter class
• Efficient inference with optimized reasoning chains
• Strong performance across diverse reasoning benchmarksApplications & use cases
Complex Reasoning Tasks:
• Multi-step mathematical proofs and scientific analysis
• Logical reasoning requiring expert knowledge activation
• Research synthesis across multiple domains
Multimodal Analysis:
• Image comparison and visual reasoning tasks
• Document analysis with text and visual components
• Educational content requiring cross-modal understanding
Efficiency-Critical Applications:
• Real-time reasoning with computational constraints
• Batch processing of diverse reasoning tasks
• Scalable AI applications requiring expert-level performance
- TypeChatReasoning
- Main use casesChatVision
- FeaturesJSON Mode
- DeploymentServerlessOn-Demand DedicatedMonthly Reserved
- Parameters109B MoE
- Input price
$0.18 / 1M tokens
- Output price
$0.59 / 1M tokens
- Input modalitiesTextImage
- Output modalitiesText
- ReleasedJuly 26, 2025
- External link
- CategoryChat