LLM Reference

Cogito v2 Preview DeepSeek 671B MoE

Released
2025-07-31
Last refreshed
2026-05-07
Status
Researched 50d ago
Open weightsCommercial use: conditionalAgentsJSON / Tool use

Cogito v2 Preview DeepSeek 671B MoE is a released agents and json / tool use model with open-weight; evaluate it while provider pricing coverage matures.

Use it for

  • Teams evaluating agents and json / tool use

Do not use it for

  • Cost-sensitive launches that need sourced token pricing
  • Vision or document-understanding workloads
  • Teams that need a tracked hosted API route today
Specifications
Family
Cogito
Released
2025-07-31
Parameters
671B
Architecture
Mixture of Experts
Knowledge cutoff
2024-07
Specialization
general
Openness
Open weights
License
Llama 3 CommunityCommercial use: conditional
Training
Fine-tuned
Created by

Building general superintelligence through advanced reasoning and iterative self-improvement.

San Francisco, California, United States
Founded 2024
Website
Pricing

No tracked provider token pricing is available yet.

About

Cogito v2 Preview DeepSeek 671B MoE is a 671B Mixture-of-Experts hybrid reasoning model from Deep Cogito, fine-tuned from DeepSeek V3 using Iterated Distillation and Amplification (IDA). Released July 2025. Uses 60% shorter reasoning chains than DeepSeek R1 while achieving comparable performance. License not confirmed from primary sources.

Cogito v2 Preview DeepSeek 671B MoE is an open-weight model in the Cogito family. The structured metadata tracks reasoning, function calling, and tool use. No headline benchmark score is tracked for Cogito v2 Preview DeepSeek 671B MoE yet.

Top use-case fit: coding, agents, and build tasks

Agents

Included by capability and metadata signals in the decision map.

JSON / Tool use

Included by capability and metadata signals in the decision map.

Provider price ladder

No tracked provider token pricing is available for this model yet.

Capabilities

ReasoningFunction CallingTool Use

Benchmark peer barsfor Agents

No task-mapped benchmark peers are available for this model yet.

Migration checks

No linked migration route is available for this model yet.