Atlas

Models

← All models

Cogito v2.1 671B

Deep Cogito · 2025-11-19 · 671B parameters

Cogito v2.1 671B is Deep Cogito's open-weight, 671B-parameter Mixture-of-Experts instruction model, released on November 19, 2025. Built by post-training DeepSeek-V3-Base, it uses Iterated Distillation and Amplification (IDA) and process supervision over reasoning chains. It is a hybrid model that can answer directly or self-reflect, is optimized for coding, STEM, instruction following, general helpfulness, and tool calling, and supports a 128K-token context window while being trained in more than 30 languages.

Benchmark scores

BenchmarkScore
AA-LCR21.7
AA-Omniscience Index-25.0
AIME 202572.7
Artificial Analysis Omniscience Accuracy30.2
Artificial Analysis Omniscience Hallucination Rate79.1
Artificial Analysis Openness Index38.9
BuseyBench SVG3.1
Capability140.9
CritPt0.0
GPQA Diamond76.8
Humanity's Last Exam (Text-Only)11.0
IFBench (Artificial Analysis)46.3
LiveCodeBench (Artificial Analysis)68.8
MMLU Pro84.9
SciCode41.0
SciCode (Artificial Analysis)41.0
Terminal-Bench Hard16.7
Loading Atlas data…