Deep Cogito: Cogito V2 Preview Deepseek 671B

Deep Cogito: Cogito V2 Preview Deepseek 671B, a multilingual, instruction-tuned Mixture of Experts model, demonstrates exceptional speed, consistently ranking among the fastest models across six benchmarks. Pricing information is currently unavailable, suggesting potential free tier usage. However, the model exhibits severe reliability issues, with a 0% success rate across all benchmarks due to frequent technical failures, rendering it unusable in its current state. Across all evaluated categories—Ethics, Instruction Following, Coding, Email Classification, Reasoning, and General Knowledge—the model achieved a 0.0% accuracy. This indicates a complete inability to provide correct or even usable responses, likely a direct consequence of the pervasive technical failures. While the model's architecture and stated optimizations for STEM, programming, instruction following, and tool use are promising, its current operational instability completely overshadows these potential strengths. The primary weakness is its critical lack of reliability, preventing any meaningful assessment of its intended capabilities.