Doubao-Seed-2.0-Pro is no longer ByteDance’s current flagship. Seed 2.1 Pro and Seed 2.1 Turbo launched on 24 June 2026 at the Volcano Engine FORCE conference. But 2.0 Pro is not a deprecated model you should avoid, and this is the part nobody explains: at $0.47 per million input tokens and…
Open-Source & Regional Models
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Qwen3.6 Plus Preview: Two Models, Both Superseded
Qwen3.6 Plus Preview is not one model. The name runs together two separate Alibaba releases: Qwen3.6-Plus, announced 2 April 2026, and Qwen3.6-Max-Preview, which arrived later that month as an early look at the tier above it. Both are now two generations behind. Alibaba’s current family is Qwen3.8, and the jump…
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Qwen3-235B-A22B vs GPT-OSS-120B: Which Is Better?
If you are choosing between Qwen3-235B-A22B vs GPT-OSS-120B, GPT-OSS-120B is the more practical default for many English-language reasoning, coding, and agentic deployments. It activates far fewer parameters per token, OpenAI says it can run on a single 80 GB GPU, and independent testing currently favors it over the original Qwen3-235B-A22B…
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K2 Think V2 Explained: Specs, Benchmarks, and Limits
K2 Think is an open AI reasoning project developed by the Institute of Foundation Models at Mohamed bin Zayed University of Artificial Intelligence (MBZUAI). The current model, K2 Think V2, is a 70-billion-parameter reasoning model built on MBZUAI’s own K2-V2 foundation model. That makes the current K2 Think substantially different…
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Gemma 4 vs GPT-OSS: Which Open Model Is Better?
If you are comparing Gemma vs GPT-OSS in 2026, the relevant Google generation is Gemma 4. Google released Gemma 4 on March 31, 2026, while OpenAI released the GPT-OSS family on August 5, 2025. Google currently offers Gemma 4 across several sizes, while OpenAI offers two main GPT-OSS models: gpt-oss-20b…