domain-specific

taxonomy axis: design_intent

Decision rule: Framed for a specific domain (code, biology, law…).

Anchor: DeepSeek-Coder (if in atlas)

Models in this category (4)

ModelOrgDateBlockAttentionContextTotalActive
AntaresCisco Foundation AInot discloseddenseGQA131,0721B1B
Lagunapoolsidenot disclosedsparse-MoEhybrid131,07233.4B3B
Qwen3-Coder-NextQwen Team2026-02-28hybridhybrid262,14480B3B
Mellum 2JetBrains (with Constructor University, Bremen)2026-05-29sparse-MoEhybrid131,07212B2.5B

What varies within this category

attention variant varies — GQA, hybrid. block type varies — dense, hybrid, sparse-MoE. trained context varies — 131072, 262144. scale class varies — large, medium.