Qwopus3.8-27B-Flash
A fine-tuned Qwen3.8-27B optimized for fast, efficient agentic reasoning and tool-use.
Live drop
InclusionAI (Ant Group)Dropped Aug 27, 202637 builds35 makers16 prompts
Finance-tuned sparse MoE for long-horizon investment workflows and agentic document analysis.



About this release
Finance-domain fine-tune of the Ling 3.0 Flash backbone (124B total / ~5.1B active parameters per token). Retains the hybrid linear attention + sparse MoE architecture, 262K context, reasoning-by-default, and tool calling while adding specialized pre- and post-training on financial reports, workbooks, valuation modeling, and banking tasks. Released via API gateways with a one-month free period; weights scheduled for open-source shortly after launch.
Read the official InclusionAI (Ant Group) launch pageWorth opening first
Same brief, other models
All challenges →Challenge
Same brief across models — older takes on the left, newer on the right.
Challenge
Same brief across models — older takes on the left, newer on the right.
Challenge
Same brief across models — older takes on the left, newer on the right.
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