Lao Guo's Learning Space

Nov 2, 2026 · Artificial Intelligence

5×27B Qwen Agents Beat Fable 5 via Orchestration: Pipeline vs Single-Call Analysis

The article corrects a viral claim that five Qwen-72B agents beat Fable 5, revealing it was actually five Qwen3.8-27B models using a multi-agent orchestration (Memdoor team-solve) achieving 9.8 vs 8.0 on LiveCodeBench Hard, but clarifies this compares a 40-minute pipeline to a single call, with contamination concerns, and argues orchestration is a more cost-effective lever than model scale.