https://peertube.watch/videos/watch/5c804041-4e33-4586-b2bb-845c7ea4b03c Peace Call. Mr. Peace is an AI-made character; voice is AI-generated; script written with AI assistance. No affiliate links in this video. How this site is run: https://getpeacecall.com/verify/?utm_source=peertube&utm_medium=video&utm_campaign=underdog-s1v2 A trained Qwen3-8B beat Llama-4-Maverick (402B total parameters), the model that created its training examples, at picking tools: 41.5% vs 30.6% on ToolBench G3 (strict exact match; 30.6 = Maverick's best of 4 prompted setups). Conditions: the 8B was fine-tuned (SFT + RL) for this exact task; Maverick was only prompted. Opposite result in the same paper: on TaskBench (103 tasks) Maverick won, 80.6% vs 72.8%. Source: Zhou, Magesh, Kwon, Kuriksha, Jiang, Zanette, Jain (Meta / Carnegie Mellon), 'Training Small Language Models for Transferable Tool Selection', arXiv:2610.31483v1 - PREPRINT (Oct 22, 2026), not yet peer reviewed. https://arxiv.org/abs/2610.31483 . Numbers from Tables 1-3 and Appendix A.1. Model names are trademarks of their owners; not affiliated with Meta, Alibaba/Qwen or the authors. Charts drawn by code from the paper's numbers. Mr. Peace is an AI-made character with an AI voice. Qwen3-8B was specifically trained for tool selection; Llama 4 Maverick was evaluated using prompted workflows. On TaskBench (new domains, 103 tasks), Maverick scored higher (80.6% vs 72.8%). Preprint, not peer-reviewed. Paper: https://arxiv.org/abs/2610.31483 (version v1, posted Oct 22, 2026). AI Disclosure: Mr. Peace is a fictional AI character using a synthetic voice. This video is AI-assisted and does not depict a real person speaking. Research Disclosure: Based on a research preprint that has not been peer-reviewed. Results apply to the reported benchmarks and experimental conditions, not overall model superiority. Trademark Disclosure: Product, model, and game names are used for identification and commentary. Trademarks belong to their respective owners. Peace Call is not affiliated with or endorsed by those companies. Wed, 04 Nov 2026 02:32:17 GMT https://validator.w3.org/feed/docs/rss2.html PeerTube - https://peertube.watch https://peertube.watch/lazy-static/avatars/3b284627-b75f-409e-ac2e-10f4c2946f43.png https://peertube.watch/videos/watch/5c804041-4e33-4586-b2bb-845c7ea4b03c All rights reserved, unless otherwise specified in the terms specified at https://peertube.watch/about and potential licenses granted by each content's rightholder.