THE MODELS DESK

Models.

The capabilities, trade-offs and people behind China’s AI models.

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Models

Tencent Tests 'Handy Bot' Personal Agent in WeChat as China's AI Agent Race Heats Up

Tencent is secretly developing a Personal Agent product codenamed 'Handy Bot' and has begun low-profile testing through a WeChat service account. Unlike traditional chatbots that respond to individual queries, Handy Bot is designed to operate persistently in the background, autonomously pursuing user-defined goals. The product is still in internal testing, with plans for a standalone app, as Tencent joins Alibaba and ByteDance in China's emerging Personal Agent category.

Models

Moonshot AI's Kimi K3.1 Preview Surfaces in API Backend With Tiered Reasoning and Agent Modes

Developers discovered Moonshot AI's next-generation Kimi K3.1 model identifier in the company's API backend on September 28, revealing a 1-million-token context window and three-tier reasoning intensity levels, hinting at native agent capabilities. The model appeared callable through API probing before Moonshot's official platform posted a preview listing, signaling an imminent launch that shifts the competitive focus from conversational ability to autonomous task execution.

Models

Xiaomi Diagnoses Tool-Call Repetition in MiMo-V2.6 and Deploys a Targeted Training Fix

Xiaomi identified tool-call repetition as a significant user-experience issue following the MiMo-V2.6 release, with internal evaluations showing response-level repetition rates exceeding 0.05%. After tracing the problem to reinforcement-learning training dynamics where a per-turn flooding penalty threshold proved too permissive, the company adopted Multi-teacher On-Policy Distillation (MOPD), a targeted fix that reduced replay repetition to zero at a training cost of approximately $90,000—about 4% of the estimated MixRL alternative. Updated checkpoints have been available via Xiaomi's API since September 25, and the company announced a quota reset for all MiMo Desktop users.

Models: China AI news — Page 7 | China AI Wire