Tencent WorkBuddy Integrates Kimi K3.1 Pro with 1M Context and High-Speed Variant
Tencent's agent platform WorkBuddy has integrated Moonshot AI's newly released Kimi K3.1 Pro model, featuring 3 trillion parameters and a 1 million token context window. The integration also includes a high-speed variant offering 2-3x faster output, with significant enhancements in code generation, 3D creation, and long-horizon financial agent capabilities, achieving state-of-the-art results in multiple benchmarks.
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Tencent WorkBuddy Integrates Kimi-K3.1-Pro, Supporting 1 Million Context Window
On October 24, it was announced that Tencent WorkBuddy has integrated the Kimi-K3.1-Pro model. Additionally, WorkBuddy now supports the high-speed variant, Kimi K3.1 Pro Highspeed, which offers equivalent intelligence with an output speed approximately 2–3 times faster. Due to current resource constraints, access is prioritized for "Enterprise Flagship" and "Individual Subscription" users.
Kimi K3.1 Pro is the first model in the new K3.1 series and represents Kimi's most capable model to date, featuring 3 trillion parameters and support for a 1 million token context window. Significant improvements have been noted in coding, 3D creation, financial research, and other long-horizon Agent capabilities.

IT Home observed that the development of Kimi K3.1 Pro involved a substantial increase in computational resources dedicated to Reinforcement Learning (RL). On benchmarks covering code, Agents, and knowledge tasks, K3.1 Pro reaches or approaches the performance levels of the strongest closed-source models. Terminal-Bench 4.0 evaluates programming agents through resource-constrained terminal tasks in real-world environments, with each task featuring rigorous specialized tests. K3.1 Pro scored 65.7% on this benchmark, surpassing GPT-6 Astra (58.2%) and trailing Claude Opus 5.5 (66.4%) by only a narrow margin.
The Kimi K3.1 Pro model excels in 3D creation and spatial reasoning. In the BenchCAD benchmark test, K3.1 Pro achieved a score of 92.7% when utilizing tools, closely approaching the scores of Claude Opus 5.5 (96.2%) and GPT-6 Astra (95.9%). This benchmark assesses the ability to reconstruct 3D models from multi-view renderings by generating CAD code.
With enhanced reasoning and tool-calling capabilities, Kimi K3.1 Pro can deliver end-to-end complete financial workflows. On external benchmarks, K3.1 Pro scored 64.4 on OfficeQA Pro v2 and 36.3 on SpreadsheetBench v2, achieving State-of-the-Art (SoTA) results in both categories.