PaperAgent
PaperAgent
Feb 2, 2026 · Artificial Intelligence

How Kimi K2.5 Achieves Multimodal Mastery with Joint Training and Agent Swarms

The Kimi K2.5 technical report reveals how a Chinese team combined joint text‑vision training, a novel Zero‑Vision SFT method, and a parallel agent‑swarm architecture to deliver top‑ranked multimodal performance, dramatically faster inference, and open‑source access for broader AI research.

AI researchAgent SwarmKimi K2.5
0 likes · 9 min read
How Kimi K2.5 Achieves Multimodal Mastery with Joint Training and Agent Swarms
Open Source Tech Hub
Open Source Tech Hub
Mar 18, 2024 · Artificial Intelligence

Integrating Moonshot AI Model into Webman 5.0 with PHP

This guide explains how to add Moonshot's large language model to the Webman 5.0 framework, covering feature highlights, driver and processor implementation in PHP, configuration of model mappings, role settings, and practical code snippets for seamless AI integration.

AI integrationAPI configurationModel driver
0 likes · 6 min read
Integrating Moonshot AI Model into Webman 5.0 with PHP