用 Gemini 做视频推理：Opus 与 Astra 搭配多模态 Gemini 验证 3D 游戏与交互应用

Opus and Astra are my daily drivers. But i love using both with Gemini for video reasoning tasks. ESPECIALLY useful if you’re making videos, 3d games or interactive apps that require actual play through to verify. Just ask your agents to screen record test candidates and have multimodal Gemini be the critic. Have them read GDMs agentic video understanding blog to learn how to prompt gemini for these tasks and turn it into a skill. It’ll catch tons of issues that are hard for agents to catch with screenshots alone eg. flickering, z-fighting, ui label collisions, audio discrepancies etc. Saves me a ton time and i wish I started doing this sooner.

来源：X · Bilawal Sidhu · x.com