Kral builds systems that reason, ship, and compound.

Hi, I am Kral, a CS student, AI researcher, and open-source enthusiast. I work on multi-agent systems, reinforcement learning, robotics, and tools that turn messy workflows into usable products.

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About

A compact view of the work I keep returning to: reasoning systems, embodied intelligence, and product surfaces that make AI useful.

AI Agents

Multi-agent systems that reason, debate, collaborate, and connect evidence to decisions.

RL & Robotics

Reinforcement learning, sim-to-real transfer, embodied AI, and practical simulation workflows.

Products

明鉴, Ecommerce AI Platform, and ScrybeShot now live under the Kral AI product brand.

Product Brand

Kral AI is the product home for strategic decision intelligence, ecommerce automation, and screenshot-based personal knowledge tools.

明鉴Reasoning, debate, Cloud SaaS, Enterprise, iOS, and Android. Open Ecommerce AI PlatformAI operations, catalog intelligence, content generation, and commerce workflows. Open ScrybeShotScreenshot memory, task extraction, and searchable personal context. Open