MarkTechPost
7/27/2026

Kimi AI and kvcache-ai Open Sources ‘AgentENV’: A Distributed System that Powers Agentic Reinforcement Learning (RL) Training for Kimi K3
Short summary
Moonshot AI's Kimi team and kvcache-ai have open-sourced AgentENV (AENV) under the MIT license as part of Kimi K3 Open Day. AgentENV is a distributed system that runs agent sandboxes as Firecracker microVMs with millisecond snapshot, resume, and 16-way fork capabilities behind an E2B-compatible API. It is designed to power agentic reinforcement learning training for Kimi K3.
- •AgentENV open-sourced under MIT by Kimi team and kvcache-ai
- •Runs agent sandboxes as Firecracker microVMs with ms-level snapshot, resume, and 16-way fork
- •Exposes an E2B-compatible API for agentic RL training of Kimi K3
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