QwenGyre trains coding agents through unmodified black-box harnesses like Claude Code 2.1.220, using Megatron for model training and SGLang for rollout serving across multi-node GPU clusters.

A manufacturer-by-manufacturer overview of the chips, accelerators, and infrastructure powering modern AI systems.

Autonomous systems that use large language models to plan, reason, and take actions — including browsing the web, writing code, calling APIs, and completing multi-step tasks with minimal human intervention.