# #architecture

This article goes beyond the broad “control plane / execution plane” framing and instead walks through the current implementation piece by piece—covering the bridging layer, IPC, configuration fields, the WeChat flow, rollback mechanisms, and the evidence index—to explain how QClaw organizes OpenClaw into a deliverable desktop runtime.

This article abstracts browser automation in highly adversarial environments into a multidimensional risk scoring system, and builds a layered control plane around three core dimensions: consistency, rarity, and temporal distribution.

Reframes the Turnstile risk model from a capability-token perspective, focusing on issuance/consumption semantics, scope binding, and execution integrity, and provides a defense prioritization for high-adversary environments.