Replacing the Agent Loop: A Drop-in GLM-5.2 Shim for an Anthropic-Native Vuln Pipeline
There’s a particular kind of satisfaction in finding out that a “hard integration problem” was actually three small problems stacked on top of each other. That’s what this experiment turned out to be. The premise: Anthropic open-sourced a vulnerability discovery harness — a self-driving pipeline that spawns parallel agents inside gVisor-sandboxed containers, each one a claude -p headless session tasked with finding memory-safety bugs in C/C++ code. The pipeline is opinionated in a way that’s both admirable and limiting: it speaks Anthropic, it runs Claude, it requires an OAuth token or API key, and the agent container is a Node + npm install with the Anthropic CLI as the loop driver. ...