/tags/agent-loop/ Recent content in Agent-Loop on Napat's Inverse Blog Hugo en-us Tue, 16 Jun 2026 03:55:00 +0700 /ai-analysis/2026-06-16-glm5-shim-vuln-pipeline/ Tue, 16 Jun 2026 03:55:00 +0700 /ai-analysis/2026-06-16-glm5-shim-vuln-pipeline/ What happens when you rip out the Anthropic CLI from a self-driving vulnerability discovery pipeline and substitute a 16 KB Python shim that talks to GLM-5.2 over an OpenAI-compatible API? You find bugs. Faster than expected, on a tighter budget, with fewer moving parts than the original.