A Byte Cap and Secret Gate Before You Send an OSS Patch to a Free Model
A free model review is only as good as the context you send it. Most OSS triage bundles are too large, too leaky, or too vague. The fix is a local gate, not a better prompt. This is not a post about a new model release. It is about the context you send one. AI fatigue is a rational response to unbounded model use. A bounded bundle makes model help auditable and cheap to stop. A maintainer sees a stack trace, a full diff, and a vague request. The model sees the same noise. Neither gets a testable
🎯 Vulnerability: Remote Code Execution (RCE)
💡 Defense Fix: Avoid executing shell commands via system(). Use parameterized APIs and strict input sanitization.