Paulus Femi Leunufna

Totally agree, safety constraints are really the core challenge here.

What makes it tricky is that “unsafe” isn’t just about specific commands, but about how they’re composed and the context they run in. Two syntactically valid commands can have very different risk profiles depending on scope, permissions, and recursion.

I think the interesting direction is combining:

• structural command analysis (instead of keyword filtering)
• risk classification layers before execution
• and ideally sandboxed environments for any real action

Datasets like this are great for learning the mapping, but the real gap is teaching models when not to execute or when to ask for confirmation.

That’s probably where smaller, practical terminal agents will differentiate the most.