Comment by fredmendoza

you're right, they are tools. that's kind of the point. PAL is a subprocess that runs a python expression. Z3 is a constraint solver. regex is regex. calling them "surgical" is just about when they fire, not what they are. the model generates correctly 90%+ of the time. the guardrails only trigger on the 7 specific patterns we found in the tape. to be clear, the ~8.0 score is the raw model with zero augmentation. no tools, no tricks. just the naive wrapper. the guardrail projections are documented separately. all the code is in the article for anyone who wants to review it.