Assure

pllm.assure() runs implemented native fixtures, including negative controls, and returns EvidenceReport. Report production is not universal privacy proof. Each finding retains model or observed view, assumptions, resource bound, implementation/refinement boundary, and exact outcome.

CLI assure run is unavailable because scoped assurance command/output contract is incomplete. Python support applies only to fixtures present in current native package. See privacy semantics.

Python SDK example

import pllm

report = pllm.assure()
document = report.to_dict()
findings = {finding["id"]: finding for finding in document["findings"]}
assert findings["missing_truncation_carry"]["outcome"] == "refuted_in_scope"
assert "production runtime not attacked" in document["limitations"]

API: pllm.assure

Result covers bundled fixtures only, not a production runtime attack.