This disclosure relates to a symbolic containment firewall that evaluates and governs
natural language transactions before they modify state in downstream computer systems. Incoming text is associated with a configurable domain profile and normalized, and
heuristic features such as entropy, anchor coverage, omissions, and contradictions are computed. A model adapter obtains a model assisted
structural stability score, and a symbolic containment engine combines the
heuristic features and model
score into a containment stability
score and containment stability
label. A decision stage selects a pass, block, or escalate action and may generate refactored text that satisfies domain profile requirements. For each transaction, the
system constructs a canonical audit object that captures the input, context, analysis, and decision, computes a cryptographic seal over a deterministic representation of the audit object, and writes the sealed audit object to
write once read many storage that gates downstream execution and enables later
verification of containment decisions.