SUKAMO_ORG
~/src/modules
Production Ready v2.1.0-stable

XAI Core

Deterministic audit trails for neural outputs in regulated environments.

Production Context

Integration with Mainframe Modernizer

Used in Mainframe Modernizer to generate compliance reports for converted COBOL logic.

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Architectural Overview

The XAI Core (Explainable AI) module is distinct from standard generative explainability. It does not "guess" why the model made a decision; it traces the Abstract Syntax Tree (AST) transformation path.

In high-stakes mainframe migration, "hallucination" is not an acceptable failure mode. This module enforces a strict Verification Loop.

Latency Impact

Running the verification loop adds a marginal overhead to the transformation pipeline, but guarantees 100% logic retention.

LATENCY_TEST_RUNNER
01$> init_verification_sequence --target=COBOL_TO_JAVA
02Loading AST map... [OK]
03Checking logic branching... [OK]
04Verifying floating point precision... [SUCCESS]
05Total overhead: 12ms
06Audit trail generated: /var/log/audit_882.json
07

Integration Logic

When deployed alongside the Mainframe Modernizer, this module sits between the Generation Layer and the Commit Layer.

  1. Ingest: Raw COBOL code is parsed.
  2. Transform: AI suggests Java equivalent.
  3. Audit: XAI Core compares the Control Flow Graphs (CFG) of both.
  4. Reject: If CFGs do not match, the code is rejected before human review.