ZEISMO Research & Lab / Computational pilot 1.0
Author: Mohanad Osama Zahran
Published 7 October 2026. Local record: ZRL-AIO-B03-PILOT-2026-001.

This package contains synthetic cases, reference labels, model payloads and responses,
including development failures. It contains no customer data or provider credentials.
Frozen configuration and run timestamps precede evaluation collection. The rubric
was never part of a model request. Same-model AI annotation audits are not independent
human ground truth. The originally proposed human explanation review was not performed.
The ZEISMO Lab badge verifies the computational record, not universal model safety.

OFFLINE REPRODUCTION (Python 3.9+, no dependencies or API calls):
python3 tools/evaluate.py validate
python3 tools/compare.py --condition A=output/stage-2/rules-baseline-responses.jsonl --condition B=output/evaluation-20261007/B-responses.jsonl --condition C=output/evaluation-20261007/C-responses.jsonl --condition D=output/evaluation-20261007/D-responses.jsonl --output reproduced-analysis.json
python3 -m unittest discover -s tests -p test_evaluate.py
Compare reproduced-analysis.json with output/final-analysis.json.

SHA256SUMS.json identifies exact package bytes except itself. PDF and ZIP checksums
are provided outside this archive in the public verification record. Check hashes
before running code. The runner is included for methodology inspection. The private
provider-connection adapter and budget database are not distributed. Re-running
models requires your own adapter, credentials, spending approval and fresh outputs;
identical generated wording is not guaranteed. The original full internal freeze
retains an adapter digest for provenance without disclosing service configuration.
The counting audit script describes the verification performed in the internal
workspace; offline metric reproduction uses the two commands above.

Public reference URLs identify primary sources; copyrighted source documents are
not redistributed. Readers may inspect and reproduce these synthetic calculations
and cite this edition with attribution and scope retained. No production authority
or operational safety approval is granted by this material.
