On the record
Research, code, and writing
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On the public record at NIST
Submitted a public comment to NIST on the SP 800-82 Rev 4 preliminary draft (Guide to Operational Technology Security), September 2026 - arguing that compliance status is not authority to change OT state.
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Open-source authority gate
Glass Box, our public repository, holds the deterministic Sentinel authority gate (ALLOW / REVIEW / DENY) with a passing regression suite and the Jev evidence-evaluation adapter.
github.com/Unmute1-Ai/glass-box -
Published writing
An ongoing article series on interpretation vs. authority in AI systems, including “PRIMER: Building AI for Children That Knows Its Place.”
Read on Medium · Read on LinkedIn -
Benchmark in progress Kaggle × DEV challenge
“Confidence Is Not Authority” - an open benchmark that measures how often models claim authority they were never granted, using frozen adversarial cases (critical false-allow rate). Entry in progress for the October 2026 challenge.