Governance
Human-First AI GRC: Child Safety Baseline
January 2026
An implementation baseline for child safety and NCII prevention on AI-enabled platforms — capability gating, policy enforcement, age assurance, and audit evidence.
Insights
Research, written to be used.
Governance and architecture first. Discovery research is listed as a series, not as the definition of the firm.
Architecture
Contextual Clarity Optimization (CCO)
November 2025
A framework for architecting comprehension between human readers and machine reasoning.
Read the paperDiscovery
RAO, Properly Defined
August 2025
Response Answer Optimization — from retrieval to being chosen in AI-mediated discovery.
Read the paperDiscovery
RAO vs AEO
September 2025
Why answer-engine optimization is the wrong unit of work, and what replaces it.
Read the paperDiscovery
RAO 2.0 in Action
October 2025
Multi-agent systems, trust signals, and how organizations are surfaced or buried in AI-mediated channels.
Read the paperNotes
Maryland Manufacturing 4.0
Field notes
Readiness benchmarking and grant positioning from the Maryland Manufacturing 4.0 webinar, with notes from Maryland MEP and CESMII.
Read the notes