I work in the field of Human-AI interaction, focusing on how people understand, think, and communicate with AI systems. My background blends aviation, Crew Resource Management (CRM) training development, safety, systems thinking, and existential psychology -- disciplines that rely on clarity, structure, and high-coherence reasoning. "Real world" experience shapes my research, protocol design, teaching,
and writing.
When operating within clear frameworks, AI systems have powerful ability to interpret language, recognize patterns, and collaborate with people to expand human capabilities in meaningful and productive ways.
The three lists below describe key services available for individuals, corporations, and AI makers.
Questions and requests for more information are welcome at ML@MLilla.com
FOR INDIVIDUALS AND COMMUNITY
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Discuss types of AI and access methods
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Discover what AI can/can't do
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Explore how AI works
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Practice how to talk with AI for best results
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Learn how to recognize and avoid AI "hallucination" and other AI errors
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Separate AI rumor from fact for present and future
FOR CORPORATIONS
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Determine which tasks benefit from AI
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Build organization-wide AI literacy
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Establish internal AI-use standards
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Improve workflow integration
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Train leaders and managers
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Train-the-trainer
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Support responsible-AI adoption
FOR AI MAKERS AND SYSTEMS
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Improve responsible-AI safety
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Enhance system interpretability
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Reduce false-positive safety triggers
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Improve human-intent interpretation
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Integrate human meaning-making
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Strengthen human-AI joint reasoning safety