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.
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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.
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The three lists below describe key services available for individuals, corporations, and AI makers.
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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
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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
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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​
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