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Adapting to the World of AI
AI, Systems Thinking, and Building Pet Lore
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My journey into AI and app development began less through technology itself and more through curiosity, adaptation, and necessity.
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While exploring remote work opportunities to supplement my income, I kept encountering roles connected to artificial intelligence, prompt writing, workflow design, and emerging digital systems. Initially, my interest was practical:
understanding how these tools worked,
where industries were heading,
and how communication itself was beginning to evolve alongside them.
But the deeper I explored, the more fascinated I became.
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What started as experimentation gradually turned into an intense period of self-directed learning spanning AI systems, prompt engineering, workflow development, automation, structured thinking, UX concepts, Firebase architecture, no-code app development, and the growing relationship between human creativity and machine-assisted systems.I began using AI not only in daily life, but as a collaborative tool for research, brainstorming, strategic planning, systems mapping, technical troubleshooting, career exploration, and eventually app development itself.Around the same time, I also launched Future Tense — a LinkedIn newsletter and creative platform exploring communication, AI, storytelling, public trust, ethical systems, career reinvention, and the rapidly changing relationship between technology and human-centered work.

As I became more immersed in these tools, I also began using AI to help organize and synthesize decades of communications experience into a structured collection of professional case studies spanning nonprofit work, donor stewardship, editorial systems, AI-assisted workflows, public affairs, executive communications, and organizational storytelling practices. F
What began as a personal effort to reflect on lessons learned throughout my career gradually evolved into a library of twelve communications and governance case studies focused on institutional trust, storytelling stewardship, AI integration, editorial systems, and organizational best practices.
Unexpectedly, that work later became professionally relevant beyond personal reflection. Elements of those frameworks are now being referenced and adapted within the organization where I currently serve as a board member, helping support conversations around institutionalizing communications best practices, organizational learning, and long-term capacity building.

That experience reinforced something important for me: AI became most valuable not as a replacement for human judgment, but as a tool for organizing ideas, recognizing patterns, structuring knowledge, and helping make years of experience more visible and actionable.
Over time, I realized many of the same instincts that shaped my communications career — storytelling, systems thinking, emotional framing, and information design — were reappearing in entirely new forms.
Pet Lore ultimately became the convergence of those worlds. What began as a storytelling concept gradually evolved into wireframes, onboarding systems, Firebase databases, lore cards, visual identity systems, and the development of Murphy — the storybook-inspired mascot at the center of the app’s creative world.
In many ways, learning AI and app development felt like discovering new tools for instincts that had quietly been there all along.
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