About

I'm 21, and I focus intensely on understanding how systems work. I spend my time analyzing AI systems, mapping operational workflows, and building prototypes that help me understand complex problems. I'm drawn to the intersection of AI and operations—how intelligent systems can improve decision-making, reduce friction, and enhance human capability.

I'm an early-career AI analyst focused on operational workflow analysis and AI systems design. My goal is to work on systems that matter: analyzing how AI can improve workflows, designing solutions that address real operational problems, and helping teams make better decisions through structured thinking and practical AI application.

My strengths come from the work I've done independently:

• Systems Thinking: I break down complex problems into clear components, identify relationships and dependencies, and design solutions that address root causes rather than symptoms.
• Process Mapping: I analyze workflows end-to-end, identify bottlenecks, and understand how different parts of a system interact. PTConnect taught me how to map operational processes; AuthorCommand showed me how to design analytical systems with multiple coordinated components.
• Prompt Engineering & Workflow Analysis: I understand how to structure prompts, design multi-engine architectures, and improve model reasoning through better instructions. This comes from building real systems and iterating until they work reliably.
• Requirements Analysis: I gather requirements by understanding business needs, mapping user workflows, and translating insights into clear technical specifications.

These aren't theoretical skills—they come from building actual systems and learning through iteration. I'm disciplined, reliable, and committed to continuous improvement.

Self-driven experimentation and continuous learning with modern AI tools and systems. I study the capabilities and limitations of large language models, evaluate new releases from OpenAI, and explore applied workflows using:

• OpenAI API & Assistants API
• Embedding models & vector search workflows
• Prompt engineering frameworks
• Lightweight automation tools (Python + API chains)
• Model evaluation techniques
• Real-world workflow simulation and prototyping

My projects (PTConnect, AuthorCommand, freelance tooling) were built independently—not as demos, but as attempts to understand how real systems behave, where AI breaks, and how to architect around constraints.

I prefer small, focused teams. I'm comfortable taking ownership of complex problems, reading documentation, and iterating until solutions ship. I value mentorship and feedback; I want to be the junior analyst who makes senior people's lives easier by delivering reliable work.

I approach problems analytically: understand the system, map the workflow, identify the bottlenecks, design solutions that address root causes. I don't jump to solutions—I analyze first, then build. I'm capable with AI tools, fast at learning, and I've put significant time into real projects that demonstrate my ability to deliver results.