Beyond Prompts. Toward Real Tools.
I’m Carmelyne Thompson, AI toolmaker, full stack developer, and system thinker. I design human-in-the-loop workflows, agent-first infrastructure, and practical dev tools for people building the future with LLMs.
Hi, I’m Carmelyne!
I build intelligent tools and agent workflows that keep humans in the loop. With a background in full stack development and UX design, I now focus on creating AI systems that are ethical, practical, and built for the real world.
Experience that Counts:
20+ years building web, mobile, and now AI-integrated tools—from code to cognition.
Systematic Thinking:
Bridging creative vision with technical feasibility, now applied to LLMs, prompt engineering, and agent infrastructure.
Adaptability:
Actively exploring and building with AI, schema-first content design, and next-gen developer tooling.
Mentorship:
Passionate about helping others transition into AI, and teaching systems that help AI work better with us, not instead of us.
What I’m Building Now
Right now, I’m building tools that help humans collaborate with AI — not compete with it. My focus is on systems that are transparent, explainable, and practical, with real-world use at the core.
A documentation-first command-line tool for managing AI agents. Built for traceability, transparency, and structured human-in-the-loop workflows.
A storytelling-based learning series that makes logic, programming, and LLM thinking accessible — starting with kids, but made for all curious minds.
A lightweight AI reading companion designed to improve comprehension and critical thinking for Filipino learners, even in low-resource settings.
A platform for climate-conscious tools, community initiatives, and AI-assisted insights. It’s designed to support local action, planetary awareness, and regenerative thinking — one small decision at a time.
Complex Problem? Let’s Design a Smarter Solution Together.
Technology is changing fast, and I’m building with it one prototype at a time. My focus is on agent workflows, LLM tooling, and human-in-the-loop systems that explore what it means to work alongside AI. I don’t claim to have all the answers, but I’m testing real ones daily, and I’d rather build something meaningful.
Prototypes, tools, systems, and solutions—always for people.
From UX polish to AI tooling, these are systems I’ve designed, built, or shaped.
Where Thoughtful Design Meets Agentic Infrastructure
As a systems-focused developer, I build tools that support AI collaboration and not just interaction. I focus on workflows, scaffolding, and trust layers that make intelligent systems usable, traceable, and human-aware. Whether shaping prompts, interfaces, or behaviors, I design for both cognition and code.
I’ve contributed to platforms and products across diverse industries – designing not just interfaces but workflows and logic that adapt to real-world needs.
These systems span education, publishing, e-commerce, social enterprise, and event coordination, with recent work focusing on trust, traceability, and intelligent agent integration.
Each project has taught me how to align intent, design, and system behavior under constraints. I’ve worked with teams to build tools that are not only functional—but also explainable, resilient, and future-facing. My current focus is on designing trustworthy interfaces and agent scaffolds in a world increasingly shaped by AI.
I’ve contributed to platforms and products across diverse industries—designing not just interfaces, but workflows and logic that adapt to real-world needs. These systems span education, publishing, e-commerce, social enterprise, and event coordination, with recent work focusing on trust, traceability, and intelligent agent integration.
Each project has given me unique insights into design, development, integration, and problem-solving, often working with the constraints of budget, timelines, and technical requirements. My work focuses on creating robust, user-friendly solutions that meet both business needs and user expectations.
Transforming Ideas into Functional, User-Centric Solutions
End-to-End Understanding
I guide solutions from spark to spec to system — making sure every idea is technically feasible, human-aware, and production-ready.
Technical Depth & Creativity
With roots in both design and engineering, I bridge the gap between logic and intuition. I prototype fast, think in systems, and debug with care.
User-Centric Design
I build with empathy — designing interfaces and workflows that serve real people in the loop, not just the model behind the curtain.
Team Player
I translate across silos — aligning devs, designers, researchers, and stakeholders around shared intent, especially in fast-moving AI environments.
End-to-End Understanding
I guide solutions from spark to spec to system — making sure every idea is technically feasible, human-aware, and production-ready.
Technical Depth & Creativity
I build with empathy — designing interfaces and workflows that serve real people in the loop, not just the model behind the curtain.
User-Centric Design
With roots in both design and engineering, I bridge the gap between logic and intuition. I prototype fast, think in systems, and debug with care.
Team Player
I translate across silos — aligning devs, designers, researchers, and stakeholders around shared intent, especially in fast-moving AI environments.
Designing Intuition Into Intelligent Systems
After years of building full stack applications, I found my passion in shaping intuitive, explainable user experiences — and that hasn’t changed. What has evolved is where those experiences live: inside workflows powered by LLMs, agents, and adaptive interfaces.
My background helps me bridge what’s technically possible with what’s humanly understandable. I still design for users — but now, the interface might be a prompt, a schema, or a feedback loop between human and machine.
Whether you’re building an AI-integrated tool, designing agent workflows, or just exploring what’s next — I can help bring clarity, structure, and a human touch to your vision.
I’m open to consulting, collaboration, and freelance work that aligns with:
The following testimonials are excerpts from endorsements shared on LinkedIn
What My Clients Says
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John Doe
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Jenna Smith
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Samuel Stevens