AI-Driven Workflow Design
I design and implement workflows that make creative and technical projects faster, cleaner, and more expressive—using AI not as a gimmick, but as a structural advantage.
ABOUT
I build AI-driven workflows and design tools that make creative and technical teams faster, cleaner, and more expressive.
I'm a student, creator, and technology expert who intuitively understands how systems work and how to make them better. I build AI-driven workflows and design tools that make creative and technical projects faster, cleaner, and more expressive.
I love bridging logic and creativity, turning complex systems into experiences that just make sense. My work sits at the intersection of art, code, and intelligence, and that’s exactly where I feel most at home.
Art x Code
Systems Thinking
AI Tooling
CAPABILITIES
Where I work best—tight feedback loops between AI, design, and technical systems.
Hands-On AI Engineering
Training object detection models, fine-tuning and evaluating LLMs, and running models locally are part of my toolkit. I like turning complex systems into something that feels simple and usable.
Technical Instinct
I diagnose problems quickly and understand how technology really works. That instinct lets me bridge creativity with logic so the tools we rely on actually deliver.
Procedural 3D & Visual Systems
I spend a lot of time in Blender, building polished abstract visuals and experimenting with procedural techniques that keep clarity, efficiency, and creativity working together.
Critical Curiosity
I'm open-minded, but I question tools, trends, and ideas until they make sense. I chase the “why” so teams ship work that is grounded, intentional, and future-proof.
SELECTED WORK
I turn prototypes into living systems, and experiments into things people want to use.
Below are snapshots of how I merge AI, design, and technical direction. They show my range—systems thinking, production polish, and a relentless push toward clarity.
Workflow
Adaptive Workflow Engine
Designed an internal toolkit that orchestrates AI agents, automation scripts, and human feedback loops. Teams ship faster because the system tracks quality, nudges next steps, and keeps every asset version-controlled.
- → Concept & architecture
- → AI agent design + evaluation
- → Tooling documentation & onboarding
AI + Research
LLM Evaluation Lab
Ran a series of fine-tuning and evaluation cycles for domain-specific LLMs. Built custom benchmarks, prompt suites, and local inference workflows to keep iteration tight and measurable.
- → Fine-tuning + dataset design
- → Quant + qualitative eval metrics
- → Local deployment + tooling
3D / Procedural
Blender Systems Library
Created a library of procedural assets and abstract visual systems. Every scene is parametric, so visual direction, lighting, and motion can flex without rebuilding from scratch.
- → Geometry node setups
- → Render automation
- → Art direction & documentation
Systems
Creative Ops Diagnostics
Partnered with teams to audit their toolchains, surface bottlenecks, and design new automation layers. The result: clean handoffs, searchable knowledge, and fewer late nights.
- → Discovery & facilitation
- → Technical troubleshooting
- → Roadmaps & playbooks
APPROACH
I question everything until it feels inevitable.
Open-minded doesn’t mean uncritical. I interrogate tools, trends, and ideas until the solution is clear, grounded, and future-friendly. That mindset keeps me honest—and keeps teams from chasing noise.
01 · Listen & Diagram
I map systems quickly—people, tools, friction points—so everyone can see what’s really happening.
02 · Prototype & Stress-Test
I build working versions early, then run them through weird edge cases to make sure they hold up.
03 · Document & Share
Every system gets documentation, visuals, and onboarding so teams can own it after handoff.
CONTACT
Let’s build something thoughtful.
If you need someone who can translate between artists and engineers—or if you want to re-imagine how your team uses AI—reach out. I’d love to help.
Phone
(+1) 720-215-0957
madeleine@themullers.org
mlmuller01@bvsd.org
Social
@mlmPenguin
Instagram · Snapchat