Ben Miller AI Capability Research · Context Engineering
Available for engagements
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Scratchpad

Ideas, explorations, half-formed thoughts

LRC Proofs Recursive AI Capability Graphs Context Compression Multi-agent + Add idea
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Tools for Use

Resources and tools you can use

Magic PDF Maker
Claude skill for generating beautiful, designed PDF documents. 10+ aesthetics, component library, production-ready output.
View in portfolio →
Entry Gate Protocol
Context engineering framework for session continuity. Maintain AI capability across conversation boundaries.
View in portfolio →
ClauDraw Methodology
Bezier curve techniques for AI-generated SVG illustration. Teaching AI to draw with intention.
Coming soon
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Resources Curated
Book
Thinking in Systems
Donella Meadows
Foundational for how I approach complex problems
Book
The Art of Doing Science and Engineering
Richard Hamming
Style of thinking matters more than knowledge
Video
Andrej Karpathy — Let's build GPT
YouTube
Best single resource for understanding transformers
Video
3Blue1Brown — Neural Networks
YouTube
Visual intuition for the math
Tool
Claude
Anthropic
Primary collaborator and research partner
Tool
Cursor
Anysphere
AI-native code editor, daily driver
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Activity Stream Live
Today
Responsive pass on Scroll Animations, Visualizer, Capability Research Portfolio · Narrow mode, orientation messaging, shadow clipping
Today
Published Capability Self-Knowledge research findings Research · Models at <1% confidence on tasks they solve 100%
Today
Built RAPID.md — 19-page formation protocol PDF Documentation · Amber/crimson design system, zero overflow
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Today
Built CLAUDE.md — 22-page operational reference PDF Documentation · Teal/blue palette, full content mapping
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Yesterday
Added Scene 4: Creativity to Capability Research Portfolio · Ghost Ocean artwork, claim card layout
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Yesterday
Recovered Scene 3: Lonely Runner Conjecture Portfolio · Funnel visualization, PDF-first architecture
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2 days ago
Replaced WebGL with CSS paper physics PDF Maker · Shadow-only mesh rendering → pure CSS transforms
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2 days ago
Built canvas zoom/pan viewer for PDF Maker Portfolio · Ctrl+scroll zoom, fold-down explainer, sticky stacking
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3 days ago
Finalized Wilson's theorem proof — publication-ready PDF Mathematics · Novel orbit-counting approach on p-cycles in S_p
3 days ago
WebGL paper fold physics — mesh deformation + shadow casting PDF Maker · Three.js vertex shader, grip-release dynamics
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4 days ago
Built interactive tutorial system for portfolio Platform · SVG masking, sequential highlights, postMessage
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5 days ago
Auto-playing thumbnails + 4th-wall cube effect Landing Page · Transparent WebGL, oversized iframe bleed
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5 days ago
Scroll animation iframe ↔ parent communication Parallax Scroll · Ctrl+scroll zoom forwarding, postMessage bridge
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1 week ago
Complete Scroll Animation Showcase Portfolio · Beaker bubbles, controller inputs, auto-reset loop
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1 week ago
Complete Procedural Shader Art Portfolio · Quantum cubes + dodecahedron, GLSL iridescence
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8 days ago
Complete Adaptive UI Demo Portfolio · Hysteresis threshold, resizable browser mockup
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8 days ago
Complete Audio Visualizer Portfolio · Multi-res FFT, spectral flux, spring physics, system failure narrative
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10 days ago
Canvas controls — zoom, minimap, keyboard shortcuts Platform · Touch feedback, location breadcrumbs, power mode toggle
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12 days ago
Published Capability Elicitation research presentation Research · Five chapters, arithmetic → systems design
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13 days ago
Iterating on ClauDraw bezier system Methodology · Pretzel topology, smooth curve skill, shape library
13 days ago
Created Claude + Ben duo signature SVG Art · Animated stroke drawing, gradient glow, hover interactions
2 weeks ago
Complete Magic PDF Maker v2.1 Claude Skill · Installed, production-ready, 10+ aesthetic presets
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Bio

AI capability researcher building tools and methodologies for human-AI collaboration. Two years deep in capability elicitation, context engineering, and pushing model boundaries. I find what your AI can do that you didn't know it could.

The throughline across 12+ years: understand a complex system deeply enough to make it perform better. Previously that was brands and businesses. Now it's AI.

12+ Years consulting
50+ Clients
2 Years AI R&D
PMP Certified
Experience
APX Instinct
2024 – Present
AI capability research, context engineering, tool development. Building methodologies for human-AI collaboration.
Magic PDF Maker ClauDraw Entry Gate Field Notes
BM Consult
2012 – 2024
Marketing, branding, and design consulting. Strategy, product, and operations across 50+ clients.
Armory Saarman NuCura Brenton Way All Health Trends Senske Main Stage
Skills
AI / ML
Claude API GPT-4 API Prompt Engineering Context Engineering RAG Systems
Languages
Python JavaScript TypeScript SQL
Platforms
Anthropic Console OpenAI Platform Vercel Cloudflare
Methods
Capability Elicitation System Design Project Management Technical Writing
Education & Certs
Washington State University Business Management
PMP Certification PMI
Deep Learning Specialization DeepLearning.AI
Machine Learning Stanford
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Keyboard Shortcuts
Zoom in/out Ctrl + scroll
Pan Ctrl + drag
Reset zoom 0
Power mode
Scroll to zoom, drag to pan