Work

the map — one forward pass, top to bottom

Ryan 0.00 a curious human

hidden layer 1 · education

Machine learning, predictive analytics, big data. view → Pepperdine 0.00 M.S. Analytics Statistics, human behavior, experimental design. view → Arizona State 0.00 B.A. Psychology

hidden layer 2 · experience

Evals for our internal AI Agent Harness. Previously experimental design for GenAI features. view → Meta 0.00 Data Scientist · now Shipped 3 AI-native iOS apps: Waves AI, LOOT Finance, Swole. All now deprecated. view → LOOT 0.00 Founder Measurement frameworks. Partner analytics. 33% reduction in job failures. view → TikTok 0.00 Data Scientist Built analytics from zero for 1,000+ franchisees. 1% revenue lift. view → Mathnasium 0.00 Sr. Data Scientist Medication adherence. Privacy-preserving analysis. view → SCAN Health 0.00 Data Analyst

hidden layer 3 · essays

You are what you read. view → Leave the Gun. Take the Cannoli. 0.00 July 2026 Paradoxically, profit will occur when they run out of resources. view → Better Dishwashers 0.00 May 2026 The mirror from the machine. view → Speculum Ex Machina 0.00 June 2025 Why do today what AI can do tomorrow? view → Intelligence Deflation 0.00 April 2025

hidden layer 4 · research

The Hitchhiker's Guide to Evals. How to tell whether your AI product actually works, past vibes-based QA. visit ↗ ShipFastEvals 0.00 guide · evals 15 Kahneman-Tversky biases, 6 frontier models, 4,725 evals per model. Opus 4.6 least susceptible. view → KahneBench 0.00 cognitive biases Do models "think" differently in different languages? 7 cognitive domains, minimal pair design. view → WhorfBench 0.00 linguistic relativity Multi-head attention, transformer blocks, 124M-1.5B parameter configs in PyTorch. view → dummyGPT 0.00 GPT from scratch Evaluation awareness and preference concealment in small models. Published on PyPI. view → Red-teaming 0.00 deceptive alignment Constitutional AI patterns and crisis-response testing for Waves AI. view → meditation-alignment 0.00 production safety

let's talk 0.00 P(we should talk)

hidden layers 1–2 · education & experience

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