Designing the Systems Through Which Complex Decisions Get Made

Systems-level decision architect specializing in deep-tech environments where uncertainty, capital allocation, regulation, and scale intersect. Not just analyzing data: designing the information architecture and evaluation frameworks that determine what is real, viable, and strategically defensible.

Enterprise systems (deep-tech & climate) · Freelance: web dev for local small businesses (LaunchFizz), consulting, decision engines

The visualization morphs through shapes, simulates physics, and can have modifiers applied to its surface.

Who I am

I design the systems through which complex decisions get made.Operator → designer.
Analyst → architect.
Insight generator → decision framework builder.Systems-level decision architect in deep-tech: uncertainty, capital allocation, regulation, and scale. Not just analyzing data: designing the information architecture and evaluation frameworks that determine what is real, viable, and strategically defensible.

Full dossier How I approach problems

What I build

Reusable decision infrastructure, not one-off dashboards.7+ years building the frameworks, process design, and information architecture that make better decisions repeatable at scale. EcoMetrics, KineticCRM, and enterprise clients in deep-tech: production systems with automated tests, TCO engines that validate business models in policy, and EPR advocacy that shaped California rulemaking.From operator to designer of the environments where decisions happen.

Jargon check·[TCO]·[105+ tests]·[EPR]

View portfolio See client work

Where I've been

Enterprise: Director of BI & Strategic Integration. TouchPoint Health: Co-Founder, Head of Product & Operations. Arcview, Real Share, Buchalter.Led regulatory advocacy with public testimony. Architected 10-facility national rollout strategy. Built platforms handling 1K–100M unit volumes and $50M+ logistics optimization. B.A. Political Economy, University of Washington.

Client work Full timeline

Connect

Enterprise systems. A site for your local business. Strategic consulting. Decision infrastructure.If any of that sounds like you — book a time or drop me a line. I'm open to full-time, consulting, and project-based work.

Book a time See what I do Full dossier

What I Do

Who are you? / What are you here for?

Enterprise

Production systems for deep-tech and climate. Logistics engines, TCO models, EPR compliance, multi-facility rollouts.

Corporate systems →

[TCO?] [EPR?]

Freelance

Web dev for local small businesses (LaunchFizz), consulting across domains, decision engines. Sites for restaurants, retail, trades, creatives — plus strategic advisory, TCO models and data pipelines.

Web, consulting, decision infra →

[TCO?] [data pipelines?]

Consulting Decision Engines

Full client work and services →

Core Competencies

Demystify the jargon →

Decision Architecture Design

Designing the systems through which organizations decide under uncertainty. Formalizing tacit judgment into repeatable frameworks: information architecture, evaluation criteria, constraint modeling. Codifying how technical risk gets evaluated and strategic options get compared.

PythonSQLTypeScriptReactNode.jsAI/RAG

Deep-Tech Evaluation & Viability

TEA and feasibility modeling, regulatory & standards mapping, manufacturing scale-up viability. Asking: Should this technology exist? Where does value actually live? What fails at scale? Built TCO engines[ELI5] validating business models in policy; influenced California EPR[wat?] rulemaking.

Financial ModelingTEA/FeasibilityEPR ComplianceGrant Writing

AI & Process Decision Intelligence

Agentic systems, RAG architectures, and automation that formalize decision workflows. Production systems with , , deterministic policy cores with GenAI edges.

ReactTypeScriptNode.jsMongoDBOpenAIGraphQL

Regulatory & Information Design

Navigating /ESG frameworks, influencing rulemaking, and designing compliance systems that structure how organizations respond to regulation. Led regulatory advocacy; architected automation handling multi-jurisdictional requirements.

dbtDuckDBPostgreSQLStreamlitPrometheusGrafanaDocker

Systems by Lane

Climate Intelligence

EcoMetrics

[data quality?]

Agentic AI Systems

KineticCRM, H1 Agent

[error recovery?]

Logistics & Operations

Enterprise (deep-tech & climate)

Local Small Business

LaunchFizz — sites for restaurants, retail, trades, creatives & more

Projects

Portfolio work — some in production, some in development or research. Status on each card.

EcoMetrics

Live

How do you validate environmental claims for 75+ SKUs? Production-grade sustainability analytics platform with 105+ automated data quality tests, expert domain normalization, and confidence scoring for environmental claims.

105+ automated tests99.7% data accuracy$2M+ annual decisions75+ SKUs validated

Learn more →·Demo

KineticCRM

Beta

Making AI Agents reliable enough for Enterprise. AI-first CRM with 85% error recovery rate, graph-based workflow execution, and autonomous lead management through multi-strategy fallback systems.

151+ automated tests90%+ coverage85% recovery rate94% classification accuracy

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H1 Trading Agent

In Development

Quantitative crypto trading system with 2.1+ Sharpe ratio, spectral arbitration (FFT/Wavelet), Synapse-inspired model weighting, and cost-aware backtesting.

2.1+ Sharpe ratio<15% max drawdown55-60% win rate

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PULSE

Research

Decentralized 3D asset discovery system with octree spatial indexing, DHT integration, gossip protocols, and GPU-accelerated rendering.

O(log n) queriesGPU-acceleratedDistributed architecture

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CLIP Product Verification

Research

Computer vision system for product authentication using Siamese networks, CLIP embeddings, YOLO object detection, and contrastive learning.

Multiple implementationsAdvanced trainingProduction pathway

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Sustainable Materials Platform Systems

Live

Production-grade systems for a platform-licensor / licensee model in sustainable materials manufacturing. BFF + microservices (Product, Pricing, Sync + platform API for carbon/process). Two-legged logistics (ocean + domestic), piecewise pricing, geospatial port detection. EPR fee schedules and map overlays. Environmental claim validation at enterprise scale.

105+ automated tests1K-100M unit scaling8+ architectural patterns

Learn more →·Demo

View full portfolio (projects + ideas) →

Get in Touch

Enterprise systems, strategic consulting, or decision infrastructure — let's talk.

Book a time directly on my calendar.

Also

Email LinkedIn EcoMetrics Demo

Full contact and availability →

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Jargon overload? Browse explainers — TCO, EPR, data quality, error recovery & more.