Untangling complex operations, data, and decision risk

When teams hit the point where spreadsheets, disconnected tools, or vague criteria stop being enough, I build the systems that make the next move clearer, faster, and more defensible.

Common problems: fragile workflows, fuzzy unit economics, messy data, regulatory complexity, and websites that do not pull their weight.

Work includes techno-economic modeling for sustainable materials, EPR compliance data architecture, operational software, and automated error recovery for enterprise LLM systems.

When the problem is bigger than the dashboard

You have operational complexity, messy data, and high-stakes calls to make.The spreadsheet works until it doesn't. The workflow works until volume, regulation, or cross-functional friction exposes the cracks.This is where decision architecture matters: clearer criteria, better information flows, and systems that help teams choose with more confidence.

See example workDecision infrastructure

What gets built

Usually the answer is not another isolated report.It is the underlying infrastructure that turns ambiguity into action: decision models, TCO tools, data pipelines, operational software, AI-assisted workflows, and compliance systems that can survive real-world use.The goal is repeatable judgment, not one-off heroics.

Jargon check·[TCO]·[105+ tests]·[EPR]
View portfolioSee client work

Problems I keep getting pulled into

Deep-tech viability. Logistics and operations at scale. Regulatory and EPR complexity. Sustainability data that needs to stand up to scrutiny. Small-business sites that need to generate trust and demand, not just exist.Different domains, same pattern: too much complexity, too little signal, and a decision surface that needs redesign.

Problem examplesBackground

If this feels familiar

You may be navigating a messy operational system, a high-consequence model, a compliance-heavy workflow, or a business that needs a sharper web presence.If the problem matters and the current setup feels brittle, a focused conversation can help clarify what the system should do. I work full-time, so replies are async — but I read every message.

Book a timeSee example workAbout & background

Problems I Help Solve

Who are you? / What are you here for?

Enterprise

When operations, policy, and unit economics all have to agree. Logistics engines, decision models, compliance systems, and multi-facility workflows for deep-tech and climate teams.

Corporate systems →

[TCO?] [EPR?]

Freelance

When a business needs a site or system that actually supports growth. Websites for local companies, lightweight product builds, consulting, and practical tooling that replace duct-taped workflows.

Web, consulting, decision infra →

[TCO?] [data pipelines?]

ConsultingDecision Engines
Full client work and services →

Core Competencies

Demystify the jargon →

The positioning can stay differentiated, but the page also needs to name the concrete systems and frameworks buyers actually search for.

Operational Decision Systems & Workflow Design

For teams whose decision process lives across spreadsheets, meetings, and tribal knowledge. I turn that into usable operating systems: information architecture, evaluation criteria, workflow logic, and tools that make judgment more repeatable. This is the layer underneath planning, prioritization, and operational execution.

PythonSQLTypeScriptReactNode.jsAI/RAG

Techno-Economic Modeling for Sustainable Materials

TEA, TCO, feasibility modeling, standards mapping, and manufacturing scale-up analysis for sustainable materials and climate-adjacent systems. The work is about whether the economics, operations, and policy environment actually support deployment. Built TCO engines[ELI5] that validated business models in policy and informed California EPR[wat?] rulemaking.

Financial ModelingTEA/FeasibilityEPR ComplianceGrant Writing

Automated Error Recovery in Enterprise LLM Systems

Enterprise AI needs more than a prompt and a demo. I build agentic systems, RAG architectures, and workflow automation with stronger recovery paths when things fail. Production systems with , , and deterministic policy cores with GenAI edges.

ReactTypeScriptNode.jsMongoDBOpenAIGraphQL

EPR Compliance Data Architecture

For teams dealing with , ESG, and multi-jurisdictional reporting, the challenge is usually structural: data lineage, rules, evidence, and process design. I build compliance-oriented information systems that can survive audits, scale, and regulatory change.

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

Live demos & micro-tools

Real software in production — try it or read how it works. These are the same systems that power client decisions.

Demo

EcoMetrics

Sustainability analytics & TCO — live at ecometrics.streamlit.app. 105+ data quality tests, multi-dimensional analysis.

Open live demo →Micro-tool

Error Recovery Agent

KineticCRM: 85% error recovery rate via multi-strategy fallbacks. Enterprise AI agent reliability — architecture, tests, and how we built it.

See the approach →

Projects

Examples of the systems, tools, and experiments behind this work. Some are live, some are in development, and each shows a different way of making complexity more usable.

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.

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.

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
Learn more →

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.

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
Learn more →

PULSE

Research

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

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

O(log n) queriesGPU-acceleratedDistributed architecture
Learn more →

CLIP Product Verification

Research

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

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

Multiple implementationsAdvanced trainingProduction pathway
Learn more →

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.

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

GIS Map Layers

In Development

Portable geospatial map layer tool: GEE-based tile layers (ESA WorldCover, US NLCD, USDA CDL, DEA Land Cover, terrain) and site-level queries (NDVI, land cover, biomass). No proprietary or product-specific data.

Portable geospatial map layer tool: GEE-based tile layers (ESA WorldCover, US NLCD, USDA CDL, DEA Land Cover, terrain) and site-level queries (NDVI, land cover, biomass). No proprietary or product-specific data.

Multi-source tilesSite APILibrary + API + UI
Learn more →

View full portfolio (projects + ideas) →

Reach out

If you are dealing with a brittle workflow, unclear economics, regulatory complexity, or a web presence that needs to do more than exist, you can still get in touch. This site is mostly a record of how I think and build — not an always-on sales line — but I welcome a thoughtful note when there's a real problem to discuss.

Prefer async? Use email on the contact page. A calendar slot is there if a live conversation helps.

Also

EmailLinkedInEcoMetrics Demo
Contact details and availability →

Find what you need

Ask about services, client work, or how to reach out. Answers are based on this site and include links to the right pages.

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