Energy Scout
Makes solar ROI, incentives, and installer options clear for homeowners.
View project ↗Unclear workflow → working system.
I build early systems for messy product and workflow problems. The loop is simple: get the real data, find the bottleneck, build a small test, measure what changed, and keep what held up.
Santa Cruz, CA · Remote preferred · SF Bay Area / California hybrid for the right team.Santa Cruz, CA · Remote
Built and deployed systems across homeowner energy decisions, apartment leasing operations, private agent workflows, and quantitative research. Python, TypeScript/Next.js, Postgres, APIs, and LLM workflows.
Projects
projects
Selected work
Projects
Agentic Real Estate Ops + Lead Engine
Privacy-safe listing-to-leasing operating loop: source → inquiry → tour → application → signed lease.
View case study ↗ABrain operating system
A private daily-use system that routes work between Claude Code, Codex, Hermes, and long-running agents.
Bitcoin ML
Tests Bitcoin signals against forward returns with walk-forward and Monte Carlo validation.
View research ↗How I work
Diagnose → test → measure → keep.
- DiagnoseGet the real data and find the bottleneck.
- TestShip the smallest version someone can actually use.
- MeasureCompare what changed before calling it progress.
- KeepSave the code, tests, receipts, and reusable pieces that held up.
Multi-harness toolchain
Claude Code, Codex, Hermes, Python, SQL, APIs, and small integrations when they help the workflow. The method matters more than the tool.
More about me
Background
Engineering → solar → data → applied AI.
Focus
Energy, property, markets, and tools that make decisions clearer.
Best fit
agent workflowsLLM appsforward-deployed AIworkflow toolsearly 0→1 systems
Good fit
ambiguous product/workflow problemsdata/integration-heavy toolsAI prototypes with real usersbusiness ↔ technical translationmission-aware teams
I'm strongest from discovery through first production deployment, especially where product, data, integrations, and AI workflows meet.