Production systems running unattended on self-hosted and edge infra

Applied AI Engineer

I build systems that survive contact with production.

Day to day that is system design — where state lives, how pieces fail, what must be measured.

View selected work
Selected Work

Three systems, designed, built, and run end-to-end.

Console live · generation paused · private

Baldwin

Lead generation, site generation, and a hosted sales console — one system, run by one operator.

Finds local businesses with strong reviews and weak or missing websites, builds each one a personalized demo site with a fact-gated local LLM, and puts the whole board behind a CRM / dialer console with payment in-page. About 10,100 demo sites across 78 counties, built end-to-end in about five weeks.

AIDataFull-StackInfra
Local · personal tool

VectorAI

An LLM agent that finds and ranks the jobs actually worth applying to.

An LLM job-search agent that pulls real openings from public ATS APIs, retrieves candidates by keyword or semantic (vector) search, and scores each role's fit against a profile with grounded LLM reasoning and gap analysis — built end-to-end on 100% free infrastructure.

AIMLData
Live

Scanopy

Turning raw aerial imagery into a scored, mapped lead product.

A geospatial computer-vision pipeline that analyzes county imagery to measure tree canopy over structures, scores properties by hazard and ownership signals, and ships the result as a live, filterable map of prioritized leads for tree-service companies.

Computer VisionDataFull-Stack
Archive

Earlier and smaller builds.

Each of these went from idea to something running. Listed for range, not depth.

  • HawkA self-correcting ML system trading live financial markets.ML
  • StateBizMapA network map of who's really behind a state's businesses.Data
  • Portal CRMA complete self-hosted CRM + ops platform for a field-service crew.Full-Stack
  • StickyA digital corkboard built for the people who still use paper ones.Full-Stack
  • Gulf Shield AIProperty-risk and insurance analyzer scoring four hazard models into a PDF report.ML · Geo
  • PoolscopeDetects swimming pools from 0.3m aerial imagery with an NDWI + shape classifier over county parcels.Computer Vision
  • DroneMap3D building-height map across eight regions, fusing LiDAR with open building footprints.Geospatial
  • WeatherdudeCalibrated probabilistic forecasting bot for daily temperature markets, with its own backtest harness.ML
  • Pool Owner IntelMaps every pool in a metro from assessor records and flags absentee-owned properties.Data
  • Pool RoutesNationwide listing aggregator with multiple-of-monthly-revenue valuation and alerts.Data
  • AegisAnti-scam payment shield: risky transfers are held until a chosen cosigner approves.Product
  • DisqordPrivate two-person messenger with WebRTC voice, a shared whiteboard, and voice effects.Full-Stack
  • VisionboardInfinite-canvas mind map with a kanban pipeline, pan/zoom, and local persistence.Front-End
  • PadMaxRV/boat storage-facility designer — 2D layout plus 3D walkthrough with a live pro-forma.Product
  • WinstonKeyless auction deal-finder that scores surplus and salvage listings locally.AI
  • AlbatrossModdable 3D party golf game — twelve courses, physics-driven AI opponents, weather.Games
About

What sets the work apart isn't a notebook of experiments — it's pipelines that run unattended, fail closed, and correct themselves when they drift.

BSCS. I design and ship end-to-end systems: ingest messy real-world data, rank it, generate with constraints, and run the result unattended.

Previously field-service diagnostics (mechanical systems); same isolation loop, now applied to software and models.

Education
BSCS
Focus
Applied AI · production systems · grounded generation
Open to
Applied AI engineer · AI platform · forward-deployed / applied systems
Toolkit

The stack I reach for, grouped by how systems fit together.

Applied AI

Grounded / Fact-Gated GenerationStructured (JSON) LLM OutputLocal & Open-Weight LLMs (Ollama)Template Fallback on Ungrounded OutputEvals & Calibration ChecksRetrieval / Vector PrefilterCost-Constrained Inference ($0 paths)

Systems

Staged, Resumable PipelinesCheap Checks Before Expensive WorkFailure Isolation / Blast RadiusUnattended 24/7 OperationState Ownership & Data ModelingEdge & Self-Hosted DeploymentRegression & Drift Gates

Languages

PythonSQLTypeScript / JavaScriptC++JavaBash

Modeling

LightGBM / Gradient BoostingProbability Calibration (Isotonic / Platt)Walk-forward / Time-series CVFeature EngineeringModel Monitoring & Drift

Data & Geospatial

Pandas / NumPyParquet / Columnar StoresGeospatial (rasterio, GIS, NDVI)Imagery & Remote SensingETL / Streaming Collectors

Infra & Full-Stack

Linux / VPS / systemdNext.js / React / SvelteKitPocketBase / SQLiteCloudflare Pages / WorkersStripe
Contact

Let's build something that runs.

Contact details on request during a hiring conversation. Form disabled on purpose.