What we've built

Customer projects we've shipped (top), and the demo apps we build to keep our edge sharp (below).

Customer projects

Production work for clients across mining, fiber, ecological inspection, and more. Each system is still running, still maintained, still earning its keep.

An industrial manufacturer cover
From 6 months stalled to shipping every 2 weeks
Industrial manufacturing

An industrial manufacturer

We inherited a 3-person engineering team with no shipped deliverable after six months. Established daily production deployments and a 2-week release cadence while building the commercial demand-forecasting product.

An AI-native personal organization system cover
$5–10/mo run cost at personal volume
AI / Knowledge management

An AI-native personal organization system

Capture-and-recall system across Downloads + Gmail with a taxonomy learned entirely from triage feedback. Durable Drive storage, natural-language Q&A as the only retrieval surface, and heavy LLM work routed to flat-rate Claude Code to keep the API bill near zero.

A US-based algorithmic trading firm cover
>$1M/yr revenue generated
Fintech / Algorithmic trading

A US-based algorithmic trading firm

High-performance asynchronous Python platform automating mean-reversion strategies — evaluates 15 strategies against 6,000 symbols every minute with millisecond latency. Polygon.io, Flash SEC, and DAS Trader integrated over a NATS message bus.

A Colombian mining operation cover
3 yrs zero downtime
Colombian mining

A Colombian mining operation

Two cartographers worked full-time drawing dredging maps from coordinate data by hand, hundreds of arcs per day. Replaced the manual loop with a serverless AWS platform that generates dredge extraction maps and computes volumes from operator reports — $10/month run cost, three years live with zero downtime.

A German geospatial software vendor cover
German geospatial software

A German geospatial software vendor

AI agent that explores geospatial datasets and answers natural-language questions, rendering GeoJSON results on a map via tiling packages.

A German fiber-optic installer cover
80% less maintenance
German fiber-optic installer

A German fiber-optic installer

Adding a single role-based feature to their land-use contract management CMS was taking developers over a week, blocking the team's plans to build more on top. Rearchitected to hexagonal architecture — per-month developer hours dropped 80%.

A German ecological inspection firm cover
80+ hrs/week saved
German ecological inspection

A German ecological inspection firm

Three to five employees spent the full off-season writing client reports by hand, combing through WhatsApp group chats to assemble deliverables. Built an Android app to register animals during inspections, post pictures, and generate MS Word + Excel reports automatically.

A cosmetics manufacturer cover
99.9% recall on clean tubes
Cosmetics manufacturing

A cosmetics manufacturer

Automated quality check for collapsible tubes before filling. Classical CV failed on random textures; CNNs overfit on only 200 dirty samples; convolutional autoencoders solved it — 99.9% recall on clean tubes, 80% on dirty (false-negative-prioritized per the business requirement).

A telecom CRM integrator cover
14k messages/min peak tolerance
Telecom / CRM

A telecom CRM integrator

Bitrix24 open-channel ↔ WhatsApp integration orchestrating AWS Lambda + SQS + EC2 to avoid message loss and hold availability under peak — 1,000 msg/min steady on t3.medium, 14,000 msg/min at peak.

An NFT platform cover
NFT / Crypto

An NFT platform

2-node bare-metal Kubernetes cluster with MetalLB + ingress-nginx and round-robin load distribution — cloud-grade routing without the cloud bill.

A revenue-critical advertising platform cover
Resolved in <1 day
Advertising & marketing

A revenue-critical advertising platform

Brought a downed FastAPI app back online and onboarded a new tenant on the recovered platform. Time-critical — the client's revenue depended on the data collection.

A multi-tenant advertising platform cover
Advertising & marketing

A multi-tenant advertising platform

Diagnosed and fixed backend-to-database connectivity failures on a multi-tenant AWS app where tenants couldn't reliably reach their data. Brought in via Toptal.

A Colombian mining operation cover
Colombian mining

A Colombian mining operation

Periodic camera-triggered system reporting plugging percentage on dredge screen plates. OpenCV in AWS Lambda, results piped to Ubidots for live operations dashboards.

A Colombian mining operation cover
Colombian mining

A Colombian mining operation

QGIS plugin suite that auto-generates operation letters as Excel reports and produces operation maps in QGIS, removing the manual write-up step from the operations cycle.

A SaaS engagement platform cover
SaaS engagement platform

A SaaS engagement platform

Greenfield AWS Infrastructure-as-Code buildout — API Gateway + Lambda, CodePipeline CI/CD, secrets managed via AWS Secrets Manager. Blank slate to shipping.

A Colombian real estate analytics firm cover
R² = 0.92 on log price
Colombian real estate analytics

A Colombian real estate analytics firm

Model performance advisory — feature engineering and hyperparameter tuning for house pricing in Medellín and Bogotá.

A Colombian mining operation cover
Colombian mining

A Colombian mining operation

Classical computer vision identifying gold presence in black-sand samples via HSL-space clustering — fast, interpretable, no training data needed.

Multiple quant engagements cover
Quant / Fintech

Multiple quant engagements

NumPy + Pandas stock backtesting tooling across multiple quant engagements.

Multiple Sheets-diffing engagements cover
Ops automation

Multiple Sheets-diffing engagements

Python tooling to diff Google Sheets across multiple engagements — automated a slow manual reconciliation step.

A deadline-driven Flask engagement cover
Deadline-driven backend

A deadline-driven Flask engagement

Flask backend build assistance under a hard external deadline.

A networking research project cover
Networking research

A networking research project

Containerized a thread networking simulation for reproducible, isolated runs.

Ad-hoc ML and applied-math engagements cover
Ad-hoc ML / Applied math

Ad-hoc ML and applied-math engagements

Short-cycle ML, optimization, and applied-math problems across multiple Upwork engagements.


Demo apps

Apps we build to keep our edge sharp. Each one is a real, deployed product, but built by us, for us, to prove what modern AI tooling can ship in a day. Not customer work.

CutList Pro
Manufacturing / Woodworking

CutList Pro

Optimizes material cutting layouts to minimize waste. Drag-and-drop interface with visual cut diagrams.

SiteLog screenshot
Construction

SiteLog

Daily site reports, job costing, crew scheduling, and change order tracking for construction managers.

CleanSlate screenshot
Property Management

CleanSlate

Housekeeping scheduling, maintenance tracking, and inspection checklists for property managers.

ShiftWise Pro screenshot
Retail & Hospitality

ShiftWise Pro

Drag-and-drop schedule builder with live labor cost meter, overtime alerts, shift swaps, and compliance tracking.

OrderSync Kitchen screenshot
Food Service

OrderSync Kitchen

Real-time kitchen display system with order routing, station management, and performance analytics for restaurants.

SlipSync screenshot
Marine & Recreation

SlipSync

Marina management platform with visual dock maps, Gantt booking calendar, boater self-service portal, and maintenance tracking.

DockWatch screenshot
Marina Operations

DockWatch

Marina preventive maintenance and compliance platform. Maintenance schedules, work orders, asset tracking, safety-critical compliance, and cost reporting -- all in one place.

BillingHub screenshot
Marina Operations

BillingHub

Invoicing and billing platform for marina operators. Customer management, automated invoice generation, PDF exports, and revenue reporting -- all in one place.

HarborPass screenshot
Marina Operations

HarborPass

Marina guest check-in and amenity access platform. Dispatch board, stay management, QR-based check-in, and manager dashboard for modern marina operations.

StreakEngine screenshot
Health & Wellness

StreakEngine

Habit tracking and streak gamification platform. Daily goals, XP progression, achievement badges, social challenges, and a coach dashboard -- built for sustained engagement.

SkillForge screenshot
Learning & Development

SkillForge

Gamified learning platform with skill trees, archetype-based progression, mentor assignments, and admin analytics. Turn professional development into a game worth playing.

RankUp screenshot
Sales & CRM

RankUp

Sales performance gamification platform. Rep leaderboards, team battles, activity logging, spiff management, and admin analytics -- built to make sales teams compete harder.

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