AI systems
Applied models, evaluation harnesses, and AI-assisted drafting tools.
// digital workshop
Engineered tools for AI, automation & municipal work.
A workshop for designing, prototyping, and testing practical software — then sharing what works and what breaks. Concepts and tools, documented end to end.
PROJECTS10
FOCUS AREAS05
LAB ENTRIES04
AVAILABLE NOW04
02 · Capabilities
A consistent set of practices
Engineering tools
Reusable code and CLIs that make day-to-day engineering work faster.
Municipal tech
Software concepts for permits, records, and public-sector workflows.
Automation
Scripts and pipelines that remove repetitive, manual steps.
Experiments
Open-ended prototypes that probe new ideas and techniques.
03 · Projects
Selected work
ENGINEERING · AUTOMATION
Project Management Code
A reusable codebase for tracking capital projects — schedules, budgets, and status rollups generated from structured data.
IN DEVELOPMENT
MUNICIPAL
As-Built Plan Retrieval System
An indexing and search concept for locating as-built drawings across decades of scanned archives.
CONCEPT ONLY
AI · AUTOMATION
Agenda Report AI Tool
Drafts staff-report summaries and agenda packets from source documents, with a human reviewer in the loop.
IN DEVELOPMENT
AI
AI Fleet Maintenance Prediction
An experiment in forecasting vehicle maintenance from telematics and service-history signals.
EARLY EXPERIMENT
TOOLS
GIS Export CLI
A small command-line tool for batch-exporting GIS layers to common formats from the terminal.
PLANNED TOOL
AI
Offline Model Evaluation Kit
A harness for benchmarking small language models on a local machine — no network required.
EARLY EXPERIMENT
GAME · CANVAS
Excavator Wind Run
A playable canvas prototype — drive an excavator through a construction corridor and fight a downward crosswind.
PROTOTYPE · PLAY
ENGINEERING · TOOLS
Potable Pipeline Engineering Suite
Hydraulic, structural, and transient analysis tools for pressurized water distribution design.
TOOL · AVAILABLE
ENGINEERING · TOOLS
Storm Drainage Toolkit
Pipe sizing, inlet capacity, detention basin volume, and outlet structures — quick-reference calculations for small-site storm drain design.
TOOL · AVAILABLE
ENGINEERING · TOOLS
Civil Transportation Engineering Suite
Preliminary roadway geometry, pavement, intersection, sight-distance, and trip-generation tools.
TOOL · AVAILABLE
04 · Lab log
Recent experiments
| Date | Experiment | Tag | Status |
|---|---|---|---|
| 2026-06-09 | Offline model eval kit — first benchmark run | ai | published |
| 2026-06-02 | Fleet maintenance signals from telematics | ai | wip |
| 2026-05-24 | GIS export CLI — batch format support | tools | planned |
| 2026-05-18 | Agenda report drafting — prompt iteration | auto | wip |
05 · Writing
Capable is not the same as honest
Notes on evaluating small models offline
Why as-built retrieval is harder than search
Keeping a human in the agenda-drafting loop
When a CLI is the whole product
06 · Start a project with the foundry
Have a practical engineering, automation, or municipal technology problem to explore?
[email protected]