CHRISTOPHER LAMBROCKET CITY MACHINIST

Software & app development / Christopher Lamb

Software & Apps.

Applications I create and co-develop, bringing manufacturing experience and practical workflow thinking into software.

01 / Collaborative software development

FabTandem.

Part of my application-development portfolio, created through collaborative software development.

Visit fabtandem.com
PROJECT CONTRIBUTION

Co-developer / Creator

Christopher Lamb

PROJECT WEBSITEfabtandem.com

02 / Independent application development

Xometry Toolpath Engine.

A manufacturing job-review and quoting application connecting opportunity data, CAD evidence, shop economics, materials, and production capacity.

IN DEVELOPMENTACTUAL PROJECT INTERFACEFICTIONAL DEMO DATA

The problem it addresses

A job needs more
than a payout review.

Can we make it, make money, and deliver it?

The app brings those questions together. It reviews machine envelope and capability, tolerances, material costs, expected profit, data quality, and schedule slack before a job moves toward production.

Instead of relying on one attractive margin number, the decision view exposes blockers, assumptions, conservative and best-case costs, and the next review action.

Inside the actual application

Explore the real workflow.

The demo opens the app’s real components. Guided views jump to job review, Engine DFM, cost scenarios, capacity optimization, and workflow.

Xometry Toolpath Engine job board with sample opportunities, machine fit, profit per spindle hour, and review actionsOpen the interactive app demonstration

Prepared fictional jobs and an illustrative CAD model are used throughout. Sample report loading and workflow changes stay in the browser. Live vendor connections and AI requests are not enabled in this showcase.

Automation in the source project

Prepare the evidence.
Keep judgment visible.

The uploaded project includes these application paths. Live integration outcomes still require account access and end-to-end validation.

01 / INTAKE & TRIAGE

Normalize and evaluate opportunities.

Server routes handle authorized Xometry jobs and offers, CSV/JSON import, and supported webhook updates. The local decision engine produces Go, Review, or No-go results from unresolved issues.

02 / ENGINE DFM

Bring CAD evidence into the review.

The integration code creates a Toolpath part upload, queues feature processing, follows job events, and retrieves feature details, candidate machining directions, and mesh metadata.

03 / LOCAL ECONOMICS

Make the estimate explainable.

Local calculations model stock, material removal, setup, machining, engineering labor, tooling, outside processing, and margin. Cost scenarios expose uncertainty; multi-line reviews retain the worst unresolved issue.

04 / MATERIAL READINESS

Connect the job to stock and suppliers.

Inventory matching and supplier budget comparisons help review the stock purchase, available quantity, and material cost. Budget estimates remain distinct from verified supplier prices.

05 / CAPACITY

Compare load before assigning work.

The app’s heuristic optimizer reviews compatible spindle assignments and modeled load. Before/after views show utilization, overload, overtime, and assignment changes for review.

06 / PRODUCTION HANDOFF

Carry the decision into execution.

A production Kanban, planning travelers, setup sheets, and actual-cost records connect review with the work that follows. Offer acceptance in the source app requires a person’s confirmation.

A deliberate distinction

CAD evidence and
local planning stay separate.

The supplied project explicitly separates Toolpath Engine DFM results—features, directions, and mesh data—from the app’s local cycle-time and cost estimates.

The current integration in this project does not obtain CAM operations, feeds and speeds, vendor tool selections, or Fusion-ready toolpaths from Engine DFM. The showcase preserves that boundary.

Use “Engine DFM” and “Cost scenarios” to compare the views

Development status

Working code.
Continued validation.

This is a development showcase, not a claim of production readiness or measured business results.

INCLUDED IN THE UPLOADED SOURCE

Interface, rules, and integrations.

  • Job board, review filters, capability scoring, and exception handling
  • Local cost scenarios, material budgets, and multi-line rollups
  • Capacity charts, heuristic optimization, and production workflow
  • Server-side Xometry and Toolpath integration code
  • Drawing-review integration and local deployment / installer work
DEMONSTRATION BOUNDARIES

A safe way to explore the application.

  • Source interface and local calculations run with fictional jobs
  • Engine DFM displays an explicitly illustrative report fixture
  • Sample workflow and schedule changes are local to the tab
  • Vendor, AI, account, and production-system requests are disabled
  • Live integration status is not asserted by this showcase

Why I built it

Connect programming, production, and the business decision.

This project brings together my manufacturing background and application development: translate a shop problem into data and rules, make the analysis understandable, and support the person accountable for the outcome.

Independent project by Christopher Lamb. Vendor names identify integration targets and do not imply affiliation or endorsement.