HackFW

Make the supplier graph, the order line, and the payment the same living system. Knowledge graphs keep relationships current. An API-first MES/ERP — or a clean adapter — publishes production and order status upstream and downstream. Modern payment rails, including stablecoins where they shorten time-to-pay, close vendor ops.

Where to aim

• A knowledge graph of suppliers, parts, certifications, and live order state
• API-first MES/ERP, or an adapter, sharing production and order-line expectations with customers and suppliers
• Vendor ops and settlement: approvals, reconciliation, and working-capital velocity — including stablecoin rails where they beat correspondent-bank delay

Computer vision for track and railroad maintenance. Inspect at network scale, rank the work, and keep people in the loop.

Where to aim

• Track geometry, fastener, and surface inspection from locomotive, wayside, or drone cameras
• Defect detection that flags, localizes, and ranks work before it becomes a slow-order or a failure
• Predictive maintenance that turns vision plus sensor history into a crew-ready work order

Build a marketplace for warehouses, factories, and industrial sites that humans and AI agents can navigate together. Connect property facts, source documents, ownership rights, and transaction history in one clear record, so buyers, operators, and investors can compare opportunities, verify claims, and move a deal forward.

Where to aim

• Property records: title, surveys, zoning, environmental reports, leases, rent rolls, and operating costs, organized by asset with document versions and source links
• Industrial fit: power capacity, clear height, loading docks, floor loads, and transport access in comparable, searchable fields
• Tokenized interests: connect each token to the owning entity, offering documents, holder rights, and transfer rules
• Deal history: offers, due diligence, approvals, escrow, closing, ownership transfers, and distributions in one auditable timeline
• Human and agent access: readable deal rooms and structured data for search, comparison, and questions, with source citations, missing-data flags, document permissions, and human approval for commitments

Bring ideas and solutions that aren't already in the brief. This is the lane for work at the intersection of technology, manufacturing, and AI that the other tracks don't cover — problems nobody is focusing on yet, shipped as a system someone could actually run.

Where to aim

• An overlooked industrial or civic problem at the intersection of technology, manufacturing, and AI
• A working prototype a plant, a crew, or a city could try — not a restatement of the four named tracks
• A clear operator: who runs this after Demo Day, and why it isn't already standard practice