LYNCEUS

AI Gate Inspector

One hidden metal chunk can stop a cement kiln.

Lynceus inspects every RDF truck at the gate, before tipping: visual contaminant detection, waybill cross-check, and a route verdict in under a minute, sealed to a tamper-evident audit record.

Rusted industrial steel bolt, the kind of metal contaminant that destroys an RDF shredder
Metal contaminant, REJECT case: one bolt can kill a shredderTruck-load photo at the weighbridge, refuse-derived fuel stream

What one missed truck costs

Rp 350 jt

One industrial shredder destroyed by a single metal contaminant≈ US$22k

RDI 2024, Lampiran 2A, Banyumas RDF plant unit cost

US$28k/hr

Cement kiln unplanned downtime, per hour of lost clinker≈ Rp 450 jt

oxmaint US cement benchmark @ Rp 16,000/USD

5.2 t/trip

Typical arm-roll load that must be inspected before tippingTPA Benowo weighbridge

ITATS Surabaya, 14 m³ × 372.71 kg/m³

How a truck is cleared, gate by gate

  1. Capture

    At the weighbridge the operator submits the load photo, the waybill text, and the net weight: the same fields a PUPR gate form already records.

    gate · intake complete
  2. Analyze

    A vision-language model on AMD Token Factory reads the load for contaminants and moisture, a language model cross-checks the waybill claim, and a physics digital twin simulates the gate gas readings while the weighbridge weight is checked against the waybill.

    gate · VLM + twin resolved
  3. Decide

    Fusion issues ACCEPT / ESCALATE / REJECT with reasons and confidence, sealed into a tamper-evident SHA-256 audit record per truck.

    gate · verdict sealed

For the people who run the gate

Gate inspectors

Accept or reject in seconds, not minutes. One photo, one verdict, one sealed record.

Shift supervisors

Supplier risk trends at a glance. Flag problematic haulers before the next delivery.

Plant managers

Audit-ready compliance trail. Every decision documented, every figure sourced.

Watch it reject the truck that would have stopped the kiln.

Upload a load photo and the waybill details. Lynceus returns a verdict in about 20 s typically, 34 s at the 95th percentile of completed runs — sealed, auditable, and ready for your gate log.

Possible verdictsper truck
  • ACCEPTClean load. Tip it into the line.
  • ESCALATEDoubt remains. A human decides.
  • REJECTContaminant found. Turn it away.

Built for the AMD Developer Hackathon (ACT III). Figures sourced from RDI 2024, US cement benchmarks, and ITATS Surabaya weighbridge data.