Navigate the combinatorial tipping point for hybrid quantum optimization

As NP-hard routing and scheduling overwhelm exact solvers, Argo Mesh 1.0 applies QAOA sampling, classical refinement, and formal SMT verification — clearing auditable solutions for logistics, fleet safety, and resource allocation.

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Experience Argo Mesh 1.0: live overview, z3 safety proof, and refined QPU optimality ratios
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White paper
Hybrid Quantum Optimization report — QAOA, classical refinement, and formal verification
Insight
See how three architectural layers harden sampling, refinement, and verification independently
Guide
Integrate health, overview, verify, and quantum endpoints via same-origin /api/argomesh

Top enterprise technology

Data-T advances smarter optimization through industry-leading hybrid quantum sampling, classical repair, and machine-checkable constraint verification for mission-critical combinatorial problems.

QAOA sampling

NISQ proposal distributions over exponential search spaces.

QPU

Classical refine

Greedy bit-flip and structure-aware local search.

+15 pp

SMT verify

Z3 formal proofs for hard fleet-safety constraints.

z3

Live overview

Status, fleet, and quantum history in one console.

API

Optimality ratio

Raw versus refined metrics for reproducible benchmarks.

R*

Open science

Zenodo archive and laboratory JSON snapshots.

OA

Smarter impact powered by Data-T research

Laboratory runs lift raw QAOA optimality from ~9% to ~24% after classical refinement.

+15 ppimprovement

Formal verification certifies safety constraints with machine-checkable z3 proofs.

z3verified

AIS fleet telemetry feeds combinatorial routing and proximity safety checks.

AISlive data

Hybrid Quantum Optimization documents the three-layer architecture on Zenodo.

DOIopen access

API Argo Mesh 1.0 · GET /overview

Same-origin proxy at /api/argomesh forwards JSON to the Hybrid Quantum Optimization backend (ArgoSea FastAPI). Converted from the ArgoSea operations console. Endpoints: /health, /status, /fleet, /verify, /quantum/runs, /quantum/latest/refined, and /overview.

Argo Mesh 1.0 · Hybrid optimization console

Converted from ArgoSea operations console — live FastAPI overview, z3 safety proof, AIS fleet, and refined QPU job history for combinatorial optimization.

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Safety proof (z3)

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Latest refined QPU run

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Verified AIS fleet (0)

MMSILatLonSpeed knCourse
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QPU job history (0)

JobBackendQubitsShotsRawRefinedWhen
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Three-layer hybrid architectureSample distribution histogram

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