Heron Industry Pilots. Cerrado ESG, Traffic mobility, Insurance portfolio on IBM Heron 156Q

Quantum logic on IBM Heron r2

Three real industry workloads on ibm_fez (IBM Heron r2, 156 qubits): ESG land-use, urban traffic, insurance portfolio. Each solved as one polycontextural quantum submission. QPC keeps the full business structure inside the quantum run.

The novelty: Quantum Polycontextural Computing (QPC) is grounded in polycontextural quantum logic. Several business contexts co-reside on one IBM Heron circuit, interact through transjunction bridges, and return as a single gate-native job, with auditable IBM Quantum job IDs.

QPC is a computation model in which the plurality of the real world stays inside the quantum run: several contextures on one IBM Heron circuit, transjunctions while the job executes, one readout, public job IDs.

How QPC reports results. Two lanes.

QPC publishes two complementary result types. Each answers a different question; both use polycontextural circuits on IBM Heron with auditable job IDs.

Lane A · Topology Certificate

Question: Does coupled polycontextural wiring show up in raw hardware?

  • Metric: inter-context correlation (ICC) vs separable multi-job and intracontext controls
  • Reporting: raw IBM measurement counts · pre-registered pass bar · public job IDs
  • Examples: Joint Structure Challenge · MCGS

Lane B · Industry pilots (this page)

Question: What business outcome does polycontextural execution deliver?

  • Metric: domain score (portfolio, congestion, premium) via a declared problem decoder on quantum samples
  • Reporting: one coupled Heron job per task · customer meaning · IBM job IDs below
  • Examples: Cerrado · Traffic · Allstate (three pilots on this page)

Architecture metrics (Lane A) on raw ICC. Industry headlines (Lane B) use the decoder named on each pilot page. Both are QPC results with public job IDs.

Why this matters for customers

Real tasks carry several narratives at once: carbon and biodiversity, North zone and South zone, premium and risk. QPC encodes each narrative as a contexture: a distinct quantum logic block that still belongs to one computation. That universality makes QPC applicable across industries with the full set of logics held together in one job.

Three pilots on ibm_fez (156-qubit Heron)

1 · Cerrado ESG portfolio

Choose 28 municipalities from 88 in Brazil’s Cerrado: carbon, biodiversity, and social impact together, on open real-world data.

QPC outcome: portfolio score 44.419. A concrete municipality selection that delivers the published ESG metric.

Cerrado report →

2 · Beijing traffic

Assign taxi routes across a multi-zone road network so fewer links become overcrowded.

QPC outcome: 2 congested roads. Smoother flow across zones from one coupled quantum run.

Traffic report →

3 · Insurance portfolio

Select policies to maximize premium while respecting chance constraints on expected loss.

QPC outcome: premium 578.10 under the risk budget. An insurance book plan from one Heron job.

Allstate report →

1 · Cerrado. Carbon, biodiversity, and social impact in one quantum run

The task is land-use planning: pick 28 municipalities out of 88 in Goiás so carbon storage, biodiversity protection, and social benefit rise together, including how neighboring towns help or hinder each other (Ribeiro et al., arXiv:2602.09047).

What QPC does: three objective contextures co-reside on IBM Heron, coupled by transjunction bridges, in one gate submission. On the full 88-municipality instance, QPC produced portfolio score 44.419 (job d94mmrnu62ks73967jh0).

What 44.419 means: the published Cerrado portfolio metric for a specific selection of 28 municipalities that jointly delivers carbon, biodiversity, and social value. A decision a sustainability team can act on, from polycontextural quantum execution on production Heron (156-qubit flagship job d94lljsql68s73c9mq50).

2 · Beijing traffic. Zones that agree in one quantum job

The task is mobility planning: assign routes so fewer roads become overcrowded. Problem class from Volkswagen and D-Wave for Beijing T-Drive (arXiv:1708.01625).

What QPC does: three geographic zone contextures interact at shared road segments through quantum couplings on a full 156-qubit layout, in one Fez submission. QPC returned 2 congested roads (job d94mqdsql68s73c9o2gg).

What 2 congested roads means: the business KPI. How many network links are overloaded under the chosen routes. A low count means smoother traffic flow: vehicles received route plans that keep the multi-zone network working as one system, from a single polycontextural quantum run.

3 · Insurance portfolio. Premium, risk, and constraints together

The task is portfolio selection under uncertainty: grow premium while respecting chance constraints on expected loss. Problem class from Allstate and IBM for IBM Heron (arXiv:2605.01169).

What QPC does: premium, primary risk, and multi-constraint logics run as parallel contextures on 156 qubits, coupled in one submission. QPC returned premium score 578.10 (job d94nfuuvtlqs73fuhkj0).

What 578.10 means: the portfolio premium the selection earns under the risk budget. Which policies to write, maximizing revenue while staying inside the loss tolerance, from one polycontextural quantum job on production Heron.

What QPC enables

QPC keeps multi-context structure inside the quantum computation. That is a new way to compute in the quantum world.

Cerrado technical report Traffic technical report Allstate technical report