← ObservatoryThe RecordFR-QE-0004
PROG-QE
FR-QE-0004

Below-Threshold Quantum Error Correction — Scalable Architecture

Quantum error correction can reduce logical error rates below physical error rates in a scalable architecture.

ResolvingVS-04·since 2026-08-17
Assessment trajectory
Resolvingstate held · last assessed 2026-08-17
Verification Matrix

Verification position derived from the record’s assessments; dates show when Faultline first recorded each stage.

VS-01
Assertion
VS-02
Published evidence
VS-03
Audit
VS-04
Replication
Current from 2024-01-15 — present
VS-05
Operation
Stage first recorded Current verification position Not yet recorded
State Warrant
Current stateResolvingVS-04
Why this state?Issued during OHR-2026-09 catch-up review to close the unassessed-evidence gap through IN-009. This assessment incorporates IN-007, IN-008, and IN-009 while preserving the d=11-and-above resolution threshold.
Assessment summaryThe record remains RESOLVING. The post-AS-001 evidence broadens the engineering case without crossing the remaining resolution boundary. IN-007 extends below-physical or breakeven behaviour to a qLDPC code on trapped-ion hardware; IN-008 demonstrates real-time recalibration that supports sustained error-corrected operation; and IN-009 shows that an essential entangling gate can preserve the favourable erasure-biased error hierarchy of superconducting dual-rail qubits. These are meaningful supportive developments across code family, sustained operation, and architecture. They do not, individually or together, demonstrate logical error suppression continuing at code distances d=11 and above, which remains OQ-001 and the record's decisive attractor. The contested Microsoft topological result remains corroborating rather than foundational. Pressure State therefore remains RESOLVING and Verification Stage remains VS-04; all three open questions remain live.
State entered2024-01-15
Last reaffirmed2026-08-17
Mechanisms

Causal mechanisms recorded for this claim. The State Warrant above remains the authoritative current assessment.

Resistance MechanismRM-001

Physical qubit error floor at scale. Below-threshold operation at small code distances does not guarantee the behaviour continues as physical qubit count increases. Crosstalk, fabrication variability, and control complexity all tend to increase with system size. The resistance mechanism is not that below-threshold operation is unachievable — INST-004 demonstrates it is achievable — but that sustaining it as qubit count grows from hundreds to thousands to tens of thousands is an unsolved engineering problem. The claim as stated is in RESOLVING because the principle is established; this mechanism constrains how quickly the practical consequence follows.

AttractorAT-001

Demonstration at d=11 and beyond. The next decisive evidence event for this record is demonstration of below-threshold scaling at code distances d=11 and higher. At d=7, the Willow result establishes the behaviour. At d=11 or d=15, the result would confirm that the scaling continues into regimes relevant for practical fault-tolerant computation. This is the specific experimental milestone that would move the claim from RESOLVING toward a fully confirmed state. The attractor is clearly defined and the trajectory toward it is visible in current hardware development roadmaps.

Assessment History
2024-01-15
Initial assessment — Resolving
The claim has two components: below-physical-rate operation, and scalability of that operation. Both have been demonstrated. INST-002 established that below-physical-rate logical qubits are achievable in principle. INST-003 established that practically useful error rates are achievable on current hardware. INST-004 established that performance improves as the architecture scales — the defining signature of scalable below-threshold operation. No contesting evidence has been published against either component of the claim. The pressure state is RESOLVING: both elements the claim requires have been independently demonstrated and corroborate each other, though confirmation at the code distances required for practical fault-tolerant computation (d=11 and above) remains outstanding (OQ-001), and the claim's architecture-agnosticism has not yet been confirmed across a third hardware platform (OQ-002).
Verification Stage: VS-04 preserved — historically unverified.
2026-08-17
Reassessed, no change — Resolving
The record remains RESOLVING. The post-AS-001 evidence broadens the engineering case without crossing the remaining resolution boundary. IN-007 extends below-physical or breakeven behaviour to a qLDPC code on trapped-ion hardware; IN-008 demonstrates real-time recalibration that supports sustained error-corrected operation; and IN-009 shows that an essential entangling gate can preserve the favourable erasure-biased error hierarchy of superconducting dual-rail qubits. These are meaningful supportive developments across code family, sustained operation, and architecture. They do not, individually or together, demonstrate logical error suppression continuing at code distances d=11 and above, which remains OQ-001 and the record's decisive attractor. The contested Microsoft topological result remains corroborating rather than foundational. Pressure State therefore remains RESOLVING and Verification Stage remains VS-04; all three open questions remain live.
Issued during OHR-2026-09 catch-up review to close the unassessed-evidence gap through IN-009. This assessment incorporates IN-007, IN-008, and IN-009 while preserving the d=11-and-above resolution threshold.
Claim Lineage

Historical narrative recorded for this claim. It does not override the current State Warrant.

1995–97
Threshold theorem established. Aharonov, Ben-Or, Shor, and others prove that below-threshold physical error rates permit arbitrarily long fault-tolerant computation. The theoretical possibility of the claim is established. The empirical question opens: can physical hardware reach and sustain below-threshold operation?
1998–2019
Approach from above. Physical qubit error rates improve steadily across superconducting, trapped-ion, and photonic platforms. Surface code threshold (~1% two-qubit gate error) is approached but not consistently reached across full system operation. The claim remains in EMERGING state: the principle is sound, the hardware is insufficient.
2022–23
Threshold crossed at small scale. Quantinuum and the Microsoft/Quantinuum collaboration demonstrate below-physical-rate logical qubits and practically useful error rates. The claim enters ESCALATING. The scalability question becomes the active frontier.
2024
Scalable below-threshold operation demonstrated. Google Willow confirms that adding physical qubits to the code continues to reduce logical error rates — the defining signature of scalable below-threshold operation. The claim enters RESOLVING.
Open Questions

Questions retained in this record. The current State Warrant may have narrowed or reframed earlier questions.

OQ-001

Does below-threshold scaling behaviour hold at code distances d=11 and above? This is the remaining decisive measurement before the claim can transition from RESOLVING to a fully confirmed state. AT-001 names this as the attractor.

Raised 2024-01-15
OQ-002

The claim is architecture-agnostic. Current evidence is concentrated in superconducting and trapped-ion systems. If topological qubit architectures — currently tracked only as contextual evidence within the corpus, without a dedicated Frontier Record — achieve confirmed below-threshold operation, this record gains a third platform confirmation. Does architecture-agnosticism require multi-platform demonstration, or is the current two-platform evidence sufficient for the claim as stated?

Raised 2024-01-15
OQ-003

What constitutes full confirmation of this claim — the transition from RESOLVING to a closed confirmed state? The corpus has no governed resolution criterion. The claim is precisely scoped and approaching resolution. Before another record reaches this point, the Observatory may need to address OQ-3 from FR-QE-0003: what does confirmation look like and who determines it?

Raised 2024-01-15
Mutation Log
MutationDateFieldPrior valueCurrent value
M-0142026-08-29provenance_enrichedPROVENANCE-ENRICHED
M-0132026-08-17assessment_issuedAS-001AS-002
M-0122026-08-08instance_appendedIN-009
M-0112026-07-14instances_appendedIN-007 / IN-008
M-0102026-07-09description_restoredDESCRIPTION-RESTORED
M-0092026-07-09description_reorderedDESCRIPTION-REORDERED
M-0082026-07-03reference_correctedREFERENCE-CORRECTED
M-0072026-07-03instance_appendedINSTANCE-APPENDED
M-0062024-01-15programme_panel_addedPROGRAMME-PANEL-ADDED
M-0052024-01-15null_condition_metNULL-CONDITION-MET
M-0042024-01-15mechanisms_recordedMECHANISMS-RECORDED
M-0032024-01-15assessment_issuedASSESSMENT-ISSUED
M-0022024-01-15instances_loggedINSTANCES-LOGGED
M-0012024-01-15record_createdRECORD-CREATED
Evidence Sources
9 instances on recordShow sources ↓Hide ↑
IN-001Early surface code implementations — above-threshold operationneutral
IN-002Quantinuum — logical error rates below physical rates, small codesupportive
IN-003Microsoft / Quantinuum — logical error rates 10⁻⁴ per gatesupportive
IN-004Google Willow — below-threshold operation confirmed at multiple code distancessupportive
IN-005Multi-platform confirmation — Microsoft topological qubit announcementpartial
IN-006Legg et al. — peer-reviewed critique of topological gap detection; Microsoft responsecontesting
IN-007qLDPC breakeven on trapped-ion hardwareSUPPORTIVE
IN-008Real-time reinforcement-learning recalibration sustaining error-corrected operation1. Sivak et al., ‘Reinforcement learning control of quantum error correction’, Nature 655, 879–884 (2026) DOI 10.1038/s41586-026-10759-2 · Main text; reinforcement-learning control and error-correction resultsSUPPORTIVE
IN-009D-Wave — entangling gate for superconducting dual-rail erasure qubitsSUPPORTIVE