Benchmark repositories for

Trajectory-resolved materials intelligence.

IQ Intel benchmark repositories provide controlled previews of our subatomic compute capabilities. The first public dataset, the NMC811, demonstrates the pipeline; deep trajectory-resolved records, family and variant organization, stitched charge/discharge trajectory assets, and controlled viewer bundles.

Public access is intentionally bounded. Fuller transition-resolved records, engine-specific observables, and stack-specific datasets are handled through qualified review or private engagement.

Public-safe preview

Dashboard 3D Lattice Viewer

Sanitized 3D lattice playback with public-safe visual framing.

NMC811 Benchmark Repository

The NMC811 benchmark dataset provided is derived from the quantum ballistic transport family, pure variant, and covers SOC ranges 10-25% & 60-75% as a demonstration of the capabilities of our Subatomic Computing architecture. The anneal family, pure variant, will cover the same ranges for direct comparison. The NMC6-GLASS6 Magnet Dynamics repository is scheduled by June 1, 2026.

NMC811

Limited benchmark repository

2 different SOC ranges, 10-25% & 60-75%, with 2 independent seamed microstate trajectories per cycle illustrating path dependent evolution.

Lattice-level state records

6x6x6 lattice microstate records for both SOC ranges with multiple microstates emerged for each range and lithium fraction.

Charge and discharge cycles

The repository structure supports building microstate reconstructions for both SOC charge and discharge cycles.

Public viewer previews available

Short 3D movies, multi-view stills, and sanitized dashboards are available while the dataset and viewer assets are prepared and uploaded.

3D movie playback

Preview full charge or discharge motion across seam segments.

Pause and rotate

Reviewer and licensed bundles can expose interactive inspection for selected frames.

Multiple lattice views

10 lattice view modes, with independent x,y,z axes, take state analysis to the next level.

Σ

Observable context

Sanitized metric panels show structure without revealing exact transition windows and full set of observables.

Sanitized dashboard assets

Public-safe dashboard and heatmap examples.

Sanitized IQ Intel transition heatmap Sanitized IQ Intel materials intelligence dashboard Sanitized IQ Intel transition heatmap

Repository structure

The public benchmark and private repositories share a disciplined layout: families, variants, fraction-grid records, seams, cycles, and viewer bundles.

repositories/
  NMC811Benchmark/
    dataset_card.json
    repository_manifest.json
    schema/
    public_preview/
      images/
      videos/
      sanitized_dashboards/
      sample_viewer_bundle/
    families/
      family01_ballistic/
        variants/
          pure/
          longhz/
          randomj/
          combination1/
          pure_defects1/
          longhz/
          longhz_defects1/
          randomj/
          randomj_defects1/
          combination1/
          combination1_defects1/
      family02_anneal/
        variants/
          pure/
          longhz/
          randomj/
          combination1/
          pure_defects1/
          longhz/
          longhz_defects1/
          randomj/
          randomj_defects1/
          combination1/
          combination1_defects1/
    private_access/
      reviewer_bundles/
      licensed_bundles/

Private benchmark repositories for proprietary battery stacks.

This generic NMC811 benchmark is a limited, publicly accessible asset. The enterprise product is a stack-specific repository built around a client's chemistry, morphology, cycling profile, thermal envelope, degradation target, and decision objective.

Designed for serious programs

Custom repositories are positioned for organizations that can act on proprietary computational outputs at material commercial scale.

  • Private stack parameterization
  • Restricted viewer bundles
  • Custom trajectory profiles
  • NDA-controlled technical review

Access model

The repository is not structured as a mass download. Access expands as fit, seriousness, and confidentiality posture are established.

Public preview

Open materials

Videos, stills, sanitized dashboards, and high-level repository description.

  • No raw bitstrings
  • No full seam transitions
  • No exact transition windows
Enterprise

Private stack repository

Custom datasets, viewer access, and interpretive deliverables for client-specific questions.

  • NDA workflow
  • Custom profiles
  • Project-specific deliverables

Access inquiry

Provide enough context to assess technical fit and appropriate access level.

Submission does not create access rights. IQ Intel reviews requests selectively.