Benchmark proof asset
A generic NMC811 repository establishes credibility without exposing client-specific stack intelligence.
Benchmark datasets
3D lattice previews
Private stack repositories
Trajectory-resolved materials intelligence.
IQ Intel benchmark repositories provide controlled previews of deterministic, lattice-level computational datasets. The public benchmark demonstrates the pipeline; private repositories are built for proprietary battery stacks, operating envelopes, and engineering questions.
Public access is intentionally bounded. Full transition-resolved records, engine-specific observables, and stack-specific datasets are handled through qualified review.
3D-resolved trajectories
Viewer bundles can show motion, pause states, lattice views, and observable panels without releasing raw internals.
Custom repository pathway
The commercial target is private stack-specific data for serious battery, materials, and strategic technology teams.
NMC811 Benchmark Repository
A generic reference repository for demonstrating full-trajectory materials intelligence: fraction-grid records, family and variant organization, stitched trajectory assets, and controlled viewer bundles.
Generic benchmark
Designed to prove dataset structure, visualization infrastructure, and trajectory handling before custom client work.
Lattice-level state records
State records can support still frames, multi-view lattice images, transition summaries, and reviewer-facing subsets.
Charge and discharge cycles
The repository structure supports charge, discharge, full-cycle, stitched, repaired, and published trajectory outputs.
Viewer previews without uncontrolled disclosure
Short 3D movies, multi-view stills, and sanitized dashboards can establish that the repository is operational while keeping raw state records and reconstruction logic out of public view.
3D movie playback
Preview full charge or discharge motion without exposing the underlying seam JSON.
Pause and rotate
Reviewer and licensed bundles can expose interactive inspection for selected frames.
Multiple lattice views
Surface, core, full lattice, and comparative views can be used as controlled public tastes.
Observable context
Sanitized metric panels can show structure without revealing exact transition windows or engine internals.
Sanitized dashboard assets
Public-safe dashboard and heatmap examples.
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/
combinations/
family02_anneal/
variants/
pure/
longhz/
randomj/
combinations/
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.
Open materials
Videos, stills, sanitized dashboards, and high-level repository description.
- No raw bitstrings
- No full seam JSON
- No exact transition windows
Qualified evaluation
Limited viewer bundles and selected redacted samples for technical review.
- Controlled frame subsets
- Limited schema excerpts
- Fit-based review process
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.