matterloop.Open workspace

VALIDATION RECORD · 13 NOVEMBER 2026

What we checked.

Software checks and scientific benchmarks answer different questions. This record keeps their evidence and limits separate.

Software and hosted workflow checks

Offline language responses are labelled software fixtures; the separate hosted checks use actual Resend, Neon, scientific workers and Claude. Provider delivery events do not prove inbox placement or that a message was opened. Software automation is not scientist approval.

Scientific model comparisons

Sixteen model/task rows ran twenty complete repetitions, totalling 6,720 sample evaluations. The dashboard preserves per-case expected answers, predictions, abstentions, source hashes, comparisons and timing scope.

Public development measurements; different tasks cannot be averaged into a universal accuracy.
TaskMeasured inputsObserved result
NMR ¹H24 measured shift listsTop-1 18/24 (75%)
NMR ¹³C24 lists, sharing molecular groupsTop-1 18/24; coverage 23/24
IR components9 mixturesMicro F1 0.9565; exact set 7/9
Raman original set24 measured tracesTop-1 16/24; coverage 18/24
Raman additional development set20 parents, six mineral identitiesSelected variant 20/20; previous variant 19/20
XRD precursor compounds40 scans, 20 paired recipe groupsMicro F1 0.9071; exact set 24/40
General oxide XRD boundary12 IUCr measurementsAll abstained; zero coverage
Extra FTIR calibration research comparison14 test scans from 74UltraIR MAE 0.0006754, R² 0.9632; not an app task

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Limits that matter

The additional Raman set excludes earlier query/reference parents and duplicate traces, but it was used for model selection and is development evidence. It contains six mineral identities, not twenty new classes. NMR and UltraIR upstream training overlap is not independently ruled out. UltraIR uses the source target scale, not a validated physical concentration unit.

The ten-compound precursor XRD task does not fix the general XRD boundary failure or establish arbitrary phase identification. Finite public datasets do not establish transfer to arbitrary laboratories, calibrated probabilities or measured scientist time savings.

A complete checksum-verified opXRD archive inventory counted 92,552 measured patterns, 2,179 nonempty potentially partial phase annotations and 912 records with reported lattice/basis data. This is inventory with zero scored cases, not worldwide model validation.

Inspect the source evidence

Open the full benchmark dashboard after email sign-in, then download its JSON evidence. Read the technical guide for file formats, storage and workflow limits.