NUROWERX
Research / Public software release
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Research Stack

Perception. Interpretation. Action.

Research Stack v0.1.0 is public research software connecting TRACE provenance, LOOP evaluation, LENS visualization and FRAME review workspaces. Complete source, NRS-Bench, three technical reports and reproduction instructions are available; software validation remains developer/CI-reported and synthetic.

Nurowerx research systems / Public research softwarev0.1.0 / Developer/CI-reported validation
TRACE · LOOP · LENS · FRAME

NUROWERX RESEARCH SYSTEMS
FROM INFORMATION TO UNDERSTANDING.

FIG. RS-A / Provenance · evaluation · visualization · workspaceResearch Stack / conceptual
Research Stack conceptual architecture: TRACE, LOOP, LENS and FRAMEFour upright planes stand in sequence on a shared base. TRACE links sources to claims; LOOP is an evaluation matrix with one reviewed row; LENS compares two series over time; FRAME is a workspace of panes that produces a report. A copper path traverses all four, following dataset, evaluation, reviewed correction, rerun and report. A side panel notes the Epistemic Trust Lab read-only import as verified and Resident Model Lab and VEYDRIS integrations as proposed. Conceptual only; not application screens or data.NUROWERX / RESEARCH SYSTEMSRESEARCHSTACKTRACE · LOOP · LENS · FRAMEFROM INFORMATIONTO UNDERSTANDING.CONCEPTUAL · NOT TO SCALE · NOT APPLICATION DATAFRAMEWORKSPACEREPORTLENSVISUALIZATIONLOOPEVALUATIONREVIEWED ROW → RERUNTRACEPROVENANCESOURCES → CLAIMSLOCAL WORKFLOWDATASETEVALUATIONREVIEWED CORRECTIONRERUNREPORTRELATIONSHIPSETL · READ-ONLYIMPORT VERIFIEDRML · PROPOSEDVEYDRIS · PROPOSEDNOT INTEGRATED
Conceptual architecture · not to scale · not actual application screens or data.

Conceptual systems illustration, not application data. Research Stack v0.1.0 is public research software; validation is developer/CI-reported. Epistemic Trust Lab read-only import was verified. Resident Model Lab and VEYDRIS integrations are proposed, not completed.

The v0.1.0 Initial Public Research Release includes complete public source, NRS-Bench, versioned synthetic datasets, three technical reports and reproduction instructions. TRACE · LOOP · LENS · FRAME connects evidence provenance, deterministic evaluation, scientific visualization and reviewed corrections. These are controlled synthetic software-validation results, not a real-model benchmark or human study.

TRACE

Provenance

Records where datasets, evaluation results and corrections came from, so each reported finding can be traced back to its inputs.

LOOP

Evaluation

Runs evaluations over a dataset, supports reviewed corrections, and reruns the evaluation after review.

LENS

Scientific visualization

Presents evaluation results and their changes visually for inspection by a human reviewer.

FRAME

Research workspace

Brings the workflow together and produces a reproducible report of the reviewed results.

  1. Dataset
  2. Evaluation
  3. Reviewed correction
  4. Rerun
  5. Report
54Automated tests passed

35 backend · 12 visualization · 7 browser · developer/CI-reported

Clean installReport reproduction verified

Windows, Linux and macOS reproduction · developer/CI-reported

ETLRead-only import verified

Epistemic Trust Lab data imported read-only; existing projects unchanged · developer reported

Historical context: the November 2, 2026 local-build report recorded 31 passing tests. That baseline is historical; the public v0.1.0 release reports 54 automated tests.

Limitations

  • Validation concerns controlled synthetic evaluations and software reproduction, not real-model performance or a human-user study.

  • No independent-party replication or peer review is claimed.

  • The static results demonstration is read-only exported output, not the full evaluation application. Install the application to execute evaluations and reviewed corrections.

  • Resident Model Lab and VEYDRIS are separate programs; integration is proposed, not completed.

Related work

Public release and research materials

Read the public Research Stack overview → (opens in a new tab)

Related research

  • Resident Model Lab →

    Local OLMoE inference with router-faithful expert residency. Compare the v0.2 memory, latency and fidelity findings with their experimental limits.

  • VEYDRIS →

    Recorded-video detection, temporal tracking, replay and exports in a local prototype. The synthetic map is not verified geolocation.

  • Human–AI interaction & explainable AI →

    Evidence provenance, conversational memory and inspectable uncertainty, with founder-led Epistemic Trust Lab synthetic-policy evaluation kept distinct.

Public notes disclose reported methods and limitations; they are not a substitute for independent validation.

All research themes →

Independent inquiry.
Deliberate visibility.

Visit GitHub (opens in a new tab)