ADAPTIVE MODEL SYSTEM / EVIDENCE FIRST

Turn raw data into a model you can defend.

Auto Nexus searches, validates, calibrates, and packages production-ready machine learning with every decision preserved.

RESEARCH LIBRARY

The evidence behind the engine.

Publication material is served directly from the installed Auto Nexus package.

01 / THESISOpen thesis PDFAwaiting document 02 / PAPEROpen research paperAwaiting document 03 / GUIDEOpen framework guideAwaiting document

ENGINE--control plane

MISSIONS0persisted runs

ACTIVE0compute jobs

TOP TEST SCORE--recorded accuracy / R²

SYSTEM MAP

One pipeline. Full evidence.

ONLINE

01Profilequality + modality

02Searchmodels + backbones

03VerifyCV + held-out gate

04Sealmodel + analysis

LATEST SIGNAL

Recent missions

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No missions recorded yet.

MISSION COMPOSER / 02

Configure the search.

Choose the data and operational budget. Auto Nexus handles the rest.

01

INPUT MATRIX

Connect your dataset

NOT INSPECTED

DATASET PATH

Use a CSV/Excel file or an image folder available to this machine.

Drop a tabular file here CSV, XLSX, XLS / maximum governed by server policy

CHOOSE FILE IMAGE FOLDER

No files selected.

MODALITY--

SCALE--

FEATURES / CLASSES--

DATA QUALITYPENDING

02

OBJECTIVE

Define the mission

TARGET COLUMN PROBLEM TYPE TEST HOLDOUT

20%

CROSS-VALIDATION

COMPUTE BOUNDARY

Choose where training executes

RAILWAY CLOUD

Railway workerUploaded data is stored on the private Railway volume and optionally mirrored to Firebase Storage. My local machineData stays local. A paired agent asks permission before every CPU/GPU training run.

03

SEARCH PROTOCOL

Choose the operating profile

FASTRapid baseline
2-fold validation01 BALANCEDDefault search
evidence / cost balance02 ACCURATEDeep search
tuning enabled03 LOW MEMORYCompact search
resource constrained04

MODEL SHORTLIST VISION BACKBONES MAX TRAINING TIME

LLM INTELLIGENCE / BYOK

Choose who writes the model brief.

SERVER ENV

The LLM writes only the final explanation. It cannot select models, tune parameters, or access raw training rows.

CONNECTION MODE PROVIDER MODEL IDENTIFIER API KEY / EPHEMERAL

API ENDPOINT

Server-managed credentialsUses the provider configuration already present in the server environment.

Feature engineeringAdaptive interactions Hyperparameter tuningSearch finalists LoRA adaptationVision only SHAP evidenceExplainability plots Meta-memoryContribute by default

READY STATEAwaiting dataset

RUN ARCHIVE / 03

Every decision, preserved.

PIPELINE + DATA LINEAGE / 04

See every handoff.

The spatial graph is interactive. The ordered ledger below is the accessible two-dimensional equivalent.

INTERACTIVE 3D LINEAGE

Select a completed mission

DRAG TO ROTATE

EXPLAINABILITY STUDIO / 05

Interrogate the model.

Exact geometry is shown only when mathematically valid. Every projection carries its own truth label.

INTERACTIVE MODEL LANDSCAPE

Representation map

DRAG / ZOOM / HOVER

COLOR DOTS BY POINT SIZE SHOW MODEL SURFACE

DOTSObserved samplesHover for actual and predicted values.

HEIGHTModel outputHigher is stronger response or confidence.

MESHConditional model responseOther inputs remain fixed at typical values.

Select a completed mission to inspect its saved representation.

Global feature importance — GLOBAL FEATURE IMPORTANCE

SHAP global importance plot — SHAP GLOBAL IMPORTANCE

SHAP local waterfall plot — LOCAL WATERFALL

SHAP cumulative decision plot — CUMULATIVE DECISION

LIVE MODEL HEALTH / 06

Separate drift from decay.

Submit production-shaped JSON records to compare schema, features, predictions, and labelled performance against the sealed baseline.

OBSERVE A BATCH

Paste JSON records

No production batch observed in this session.

GATED INCREMENTAL LEARNING

Challenge the live champion

Only compatible estimators use partial_fit. Every candidate is saved as an immutable version and promoted only after strictly outperforming the champion on its unseen gate.

No incremental challenger evaluated.

MONITORING EVENTS

Drift and performance ledger

OWNER-SCOPED AUDIT / 07

Nothing happens silently.

Only events belonging to the authenticated Firebase UID are returned by the server.

LIFECYCLE LOG

Enter Auto Nexus.