Alpha

Train & refine

AERIF LoRA Lab

Curate datasets. Train adapters. Keep the evidence.

Explore the workspace What works today Follow development

The workspace

Built around a clear job.

A local workspace for dataset preparation, model-related assets, and bounded LoRA training. A product-owned SDXL trainer and reviewable dataset analysis build toward a complete, inspectable training workflow.

Implemented

Dataset Studio

Curate samples and review proposed captions or labels before accepting them.

Experimental

Native SDXL training

Checkpoint, stop safely, resume in a fresh worker, and export model artifacts.

Experimental

Validation workflows

Keep training configuration, validation suites, and artifact evidence together.

Inside LoRA Lab

A closer look at the work.

Historical product captures with their original truth labels; these images were not recaptured at the latest suite checkpoint. Select any image for a larger Web-sized view.

01 / 06

AERIF LoRA Lab. Synthetic imported geometry with explicit draft, review, analysis and readiness states. Visible theme: aerif.theme.core.dark. — Product capturedemoDataset Studio
Synthetic imported geometry with explicit draft, review, analysis and readiness states.
Select image to enlarge · Web-sized derivative

02 / 06

AERIF LoRA Lab. Review-only fictional object anchors remain proposals; source version is frozen and no training is authorized. Visible theme: aerif.theme.core.dark. — Product capturedemoIdentity anchor proposals
Review-only fictional object anchors remain proposals; source version is frozen and no training is authorized.
Select image to enlarge · Web-sized derivative

03 / 06

AERIF LoRA Lab. Deterministic fixture-provider proposals include accepted, rejected and proposed records; confidence is review guidance. Visible theme: aerif.theme.core.dark. — Product capturedemoCaption proposals and review
Deterministic fixture-provider proposals include accepted, rejected and proposed records; confidence is review guidance.
Select image to enlarge · Web-sized derivative

04 / 06

AERIF LoRA Lab. Frozen synthetic dataset, recipe and schedule are shown without starting a worker or optimizer. Visible theme: aerif.theme.core.dark. — Product capturedemoFrozen training plan
Frozen synthetic dataset, recipe and schedule are shown without starting a worker or optimizer.
Select image to enlarge · Web-sized derivative

05 / 06

AERIF LoRA Lab. Explicitly simulated routed event metadata demonstrates the run view; no training or benchmark was performed. Visible theme: aerif.theme.core.dark. — Product capturesimulatedSimulated run telemetry
Explicitly simulated routed event metadata demonstrates the run view; no training or benchmark was performed.
Select image to enlarge · Web-sized derivative

06 / 06

AERIF LoRA Lab. Fresh self-contained report with pinned fonts and Identity artwork; original synthetic comparison pixels remain neutral. Visible theme: aerif.theme.core.dark. — Product capturedemoOffline Review Pack
Fresh self-contained report with pinned fonts and Identity artwork; original synthetic comparison pixels remain neutral. Procedural DEMO/SIMULATED output only; no useful training result or public weights.
Select image to enlarge · Web-sized derivative

Media is selected for local editorial review; publication approval remains pending. Provisional artwork and compatibility identifiers are preserved. Captures do not establish a public release.

Local

Experimental

Dataset tools, simulator, native SDXL training, and optional local vision analysis.

API / endpoint

Planned

No verified public API-provider workflow.

Future Cloud

Planned

AERIF Cloud is a separate future proprietary/private hosted service. No service is available today.

Local Light

Limited

Dataset organization and simulator paths do not require real GPU training.

Local Quality

Experimental

SDXL training and local vision analysis use explicitly selected models and supported hardware.

Custom

Experimental

Explicitly selected local SDXL and Qwen vision artifacts within their supported model-family contracts.

API

Planned

No verified general remote API workflow.

AERIF Cloud

Planned

AERIF Cloud is a separate future proprietary/private hosted service. No service is available today.

Provider boundaries

Product-owned SDXL trainerExperimental

Real bounded training lifecycle; useful output quality is a separate gate.

Local Qwen vision analysisExperimental

Explicitly selected local model; load, inference, and unload have bounded validation evidence.

SimulatorImplemented

Workflow testing without real model training.

Platform evidence

A portable design is not a tested release.

Windows

Experimental

Native Windows training and recovery evidence; GPU workflows remain bounded.

x64

Linux

Experimental

Source and launch scripts exist; native GPU execution remains unverified.

macOS

Unverified

No verified macOS or Apple Silicon execution evidence.

Web

Experimental

Local browser UI backed by local services; not an independent hosted trainer.

Hardware requirements and public downloads are listed only when independently verified. No universal RAM, VRAM or GPU guarantee is implied.

Public availability

No public download or source link has been independently verified for this entry. Current screenshots and development checks are not distribution evidence.

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