$ python train.py --config lora.yaml
Loading the base model in 4-bit (bitsandbytes)
Adding LoRA adapters (PEFT)
Training epoch 1 of 3
Saved checkpoint-500/
Training epoch 2 of 3
Training epoch 3 of 3
Saving the final adapter
Done.
Your results Download everything (.zip)
adapter_model.safetensorsadapter
adapter_config.jsonconfig
checkpoint-500/checkpoint
train_log.txtlog
An illustration of a job's log and output files. It is not a real run, a measured result or a benchmark.
The service collection
Useful work. A considered collection.
Choose by what you want to make. Read the limits before submitting.
Two services available now
01 / TRAINEarly access
main.py
GPU
Code + checkpoints
Train and fine-tune. Your own models.
Run your training project or fine-tune a model with your own code and data.
Bring
Your PyTorch project, data and any pretrained weights (jobs have no internet)
Take away
Checkpoints, adapters, logs and anything your script saves
PyTorch, Transformers, PEFT, bitsandbytes and Diffusers preinstalled. We switch on accounts by hand while we’re small.
Upscale images and video frames with an established open model. Next on the list.
IMAGE / PLANNEDPlanned · not available yet
Prompt or image in
From a prompt to an image.
Create or edit images from a prompt or an uploaded image. Planned, not available yet.
3D / PLANNEDPlanned · not available yet
Image in, mesh out
From an image to a 3D model.
Turn a photo or render into a mesh you can edit or 3D-print.
NOTES / PLANNEDPlanned · not available yet
Notes in, narrated video out
From your notes to a narrated video.
Turn study notes into an explanatory video with narration. Planned, not available yet.
VIDEO / PLANNEDPlanned · not available yet
Prompt or image in
Short clips from an image.
Short video clips from a prompt or an image, with labelled outputs. This is the last service in the planned build order.
The workflow
Prepare. Review. Run. Collect.
Keep your own copies. No promised turnaround.
01 / Choose
Start with your outcome
Read the service guide and check your files are supported.
02 / Prepare
Make a draft
Set options and upload inputs. A draft does not spend credits.
03 / Review
Check before submitting
Review the credit charge, the limits and whether the GPU is free.
04 / Collect
Inspect your results
When a job produces results, preview supported files and download them before expiry.
A small start. Room to grow.
More possibilities. The same care.
Upscaling, image generation and editing, image → 3D, notes → narrated video and video generation are planned, in that order. They are not available yet, and no launch dates are set. Blender rendering and independent providers remain ideas. Exploratory only, not available.
Training and running your own Python/PyTorch projects (script access is enabled per account; ask us) and audio transcription. Jobs have no internet, so bring your data and any pretrained weights in your upload. Upscaling, image generation and editing, image → 3D, notes → narrated video and video generation are planned but not available yet (no dates). Blender rendering and independent providers remain ideas. Exploratory only, not available.
Can I buy a service now?
Real-money payment readiness is not established by this design. Check the app's payment-mode notice and contact us before relying on the local preview for paid work.
Will my job finish at a certain time?
No completion time or successful result is guaranteed. Inputs, configured limits, queues and local-machine availability affect the outcome.
Are the animations real processing activity?
No. Motion is decorative, and the output example is illustrative. Neither is live job status or measured performance.
Have a recording or a project in mind? Tell us what you need before relying on the preview for important work.