Permissionless LLM Training

Post a training job.
Pay in SUI. No account needed.

Vast.ai-style permissionless marketplace. Set your parameters, escrow SUI on Sui testnet, and decentralised miners compete to complete your job. Payment releases automatically after a 24-hour dispute window.

Upload your dataset & model to Walrus first →
Drag-drop, import from GitHub or HuggingFace. Blob IDs auto-fill below.
01 · Model
Base modelHuggingFace model ID
🤗
View on HuggingFace
Model sizefor pricing
M params
Min VRAMminer filter
GB
Fine-tune method4-bit weights + low-rank adapters. Best VRAM efficiency.
Miners need 6 GB VRAM minimum to claim — only qualifying nodes compete
02 · Dataset
Walrus blob IDrequired for on-chain job
Pick a .zip / .jsonl / .parquet file → it goes to publisher.walrus-testnet.walrus.space → blob_id auto-fills below. Or paste one you uploaded separately.
Base model Walrus blob IDoptional
Dataset sizeused for pricing
03 · Training parameters
Epochsaffects pricing
Sequence lengthaffects VRAM
Batch sizetokens per step = batch × seq_len
04 · Deadline
Job deadlineminer must complete within this window
If no miner claims before deadline, you can refund your escrowed VRAM.
Escrow estimate
1.0500 SUI
total escrowed
Model2.0B params
PrecisionQLoRA
Dataset1 B tokens
Epochs1
Min GPU VRAM6 GB
Miner payout1.0000 SUI
Protocol fee (5%)0.0500 SUI
Total1.0500 SUI
model_M × dataset_M × epochs / 1000
× 10 000 mist/unit, floor 1 SUI, + 5% fee
⛏
On-chain escrow
Sui testnet · SUI · permissionless

SUI is escrowed on-chain. Refundable if no miner claims before deadline. Payment to miner releases 24 h after job completion unless disputed.

LIVE JOBS · …

— · polled every 10 s
Loading…

ACTIVITY · …

indexed from chain · every 10 s
Indexing…
01
Post & escrow
Your SUI is locked on-chain. Miners see the job immediately.
02
Miner claims
A miner with ≥ min GPU VRAM claims the job and trains your model.
03
Result on Walrus
Trained weights are stored on Walrus. Blob ID recorded on-chain.
04
Auto-settle
After 24 h dispute window, miner receives SUI. Dispute if unhappy.