Every idle GPU becomes part of the refinery.

Home PCs vote, big GPUs judge, dataset owners pay, volunteers earn.

Priyalaptop · 3B model Arjunlaptop · 4B model Meeragaming PC · 3B Kabirlaptop · 2B model Saragaming PC · 4B REGULAR NODES · idle home GPUs Coordinator assigns jobs · counts votes public vote ledger items refined: 0 JUDGE NODES · 24 GB+ GPUs Dev · RTX 4090Muse Glimmer 30B · hints Lab server70B model · hints Refined datasetaccepted items + vote record Dataset ownerfunds the reward pool ₹ ₹ ₹ ₹
question out signed answer back split item → hint accepted item reward

Who does what

Regular node
anyone with a 2–4 GB GPU
  • Runs small models while the PC is idle
  • Answers questions independently
  • Paid when its answer agrees with the network's consensus
Judge node
24 GB+ GPU owners, labs
  • Runs a 30–70B model
  • Writes hints for split items, never answers
  • Paid per hint that leads to agreement
Dataset owner
model builders, researchers
  • Uploads data to refine or verify
  • Funds the reward pool
  • Pays only for accepted items
Coordinator
open, replicated
  • Assigns jobs, enforces the rules
  • Publishes every signed vote
  • Anyone can audit the result

Scale and cost calculator

Finished in
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Owner pays
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Each volunteer keeps
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Cost to label the dataset
Data Refinery
Cloud GPUs
Human labellers
One volunteer, per idle hour
Earns
Electricity

Estimates. Based on our runs: 5.6 votes per item, 84% accepted. ₹0.50 per item for 3B models, more for bigger ones. Volunteers get 85%, judges 15%. 1 USD ≈ ₹84.

Roadmap

Public vote ledgeranyone can recount
Multiple coordinatorsno single operator
One-click idle clientruns only when idle
Reward payoutscredits become income
Private datasetstrusted nodes only