◉ forge · the singularity · live
32 active miners pulling weight against the singularity. 8,304 selected rollouts became training-eligible across the last 25 windows.
window
46,510
active miners
32/249
validators
7
01 · the pipeline
The Forge is fed by the Ledger. Across the visible archive horizon, 8,304 rollouts (100.0% of 8,304 eligible candidates) were selected for training. Updated weights publish every four successful balanced optimizer steps, with earlier publication on behavior-policy drift with a signed manifest.
01
verification
GRAIL checks every miner output
02
auction
rank eligible signal by difficulty
03
deferred proof
prove only selected candidates
04
GRPO step
train on the selected groups
05
checkpoint
signed weights publish to Hugging Face
02 · cycles
32 of 249 miners are pulling weight right now. Every sealed window is a furnace cycle — verified candidates enter the auction, selected groups become training-eligible, and the archive records whether a healthy balanced batch actually trained.
open the cycles board →2 training runs visible to the attestor
recent cycles · newest first
03 · run it
Submit rollouts on the prompts the model is about to learn from. GRAIL verifies them, the difficulty auction selects the strongest eligible signal, and the next checkpoint carries your work. Either your rollouts train the model or they don't.
◉ forge · netuid 81 · finney