Task types

Task	Minimum configuration	Notes
Candidate evaluation, inference sampling	Any GPU, 8 GB VRAM	The bulk of tasks; independent of each other
Collective RL sampling	RTX 4070 or better	Nodes exchange text only
Low-communication training shards	24 GB VRAM, sync latency < 150 ms	DiLoCo-style
Data preprocessing, result verification	No GPU needed	Light tasks