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grail-miner - Grail Miner Setup and Operation on Bittensor Subnet 81

Set up, manage, and optimize Grail miners for verifiable post-training on Bittensor Subnet 81.

Tags

Updated: 2026-02-11

Capabilities

Typical Inputs

Typical Outputs

What this skill does

  • Set up miner environment
  • Configure R2 storage
  • Manage model checkpoints
  • Generate GRPO rollouts
  • Monitor mining performance
  • Troubleshoot common issues

Inputs

  • Bittensor wallet
  • Cloudflare R2 bucket
  • R2 credentials
  • Python environment
  • GPU resources
  • Model checkpoints

Outputs

  • Deployed miner service
  • Uploaded rollouts to R2
  • Generated checkpoint files
  • Mining performance logs

Requirements

  • Python 3.11+ with uv package manager
  • Bittensor wallet registered to subnet 81
  • Cloudflare R2 bucket with ENAM region
  • R2 read/write credentials
  • Operating system with floating point precision

Source

  • Spec: SKILL.md

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Bittensor
Mining
AI Training
Blockchain
Machine Learning
Verifiable Computing
Set up miner environment
Configure R2 storage
Manage model checkpoints
Generate GRPO rollouts
Bittensor wallet
Cloudflare R2 bucket
R2 credentials
Deployed miner service
Uploaded rollouts to R2
Generated checkpoint files