Grail Miner Management FAQs

Question 1

When should I use this skill?

Accepted Answer

Use this skill whenever you are setting up a new Grail miner, configuring Cloudflare R2 storage credentials, managing model checkpoints, or attempting to optimize your miner's competitive scoring and throughput on the Bittensor network.

Question 2

How does this skill handle Cloudflare R2 storage?

Accepted Answer

It provides detailed guidance on the dual-credential architecture required by Grail, helping you correctly configure private write-access and public read-only credentials to ensure validators can successfully verify your rollout data.

Question 3

Can this skill help improve my miner's competitive score?

Accepted Answer

Yes. It offers specific optimization strategies for GRPO rollout generation, including batch size tuning and VRAM adjustments tailored to your hardware (A100/H100), as well as monitoring via WandB and Grafana.

Question 4

What does the Grail Miner Management skill do?

Accepted Answer

This skill provides specialized capabilities within Claude Code to automate the deployment, operation, and performance tuning of miners on Bittensor Subnet 81. It specifically handles tasks related to the GRAIL protocol for verifiable language model post-training.

Question 5

What kind of troubleshooting does it support?

Accepted Answer

The skill provides expert assistance for resolving common Subnet 81 issues such as CUDA out-of-memory errors, R2 upload failures, low weight assignments from validators, and environment configuration problems using the uv package manager.

Grail Miner Management

Grail Miner Management

概要

主な機能

ユースケース

概要

主な機能

ユースケース