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Server Swarms

ASecurity

"Operate Petals server and DHT swarm commands for public capacity,

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  • Added September 8, 2026
devopspythondockertestingbackend

Works with

  • cli

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A100/100

Pro scans all 7 files and shows the line behind each finding

Scanned September 8, 2026

npx -y skills add VectorSpaceLab/AREX-Skill --skill server-swarms --agent claude-code

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SKILL.md
---
name: server-swarms
description: "Operate Petals server and DHT swarm commands for public capacity,
  private swarm testing, deployment choices, and workflow-specific
  troubleshooting."
disable-model-invocation: true
metadata:
  disco-role: operating
license: MIT
---

# Petals Server Swarms

Use this sub-skill to construct, review, or troubleshoot Petals server and DHT commands: public capacity contribution, local/private swarm bootstrap, block selection, device/dtype/cache/network options, Docker-style operation, reachability, quantization, or server-side adapters.

## First steps

1. Identify public versus private swarm operation.
2. Read [references/server-cli-reference.md](references/server-cli-reference.md) for exact flags and conflicts.
3. Read [references/private-swarms.md](references/private-swarms.md) for bootstrap and local CPU smoke patterns.
4. Read [references/operations.md](references/operations.md) for cache, Docker-style deployment, restart safety, and backend notes.
5. Prefer print-only builders:
   - `python scripts/build_server_command.py --help`
   - `python scripts/build_private_swarm_commands.py --help`
6. For failures, read [references/troubleshooting.md](references/troubleshooting.md).

## Boundaries

Route client generation to `client-inference`, prompt-training semantics to `prompt-tuning`, tensor-parallel internals to `distributed-blocks`, and benchmark selection to `benchmarks-maintenance`.

## Safety rules

Petals DHT and server CLIs are long-running network services. Do not run them unless the user approved network/model/cache side effects. The bundled scripts print command plans only. Do not reuse one identity file across distinct peers. Treat quantization and adapter loading as optional backend features until verified.

Files in this skill

  • SKILL.md1.7 KB
  • references/operations.md1.4 KB
  • references/private-swarms.md1.1 KB
  • references/server-cli-reference.md1.6 KB
  • references/troubleshooting.md1.2 KB
  • scripts/build_private_swarm_commands.py2.8 KB
  • scripts/build_server_command.py3.6 KB

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