Probe compute environment

SkillProductivity

Inspect a registered execution server before compute planning and interpret its persisted capability profile. Use when a server is added, when the user clicks Probe, before enabling an unfamiliar SSH/WSL resource, or when deciding whether GPU, sudo/root, a scheduler, Python, R, conda, mamba, or environment modules are available.

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the Probe compute environment skill

What this skill tells your AI

The instructions your AI receives, as published by xuzhougeng/wisp-science in skills/probe-compute-environment/SKILL.md and read by ahel’s review.

Use Wisp's environment Probe action. It performs bounded, read-only checks and stores the result on the ExecutionContext. An SSH probe batches every check into one authenticated session; do not replace it with an ad-hoc SSH discovery loop. Batch SSH uses IdentitiesOnly=yes; users relying on a non-default ssh-agent key must configure its IdentityFile in Wisp or SSH config.

After probing:

  1. Treat persisted capabilities as the server contract until it is probed again.
  2. Treat gpu_summary: null as no usable GPU. Plan CPU work and never add CUDA/GPU flags speculatively.
  3. Treat privilege: unprivileged as no root or passwordless sudo. Do not use sudo, system package managers, or system paths; prefer user-space environments, modules, containers already installed by the administrator, or ask the user for an administrator-installed dependency.
  4. Use a detected scheduler rather than running long work on a login node.
  5. Use the recorded interpreter paths and environment managers. Do not assume python, Rscript, conda, mamba, or modulecmd exists when absent.
  6. If the probe failed, inspect the saved error and ask the user to check the connection before manually probing again. Never loop or automatically retry an SSH probe. If it is merely stale relative to a server change, probe again before submitting work.

Signals

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Sep 2026
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skill
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probe-compute-environment
Source
github.com/xuzhougeng/wisp-science