Mechanism

When It Triggers · How It Works · What It Produces

Breaks down how the skill works and what it produces, so you can quickly judge whether it fits your scenario and value.

Trigger Timing

When repo intake identifies a reproduction target and environment/asset prep is needed before any run on a README-documented deep learning repo.

Working Mechanism

  • Read repo path, goal, README steps, OS/package constraints
  • Use env-policy, assets-policy and Python scripts to plan conda env and asset paths
  • Output conservative setup notes, conda commands, asset plan, source hints, risks

Result

A conservative setup plan with env commands, checkpoint/dataset path assumptions, cache hints, and unresolved risk list for safe downstream reproduction.

Use Cases

Two Typical Use Cases

Scenario 01

Pre-run env setup for vision repo

A researcher finishes repo-intake-and-plan on a vision repo and needs a conda env before running inference. They invoke env-and-assets-bootstrap with the repo path and goal. The skill reads README, plans conservative conda commands, dataset/checkpoint paths, cache hints, and lists unresolved risks. This prevents broken runs and gives a clear setup baseline.

Scenario 02

Asset path planning before training

An engineer must reproduce a paper's training but lacks dataset and checkpoint locations. Using env-and-assets-bootstrap, they get asset path plans, source hints, and conda setup notes tied to the specific target. The skill flags missing assets early, saving time and avoiding silent failures during later training runs.

Skill Relationships

Which Skills I Use · Which Skills Use Me

Dependency relationships read as "the upper tier points to the lower tier." The current Skill sits in the middle tier — above are Skills that depend on it, below are Skills it depends on.

Tier 1 · These Skills Use Me

Tier 2 · Current Skill

  • env-and-assets-bootstrapWorkflow

Tier 3 · I Use These Skills

  • No explicit dependency on other Skills

Full Relationship Graph

Browse this skill's relationships within its skillset. Click a node to switch the side panel; use the search box to jump to any skill.

Skill File

SKILL.md

Open in GitHub ↗
SKILL.mdLoading from GitHub…