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Agent Skill

LQF_Machine_Learning_Expert_Guide skill

LQF_Machine_Learning_Expert_Guideforyourhealth111-pixel/Vibe-Skillsbundled/skills/LQF_Machine_Learning_Expert_Guide/SKILL.md

LQF Machine Learning Expert Guide - Routed skill for ML/Statistical Modeling with Critical Discussion Mode. Triggers on: machine learning, modeling, prediction, training, classification, regression, clustering, deep learning, neural network, model evaluation, feature engineering, hyperparameter tuning, overfitting, underfitting, baseline, ablation study, critique my approach, review my model, is this a good idea, should I use, what's wrong with, evaluate my solution, challenge my assumptions, discuss my approach Engages in critical discussion with minimum 3 rounds of iterative refinement. Challenges both user proposals and own suggestions with fact-based critique. Demands evidence and baselines before accepting solutions.

3.8kApache-2.0

always on

152 tokname + description

once used

7,277 tokSKILL.md body

bundled files

331 KB

repo stars

3.8kGitHub

Install the LQF_Machine_Learning_Expert_Guide skill

Skills CLI (Claude Code, Codex, Cursor and others)

npx skills add https://github.com/foryourhealth111-pixel/Vibe-Skills --skill LQF_Machine_Learning_Expert_Guide

Claude Code, by hand (all projects)

git clone --depth 1 https://github.com/foryourhealth111-pixel/Vibe-Skills.git /tmp/Vibe-Skills
mkdir -p ~/.claude/skills
cp -R /tmp/Vibe-Skills/bundled/skills/LQF_Machine_Learning_Expert_Guide ~/.claude/skills/LQF_Machine_Learning_Expert_Guide

For one project only, copy the folder into .claude/skills/ in that project instead. The agent picks it up when a task matches its description.

What it costs your context

Agent Skills load in three steps. Tokens counted with the o200k tokenizer; your model's count will differ a little.

WhenWhat loadsCost
Every sessionName and description152 tok
When the agent uses itThe SKILL.md instructions7,277 tok
Only if opened3 bundled files (31 KB)varies

Until it is used, LQF_Machine_Learning_Expert_Guide costs about 9.0× less than the median MCP server we measured (1,363 tokens on every turn). Installing all 150 skills from foryourhealth111-pixel/Vibe-Skills would load 9,038 tokens of descriptions. Skills vs MCP study

Checks

  • The instructions are over 5,000 tokens, the Agent Skills specification's guideline for SKILL.md.
  • The instructions are over 500 lines; the specification suggests moving detail into reference files.
  • The name breaks the specification (lowercase letters, digits and single hyphens, up to 64 characters).

Pre-approved tools (allowed-tools): Read, Write, Edit, Bash, Grep, Glob. The agent can use these without asking while the skill is active.

Checked 2026-10-22 · method

What's inside

The headings of its SKILL.md. Read the full file on GitHub.

  • LQF Machine Learning Expert Guide
  • When to Use This Skill
  • Not For / Boundaries
  • Critical Discussion Protocol
  • Core Principles
  • Critique Intensity Levels
  • Mandatory Information Checklist (HIGH-RISK Decisions)
  • Iterative Refinement Cycle
  • Self-Critique Framework
  • Question Your Own Suggestions
  • Devil's Advocate Mode
  • Assumption Audit Template
  • Self-Critique Dialogue Example
  • User Proposal Critique Framework
  • Step 1: Identify Unstated Assumptions
  • Step 2: Find Potential Failure Modes
  • Step 3: Compare Against Simpler Alternatives
  • Step 4: Request Missing Information
  • Step 5: Challenge Complexity Without Justification
  • Example Critique Dialogues
  • Quick Reference
  • Expert Thinking Framework
  • Phase 1: Problem Definition (Expert Approach)
  • Phase 2: Baseline Thinking (ALWAYS DO THIS FIRST)

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