plan-tune

Tune gstack AskUserQuestion sensitivity and developer psychographic profile preferences.

Updated May 7, 2026
One-click install
npx skills add https://github.com/TumeloRamaphosa/StudEx-Valley-OS --skill plan-tune-tumeloramaphosa
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: plan-tune
Source: https://github.com/TumeloRamaphosa/StudEx-Valley-OS/tree/main/.claude/skills/gstack/plan-tune
Command: npx skills add https://github.com/TumeloRamaphosa/StudEx-Valley-OS --skill plan-tune-tumeloramaphosa

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

plan-tune reduces frustration from overly frequent or badly targeted questions by letting you control how gstack decides when to ask, what to infer about your developer preferences, and whether question tuning is enabled. It also helps you align what gstack thinks about you with what it observes from your actual behavior, so the system stops drifting into “ask mode.”

Core Features & Use Cases

  • Question sensitivity tuning: Adjust per-question behavior across gstack, including never-ask, always-ask, and “ask only for one-way” variants.
  • Dual-track profile review: Compare what you declared vs what your behavior suggests to correct the system’s mental model of you.
  • Enable and disable tuning: Turn question tuning off when you want fewer interruptions, or turn it back on when you want more guidance.
  • Proactive de-dup suggestions: When the same gstack question keeps recurring, or you repeatedly override a recommendation, plan-tune proactively suggests updated tuning to prevent repeats.

Quick Start

Ask plan-tune to tune question behavior and show your developer profile when you say things like “too many questions” or “show my vibe.”

Frequently Asked Questions about plan-tune

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I stop conversational AI from asking repetitive clarification questions?

To stop repetitive clarification questions, you can tune question sensitivity by setting per-question preferences to never-ask. This adjusts the system's prompt orchestration to prevent recurring AskUserQuestion prompts from firing.

How do I align my declared developer profile with my actual coding behavior?

You align your declared developer profile with actual behavior by inspecting declared-versus-observed dual-track behavior. This corrects the system's psychographic profile model, preventing drift into unnecessary ask mode.

Can I turn off question tuning when I want fewer interruptions during development?

Yes, you can turn off question tuning to reduce interruptions. Disabling tuning stops the system from asking preference questions, while enabling it provides more guidance and proactive de-dup suggestions.

What is question sensitivity tuning for prompt orchestration?

Question sensitivity tuning is a configuration process that adjusts per-question behavior across conversational control workflows. It allows you to set never-ask, always-ask, or one-way variants to reduce misfired prompts.

Why does the system keep suggesting the same recommendation after I override it?

The system suggests recurring recommendations due to a lack of proactive repeat handling. By applying question tuning adjustments, it proactively suggests updated tuning to prevent repeated overrides.

How do I configure gstack question preferences across different skills?

You configure gstack question preferences by applying question tuning adjustments across gstack skills. This involves reviewing which AskUserQuestion prompts fire and setting per-question preferences globally.