preferences-adaptive-planning

Community

Optimize AI agent planning and execution.

Authorcameronraysmith
Version1.0.0
Installs0

System Documentation

What problem does it solve?

This Skill addresses the challenge of maximizing validated, releasable product increments from AI coding agents by optimizing planning depth, buffer sizing, and replanning triggers.

Core Features & Use Cases

  • Adaptive Planning: Implements control theory foundations (MPC, VSM, queue economics) to dynamically adjust planning horizons based on project complexity and agent capacity.
  • Workflow Optimization: Provides heuristics for buffer sizing, validation gate placement, and replanning decisions to minimize waste and maximize progress.
  • Use Case: When an AI agent team is building a complex feature, this Skill helps determine the optimal lookahead for planning, how many tasks should be in the backlog before replanning, and when to validate integrated work to catch errors early.

Quick Start

Use the preferences-adaptive-planning skill to determine the optimal planning depth for a new feature development cycle.

Dependency Matrix

Required Modules

None required

Components

references

💻 Claude Code Installation

Recommended: Let Claude install automatically. Simply copy and paste the text below to Claude Code.

Please help me install this Skill:
Name: preferences-adaptive-planning
Download link: https://github.com/cameronraysmith/vanixiets/archive/main.zip#preferences-adaptive-planning

Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
View Source Repository

Agent Skills Search Helper

Install a tiny helper to your Agent, search and equip skill from 223,000+ vetted skills library on demand.