Decompose complex queries into reasoning units with confidence scores.
npx skills add https://github.com/pyraxo/dotfiles --skill balls-pyraxo
Please help me install this Agent Skill. Skill: balls Source: https://github.com/pyraxo/dotfiles/tree/main/skills/balls Command: npx skills add https://github.com/pyraxo/dotfiles --skill balls-pyraxo
This Skill provides a structured protocol for complex problem-solving by breaking down a query into verifiable reasoning units and assigning confidence scores to each part.
Use the balls skill to analyze whether to rewrite a Python service in Rust.
High-intent search queries and answers about installing and using this skill.
Decomposed reasoning breaks complex architectural decisions into self-contained, verifiable reasoning units, solves each independently, assigns confidence scores, and synthesizes a final answer with overall confidence and weakest link identification.
Confidence scoring in problem solving assigns a quantifiable confidence level from 0.0 to 1.0 to each decomposed reasoning unit, allowing you to verify individual conclusions and identify the weakest link before synthesizing a final answer.
Yes, decomposed reasoning addresses multi-faceted questions, architectural decisions, and debugging scenarios by breaking them into manageable inquiry units, solving each independently, and synthesizing the results with an overall confidence score.
Decomposed reasoning analyzes whether to rewrite a Python service in Rust by breaking the decision into sub-questions about performance, team expertise, and codebase complexity, then providing a synthesized answer with an overall confidence score.
Decomposed reasoning with confidence scoring should be avoided for simple, single-step queries that do not require breaking down complex problems into self-contained reasoning units or identifying weakest links in multi-faceted analysis.
mahamaneharouna9-cpuAnalyze complex technical challenges including debugging, security auditing, and architectural reviews.
DammianMillerDecompose complex problems into scored sub-questions and synthesize a final confidence-rated answer.
jeffpeckyVerifies complex mathematical proofs using adversarial, fresh-context expert reasoning.
HDeiblerIdentify weakest links in workflows via funnel, journey, and dependency analysis.
