parallel-debugging

Name: parallel-debugging
Availability: InStock
Author: arogyareddy

Apply Analysis of Competing Hypotheses to organize parallel agent debugging investigations.

Updated Apr 19, 2026

Search Tags:#debugging #evidence #arbitration #root-cause-analysis #hypotheses #parallel-investigation #ach

Ready to run

npx skills add https://github.com/ArogyaReddy/https-github.com-wshobson-agents --skill parallel-debugging-arogyareddy

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: parallel-debugging
Source: https://github.com/ArogyaReddy/https-github.com-wshobson-agents/tree/main/plugins/agent-teams/skills/parallel-debugging
Command: npx skills add https://github.com/ArogyaReddy/https-github.com-wshobson-agents --skill parallel-debugging-arogyareddy

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

Debug complex issues by applying the Analysis of Competing Hypotheses (ACH) methodology to organize parallel agent investigations and arbitration.

Core Features & Use Cases

Parallel hypothesis generation across six failure-mode categories (Logic Error, Data Issue, State Problem, Integration Failure, Resource Issue, Environment)
Structured evidence collection, citation standards, and an arbitration workflow to determine root causes
Templates and references to guide formal investigations and reproducibility

Quick Start

Provide a failing scenario and initiate the ACH-based parallel investigation to identify the root cause.

Frequently Asked Questions about parallel-debugging

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

FAQPage Schema

How do I debug complex multi-module issues with ambiguous root causes?▼

Debug ambiguous multi-module issues by organizing parallel agent investigations using the Analysis of Competing Hypotheses (ACH) methodology, generating hypotheses across six failure categories and arbitrating root causes with structured evidence.

What is the Analysis of Competing Hypotheses methodology for root-cause-analysis?▼

The Analysis of Competing Hypotheses (ACH) is a root-cause-analysis methodology that generates parallel failure hypotheses across six categories, collects formal evidence with citations, and arbitrates findings to determine the true root cause.

How do I conduct a parallel investigation for software debugging?▼

Conduct a parallel investigation for software debugging by generating hypotheses across six failure-mode categories (Logic Error, Data Issue, State Problem, Integration Failure, Resource Issue, Environment), collecting cited evidence, and following a stepwise arbitration workflow.

Does this debugging approach work for multi-module systems with integration failures?▼

Yes, this debugging approach is designed for multi-module systems, systematically addressing integration failures alongside logic errors, data issues, state problems, resource issues, and environment failures through structured parallel investigation.

What is the best way to validate fixes after root-cause-analysis?▼

The best way to validate fixes after root-cause-analysis is to follow the stepwise arbitration workflow, which uses evidence templates, citation rules, and risk assessment to confirm the determined root cause before applying fixes.

When should I use parallel hypotheses for debugging instead of standard methods?▼

Use parallel hypotheses for debugging instead of standard methods when facing complex issues with ambiguous root causes in multi-module systems, where systematic evidence collection and structured arbitration are needed to isolate the failure category.