amdahl-ceiling-calculator
OfficialIdentify AI-speedups with Amdahl's law.
System Documentation
What problem does it solve?
Map a workflow's time allocation between AI-accelerable and non-accelerable steps, calculate the theoretical maximum speedup via Amdahl's Law, and identify which tool-layer bottleneck to fix first. Use when the user says "amdahl ceiling", "workflow bottleneck", "max speedup", "where's my ceiling", "why isn't AI faster", "calculate speedup", or wants to understand why their AI-augmented workflow isn't as fast as expected.
Core Features & Use Cases
- Phase decomposition of a workflow into accelerable and non-accelerable parts.
- Compute S_max using Amdahl's Law for current, perfect AI, and realistic targets.
- Rank bottlenecks by impact and provide concrete recommendations to improve the ceiling.
- Use Case: Optimize an AI-augmented CI/CD pipeline by identifying the single best bottleneck to fix first.
Quick Start
Provide a free-text description of your workflow to compute the theoretical AI speedup and identify the top bottleneck.
Dependency Matrix
Required Modules
None requiredComponents
Standard package💻 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: amdahl-ceiling-calculator Download link: https://github.com/m2ai-portfolio/m2ai-skills-pack/archive/main.zip#amdahl-ceiling-calculator Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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