ai-scaling-laws-amodei
CommunityForecast AI scaling paths to guide strategy.
Product & Management#benchmarking#AI#roadmap#forecasting#risk-management#product-strategy#scaling-laws
Authorjona
Version1.0.0
Installs0
System Documentation
What problem does it solve?
This Skill helps product teams and researchers understand AI scaling laws and forecast capability trajectories to inform strategic decisions and roadmaps.
Core Features & Use Cases
- Two-phase scaling intuition: Distinguishes scaling behavior in Pretraining and RL phases to guide timing.
- Forecasting toolkit: Applies the 7-month doubling rule, task-horizon estimation, and a self-correction multiplier to refine predictions.
- Strategic decision support: Provides a framework to plan products around evolving model capabilities and benchmark progress.
Quick Start
Use the scaling framework to assess your current model capabilities and project future milestones; supply current horizon, doubling pace, and desired capability to obtain a forecast.
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: ai-scaling-laws-amodei Download link: https://github.com/jona/ycombinator-skills/archive/main.zip#ai-scaling-laws-amodei Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
Agent Skills Search Helper
Install a tiny helper to your Agent, search and equip skill from 223,000+ vetted skills library on demand.