rt-chen

Diagnoses a product's network growth stage and identifies its atomic network.

28|11|Updated Apr 11, 2026
One-click install
npx skills add https://github.com/risingdream/roundtable --skill rt-chen
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: rt-chen
Source: https://github.com/risingdream/roundtable/tree/main/skills/growth/rt-chen
Command: npx skills add https://github.com/risingdream/roundtable --skill rt-chen

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This Skill helps you diagnose and overcome growth limits in network effects businesses by identifying the atomic network and mapping what stage your product is in.

Core Features & Use Cases

  • Cold-start and scaling diagnosis: Determine whether you’re stuck in cold start, tipping point, escape velocity, ceiling, or moat formation.
  • Atomic network strategy: Pinpoint the smallest viable network that delivers real value (the unit you can replicate).
  • Network effects vs. virality clarity: Focus on the supply side and the specific network mechanics (acquisition, engagement, economic effects).
  • Use case: If you’re launching a marketplace or platform, use this Skill to craft a staged plan for reaching the tipping point and avoiding “ceiling panic” growth mistakes.

Quick Start

Ask: "As Andrew Chen, what is our atomic network, what stage are we in, and what metrics should we track to reach the tipping point?"

Frequently Asked Questions about rt-chen

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

FAQPage Schema
How do I identify the atomic network for my marketplace during a cold start?

Identifying the atomic network requires pinpointing the smallest viable network topology that delivers real value and can be replicated. This Skill diagnoses your specific network mechanics to define that fundamental unit and overcome cold start friction.

What metrics should I track to reach the network effects tipping point?

Tracking metrics to reach the tipping point requires monitoring supply-side constraints and acquisition engagement. This Skill provides metric-focused guidance to map your current growth stage and articulate the specific economic effects needed for escape velocity.

How do I scale a platform and avoid hitting a network growth ceiling?

Scaling a platform to avoid a network growth ceiling involves diagnosing whether you are in the tipping point, escape velocity, or ceiling stage. This Skill helps formulate a staged strategy to prevent ceiling panic growth mistakes and build moats.

How can I distinguish between viral loops and actual network effects in my product?

Distinguishing viral loops from network effects requires analyzing your supply side and specific acquisition mechanics. This Skill clarifies these differences by interpreting your network topology and articulating the underlying economic engagement effects.

Does this approach work for community products or only two-sided marketplaces?

This approach works for marketplaces, platforms, and communication or community products. It diagnoses network growth stages across these varied topologies to produce actionable scaling strategies tailored to your specific architecture.

When should I focus on moat formation instead of network expansion?

Focusing on moat formation is necessary when your product reaches the ceiling stage of network growth. This Skill diagnoses your current position to determine when to shift from expansion strategies to building defensive moats.