# Map Network

> Analyze your network structure and recommend optimal topology (dense, sparse, or hybrid) for spreading your idea. Use when you need to decide: should I develop this privately or go public? Dense networks for development and trust-building, sparse for viral scale.

- Skill: `gnurio/map-network` (Agent Skill)
- Install (CLI): `npx skillmds@latest add gnurio/map-network`
- Raw SKILL.md: https://api.skillmd.com/api/skills/gnurio/map-network/raw
- Safety review: pending
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: Coding & Dev Tools
- Author: gnurio (https://skillmd.com/u/gnurio)
- Updated: 2026-09-17
- Page: https://skillmd.com/skills/gnurio/map-network

---


# Map Network Topology

You are analyzing network structure and recommending optimal topology for spreading an idea.

## What This Skill Does

Takes a description of your network and the idea type, then recommends the best network structure:
- **Dense networks** (group chats, private communities) - for development and antimeme incubation
- **Sparse networks** (public platforms) - for viral scale of memes
- **Hybrid approach** - develop privately, then scale publicly

Outputs explain tradeoffs and switching strategy.

## Input/Output Contract

**Accepts:**
- Network description (current state, size, connectivity, homogeneity)
- Idea type (meme | antimeme | supermeme)
- Strategic goal (development/incubation vs. scale vs. validation)
- Timeline (how many years?)

**Produces:**
- Recommended topology: dense | sparse | hybrid
- Explanation of why this topology fits the idea
- Strengths and weaknesses of recommendation
- Concrete tactics for implementing recommendation
- Switching strategy (if hybrid: when/how to transition)

**Passes to:**
- design-strategy (uses network recommendation to create playbook)
- monitor-receptivity (tracks readiness to switch from dense to sparse)

## Process

### Step 1: Understand the Network Structure

Analyze your current network on these dimensions:

**Dimension 1: Density (how connected)**
- Dense: Everyone knows everyone, high trust, low threshold for sharing controversial ideas
- Sparse: Loosely connected, low trust, high threshold for controversy
- Current state: Where is your network today?

**Dimension 2: Homogeneity (how similar)**
- Homogeneous: Similar beliefs, backgrounds, values (echo chamber risk)
- Heterogeneous: Diverse perspectives (resistant to new ideas but more balanced)
- Current state: Are people in your network like each other?

**Dimension 3: Context (how much shared history)**
- High-context: Long relationships, shared language, implicit understanding
- Low-context: Transactional, need explicit explanation, little shared history
- Current state: How much do people know each other?

**Dimension 4: Formality (structure level)**
- Formal: Official roles, hierarchy, rules
- Informal: Loose, peer-level, self-organizing
- Current state: Is there authority structure or peer governance?

### Step 2: Assess Idea-Network Fit

Match the idea type to network properties:

**If MEME (high transmit, low impact):**
- Fits: Sparse networks (low-context, loose connections okay)
- Why: Spreads easily, doesn't require deep understanding
- Network structure: Can use social platforms, broad audiences
- Risk: Context collapse, meaning distortion

**If ANTIMEME (low transmit, high impact):**
- Fits: Dense networks (high-context, high trust essential)
- Why: Needs deep understanding, high cognitive load
- Network structure: Group chats, private communities, tight circles
- Risk: Echo chambers, slow spread

**If SUPERMEME (high transmit, high impact):**
- AVOID spreading
- If must address: Use sparse networks + containment strategy
- Risk: Will spread uncontrollably

### Step 3: Understand Dense Network Properties

Use dense networks for developing antimemes (high-impact, hard-to-spread ideas).

**Strengths of Dense Networks:**
- Reinforce ideas strongly (repetition and validation from trusted group)
- Safe for half-formed thoughts (room for mistakes, evolution)
- Build trust (people open up more)
- Incubate antimemes (can discuss taboo/controversial ideas)
- Preserve nuance (context shared, less distortion)
- Develop language (create shared terminology)

**Weaknesses of Dense Networks:**
- Weak immune systems (vulnerable to wrong ideas spreading unchecked) — "Dense, isolated networks appear to be more stable and harmless, but they have weak immune systems"
- Can't jump gaps (ideas trapped in the group)
- Echo chamber risk (groupthink, lack of external pressure)
- Small reach (limited to group size)
- Hard to scale (adding people destabilizes trust)

**Critical Nuance:** Density ≠ Strength. Dense networks seem safer but can be penetrated by a single novel idea. This is why "isolated environments lead to greater speciation and biodiversity" — isolation creates unique vulnerabilities and evolutionary paths.

**Best for:**
- Developing controversial ideas (taboos, challenging orthodoxy)
- Building core believers (3-5 deeply committed people)
- Creating shared language/framework
- Private refinement phase (dark forest)

**Tactics:**
- Small group (4-10 people max to start)
- Regular meetings (weekly or bi-weekly)
- Explicit confidentiality agreements
- Structured discussion format (read + discuss + synthesize)
- Clear roles (facilitator, note-taker, synthesizer)

### Step 4: Understand Sparse Network Properties

Use sparse networks for spreading memes (high-transmit, lightweight ideas).

**Strengths of Sparse Networks:**
- Diffuse ideas quickly (low friction to share)
- Reach diverse audiences (no gatekeeping)
- Test market receptivity (see what resonates)
- Scale rapidly (network effects)
- Low barrier to entry (don't need to "join" anything)

**Weaknesses of Sparse Networks:**
- Context collapse (detailed meaning becomes distorted)
- High immunity baseline (people skeptical by default)
- Short attention spans (ideas forgotten quickly)
- Difficult to maintain nuance (reduced to soundbites)
- No relationship substrate (harder to build trust)
- Algorithmic randomness (spread depends on platform mechanics)

**Best for:**
- Launching validated ideas (proven in dense networks first)
- Viral content (lightweight, memorable)
- Broad awareness (getting the word out)
- Reaching beyond existing circles

**Tactics:**
- Platform selection (Twitter, TikTok, Reddit, LinkedIn, etc.)
- Content optimization (short, shareable, memorable)
- Hashtags and discoverability (algorithm amplification)
- Volume strategy (3-5 posts per day)
- Community building (threads, replies, engagement)

### The Cult Warning

Historical context: "One theory as to why cults flourished in the 1960s and 1970s might be due to the new ways in which ideas were able to spread. Small towns were suddenly hit by a deluge of ideas from new forms of transportation and mass media, but they lacked the ability to process these ideas effectively."

This reveals a critical risk: dense networks can become cult-like when they lack immune systems to process external ideas. When selecting network topology, ensure:
- Dense networks have access to external critique (don't isolate completely)
- Members maintain connections beyond the group
- There are mechanisms to test ideas against outside reality
- The group doesn't position itself as sole arbiter of truth

### Network Shape Determines Culture

Fundamental insight: "Culture is downstream of the shape of our networks. Sparse networks, like public social platforms, are good at diffusing ideas quickly. Dense networks, like group chats, are better at reinforcing and strengthening ideas."

This means:
- **Sparse networks → culture of novelty** (always new ideas, shallow understanding)
- **Dense networks → culture of depth** (fewer ideas, but deeply understood)
- Your network topology literally shapes what ideas your culture develops

Choose network topology not just for spreading your idea, but for what culture you want to emerge.

### Step 5: Recommend Hybrid Strategy

For most serious antimemes, recommend hybrid:

**Dense Phase (Years 1-2):**
- Build private network (4-10 core believers)
- Refine message and language
- Develop examples and frameworks
- Create "patient zero" stories
- Identify champions
- Build trust and alignment

**Transition Phase (6 months):**
- Soft testing (small reveals to broader network)
- Gauge receptivity (what resonates?)
- Identify validators (respected people who agree)
- Test message variants (what lands?)
- Find natural amplifiers (people naturally sharing it)

**Sparse Phase (Years 2-3+):**
- Public emergence (champions go public)
- Coordinated reveals (multiple networks simultaneously)
- Leverage validators (trusted messengers boost credibility)
- Rapid scale (networks connect)
- Mainstream adoption (idea becomes obvious)

**Key principle:**
"Memetic and antimemetic cities depend on each other"
- Dense develops ideas, creates depth
- Sparse scales ideas, reaches breadth
- Both needed for successful spread

### Step 6: Explain Tradeoffs

For each recommendation, explain:

**Density Tradeoff:**
- More dense = safer development, more echo chamber risk
- More sparse = broader reach, more distortion risk

**Timeline Tradeoff:**
- Dense first (slower, safer) vs. sparse immediately (faster, riskier)
- Hybrid requires patience through Phase 1

**Group Size Tradeoff:**
- Smaller dense groups = higher trust, deeper work, slower development
- Larger groups = more perspectives, faster development, harder coordination

**Authority Tradeoff:**
- Hierarchical leadership = faster decisions, possible dogmatism
- Peer governance = slower decisions, more resilience

## Output Template

```markdown
## Recommended Topology: [DENSE | SPARSE | HYBRID]

**Idea Type:** [meme | antimeme | supermeme]
**Strategic Goal:** [development | scale | validation]

---

## Why This Topology

**Fit Analysis:**
- Idea transmissibility: [high | low] → favors [sparse | dense]
- Idea impact: [high | low] → favors [dense | sparse]
- Your goal: [you need] [privacy/validation/reach]
- Timeline: [X years] → recommends [this topology]

---

## This Topology's Strengths

For your situation:
- [Specific strength 1 relevant to your goal]
- [Specific strength 2 relevant to your idea]
- [Specific strength 3 relevant to your timeline]

---

## Weaknesses to Watch

- [Specific weakness 1 and how to mitigate]
- [Specific weakness 2 and how to mitigate]
- [Specific weakness 3 and how to mitigate]

---

## Implementation Tactics

**Immediate (next 30 days):**
- [Action 1]
- [Action 2]
- [Action 3]

**Medium-term (3-6 months):**
- [Action 1]
- [Action 2]
- [Action 3]

**Long-term (6+ months):**
- [Action 1]
- [Action 2]
- [Action 3]

---

## If Hybrid: Switching Strategy

**Dense Phase Objectives:**
- [Develop X]
- [Build Y]
- [Refine Z]

**Transition Triggers:**
- When: [specific conditions indicate readiness]
- Who decides: [champion, core group, measurement?]
- How quick: [gradual or rapid shift?]

**Sparse Phase Launch:**
- Start with: [which platform(s)?]
- Lead with: [which champions?]
- Amplify with: [validators, content types, timing]

---

## Risks Specific to This Topology

- [Risk 1 and mitigation]
- [Risk 2 and mitigation]
- [Risk 3 and mitigation]
```

## Common Topology Mistakes

**Mistake 1: Using wrong topology for idea type**
- Example: Trying to spread complex antimeme via social media only (sparse network)
- Result: Idea gets distorted, rejected, or trivialize
- Fix: Use dense for development, sparse for proven ideas

**Mistake 2: Staying too long in dense phase**
- Example: Perfecting message for 3 years in private group
- Result: Idea never reaches tipping point, stays niche
- Fix: Set explicit transition date, get uncomfortable with imperfection

**Mistake 3: Going public too early**
- Example: Revealing antimeme to broad audience before core believers ready
- Result: Idea triggers immune response, gets shut down
- Fix: Spend adequate time in Phase 1 (minimum 1 year, typically 2)

**Mistake 4: Confusing "private" with "secret"**
- Example: Making group existence hidden
- Result: Looks like conspiracy, triggers opposition
- Fix: Private group is okay; secret group is not. Be transparent about gathering.

**Mistake 5: Ignoring context collapse**
- Example: Assuming message that works in dense group will work on Twitter
- Result: Gets misunderstood, attacked, or ridiculed
- Fix: Explicitly reframe for sparse network audience (simpler, shorter, vice examples)

## When to Use Other Skills

- **Before map-network → identify-champions:** Know who should be in your dense network
- **After map-network → design-strategy:** Network choice informs playbook selection
- **After map-network → monitor-receptivity:** Tracks when dense→sparse transition happens

## References

See `/references/source-summary.md`:
- "Network Topology Strategy" section for detailed topology analysis
- "Strategic Playbooks" section for context on phases
- "Practical Applications by Domain" for domain-specific network structures