define-x-strategy

name	define-x-strategy
description	Creates personalized X/Twitter growth strategy through guided interview. Based on algorithm-derived principles (exposure equation, phase model). Use when asked about X growth, Twitter strategy, building audience, or social media presence.

User request: $ARGUMENTS

Create personalized X_STRATEGY.md through discovery interview. Strategy is grounded in algorithm-derived optimal growth principles.

Before starting: Read the reference documents in skills/define-x-strategy/references/:

• OPTIMAL_STRATEGY.md — The growth model and optimization principles
• ALGORITHM_ANALYSIS.md — Deep dive into X's recommendation algorithm

Discovery log: /tmp/x-strategy-{YYYYMMDD-HHMMSS}.md

The Growth Model (from reference)

E = S × (N × D + R × U_oon)

• S (Content Score) — multiplies everything; quality > quantity
• D (Engagement Density) — % of followers who engage; protect this
• R (Retrieval Alignment) — niche focus; stay consistent
• N (Followers) — output of optimizing S, D, R; not a goal

Phases (state-based, not time-based):

1. Build R — Train algorithm via engagement before posting (when N ≈ 0)
2. Build D — Convert engagement to reciprocal network (when N small)
3. Maximize S — Optimize content score indefinitely (steady state)

Invariants: Quality > quantity, protect D, niche focus, avoid negative signals.

Workflow

Create todo list (immediately)