Algorithm Cultivation & Thought Leadership

Train your X/Twitter algorithm for a specific niche. Three approaches:

1. Browser script — paste into DevTools console for manual sessions
2. CLI + Persona Engine — create personas and run from the command line
3. 24/7 Algorithm Builder — headless Puppeteer + LLM running continuously

Quick Reference

Core Concepts

• Persona — identity config: niche, activity pattern, engagement strategy, topics
• Session — one period of activity (search, browse, engage, post)
• Strategy — engagement limits (aggressive/moderate/conservative/thoughtleader)
• Activity pattern — human-like schedule (night-owl/early-bird/nine-to-five/always-on/weekend-warrior)

Algorithm Builder — src/algorithmBuilder.js

24/7 headless automation: Puppeteer + stealth + OpenRouter LLM.

import { startAlgorithmBuilder } from './algorithmBuilder.js';

await startAlgorithmBuilder({
  personaId: 'persona_1234',
  authToken: 'your_auth_token',
  headless: true,
  dryRun: false,
  maxSessions: 0, // 0 = infinite
});

Requires OPENROUTER_API_KEY env var for LLM-generated comments and posts.

Environment Variables

Detailed References

Load these on demand for deeper context:

• Persona Engine details — skills/algorithm-cultivation/references/persona-engine.md (presets, strategies, CLI commands, exports)
• Browser scripts — skills/algorithm-cultivation/references/browser-scripts.md (3 scripts, configs, controls, training phases)
• Algorithm internals — skills/algorithm-cultivation/references/algorithm-internals.md (signal weights, phase model, architecture diagram, cost estimate)
• Research: algorithm internals — docs/research/algorithm-cultivation.md
• Research: LLM architecture — docs/research/llm-powered-thought-leader.md

Notes

• Browser scripts require navigating to x.com first
• algorithmBuilder.js and algorithmTrainer.js require pasting src/automation/core.js first
• thoughtLeaderCultivator.js is standalone (no dependencies)
• Default engagement strategy: 1-3s delays between actions
• Fresh accounts should start with conservative strategy for 1-2 weeks