🧠 Project Context

The client required an automated system to:

  • Crawl social content from top personal finance influencers on X (formerly Twitter) in real time
  • Expand influencer networks using hashtag and keyword logic
  • Generate new repost-friendly content for 小红书 and other platforms
  • Simulate human behavior to avoid bans (no API usage)
  • Run fully offline with a privacy-first architecture

🤖 Cognaptus as a Human-Mimicking AI Agent

Project Need Cognaptus Capability
Realtime influencer post tracking (no API) Browser-driven scraping with randomized intervals, scrolls, and clicks
Structured archiving of financial insights Auto-update JSON/CSV with full metadata (ID, type, media, time)
Influencer graph expansion Dynamic search through hashtags, Lists, and 2nd-degree followers
Repost generation for 小红书 Local LLM (LLaMA/Granite) rewrites context-aware posts with hashtag adaptation
Cross-platform automation Internal API sends content to target accounts and logs activity
Platform evasion & stability Proxy rotation, anti-fingerprint headers, click-level mimicry

🔄 Workflow Overview

  1. Influencer Monitoring: Every 20 minutes, Cognaptus checks @financeguru and others using browser actions
  2. New Post Detected: Content scraped and added to local archive
  3. Context Match: Random article from 金色财经 or Decrypt selected
  4. Content Generation: LLM rewrites new post for 小红书 using prompt templates
  5. Auto-Push: Sends content to 小红书 via API with image/video preserved
  6. Follower Graph Expansion: Every hour, new users added via tag and List mining
  7. Influencer Promotion Logic: Users with >100K followers upgraded from “observer” to influencer tier

🛡️ Privacy & Security

  • No API dependency: Zero data passed to external model hosts
  • Runs on-prem or in isolated VPS: Full control of execution
  • MFA + RBAC: Access is segmented for team safety
  • Outbound filtering optional: Can block all data exfil attempts

🧩 Why Cognaptus Beats Ad-hoc Scripts

Dimension Typical Freelance Scripts Cognaptus Advantage
Setup & Maintenance One-off and fragile Modular, documented, production-grade
Anti-ban Measures Basic delays, easy to detect Randomized actions, proxy chains, headless mode
Workflow Integration Manual scripting API-ready, observable, extensible
Model Hosting API calls to OpenAI/Gemini Local LLM with context-based prompt tuning

✅ Outcome

Cognaptus now acts as an autonomous social marketing agent:

  • 📈 Extracts value from high-signal financial influencers
  • ✍️ Rewrites into native social tone
  • 📤 Posts with full logs and rollback ability
  • 🧬 Expands networks organically and stealthily

It’s like hiring a full-time finance-savvy growth hacker — except it never sleeps, never leaks, and scales on demand.