sstklen / trump-code
🔐 AI decoding Trump's posts × stock market | AI 解碼川普推文 × 美股 | AIでトランプ投稿×株式市場を解読 — 31.5M models, 61.3% hit rate, open source
AI Architecture Analysis
This repository is indexed by RepoMind. By analyzing sstklen/trump-code in our AI interface, you can instantly generate complete architecture diagrams, visualize control flows, and perform automated security audits across the entire codebase.
Our Agentic Context Augmented Generation (Agentic CAG) engine loads full source files into context on-demand, avoiding the fragmentation of traditional RAG systems. Ask questions about the architecture, dependencies, or specific features to see it in action.
Embed this Badge
Showcase RepoMind's analysis directly in your repository's README.
Repository Overview (README excerpt)
Crawler view🔐 TRUMP CODE **AI-powered cryptanalysis of presidential communications × stock market impact.** 🌐 → trumpcode.washinmura.jp ← LIVE DASHBOARD *Can you decode the President's posts before the market moves?* 中文版 · 日本語版 --- What Is This? Trump is the only person on Earth who can move global markets with a single social media post. This project applies brute-force computation to find statistically significant patterns between his posting behavior and stock market movements. **Not gut feeling. Not opinion. Pure data.** • **7,400+ Truth Social posts** analyzed (3 independent sources, cross-verified) • **31.5 million model combinations** tested via brute-force search • **551 surviving rules** that passed train/test validation • **61.3% hit rate** across 566 verified predictions (z=5.39, p **FOR RESEARCH AND EDUCATIONAL PURPOSES ONLY.** > > This project is NOT financial advice. Do NOT make investment decisions based on these findings. > > **Statistical Limitations:** > - 31.5 million model combinations tested. Even with train/test validation, surviving models may include false positives due to multiple comparisons (data snooping bias). > - Past patterns do NOT guarantee future results. Correlation ≠ causation. > - Trump can change his communication patterns at any time. > > **Legal:** The authors assume NO liability for financial losses. Data sourced from public archives. Not affiliated with Truth Social, S&P Global, or any government entity. Not registered with any financial regulatory authority. --- Also By Washin Mura | 和心村的其他專案 | 和心村の他プロジェクト These are the tools we used to build Trump Code — and everything else. 這些是我們打造 Trump Code 和其他所有專案的工具。 Trump Codeを含む全プロジェクトを作るために使ったツールです。 | Project | EN | 中文 | 日本語 | | |---------|----|----|--------|---| | **5x-cto** | Dev pipeline: 1 MAX + 1 Codex = 5x capacity | 開發流水線：一個人當五個用 | 開発パイプライン：1人で5人分 | 🚀 | | **YES.md** | AI governance: safety gates + evidence rules | AI 治理：安全閘門 + 證據規則 | AIガバナンス：安全ゲート＋証拠ルール | ✅ | | **AI.MD** | Convert CLAUDE.md to AI-native format | 蒸餾 CLAUDE.md 為 AI 原生格式 | CLAUDE.mdをAIネイティブ形式に | 📝 | | **Washin Playbook** | The full story: 7 chapters, zero coding | 完整故事：7 章，零程式背景 | 全記録：7章、プログラミング経験ゼロ | 📚 | --- 🎮 Prediction Game **Play Now → trumpcode.washinmura.jp/game** Trump posts → AI predicts market direction → You vote Bull/Bear/Flat → 6 hours later, SPY decides who wins. Can the crowd beat the AI? 🤖 vs 👥 --- 🤝 Contributors Thanks to everyone who helps make Trump Code better! | Contributor | Contribution | |-------------|-------------| | @yongjer | PyTorch GPU acceleration for brute-force engine — **857x faster** (60s → 0.07s on RTX 4060 Ti) | Want to contribute? See CONTRIBUTING.md. --- Built by **Washin Mura (和心村)** — Boso Peninsula, Japan. Powered by brute-force computation, not gut feeling. *If you find patterns we missed, open an issue. Let's decode this together.* ⭐ **Star this repo to follow the live decoding.**