Signal Intelligence Engine
Banana Farmer is my own market intelligence platform, not client work. It is a signal-first stock and cryptocurrency ranking system that scores thousands of assets daily and presents momentum signals through a real-time interface. I built it, I operate it, and it runs live today.
"This platform processes more data in a day than most apps see in a month. The architecture had to be ruthlessly efficient: edge-first, cache-heavy, and designed for scale. Every millisecond of latency is a missed signal. I built an intelligence engine that catches momentum before the crowd, and I run it live."
Retail investors consistently chase stocks after they've already moved. By the time news hits mainstream, the opportunity is gone. The challenge was building a system that could ingest massive amounts of market data, score assets using proprietary algorithms, generate AI-powered analysis, and present actionable signals in real-time, all while maintaining sub-second response times.
I engineered a distributed intelligence pipeline with 100+ Cloudflare Workers handling data ingestion, scoring computation, and AI content generation. A proprietary "Ripeness Score" algorithm combines technical momentum, social sentiment, and market structure into a single 0-100 signal. TradingView integration provides professional-grade charting, while Stripe powers the freemium subscription model.
// Proprietary scoring combines multiple signal sources
interface RipenessFactors {
technicalMomentum: number; // RSI, MACD, volume profile
socialSentiment: number; // Social mentions velocity
marketStructure: number; // Support/resistance levels
volumeAnomaly: number; // Unusual volume detection
}
function calculateRipeness(factors: RipenessFactors): number {
const weights = { tech: 0.4, social: 0.2, structure: 0.25, volume: 0.15 };
return Math.min(100, Math.round(
factors.technicalMomentum * weights.tech +
factors.socialSentiment * weights.social +
factors.marketStructure * weights.structure +
factors.volumeAnomaly * weights.volume
));
}Archive Navigation
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