Trending Engine B2 - Adaptive Market Analysis

Description

The Trending Engine B2 provides sophisticated trend analysis for cryptocurrency tokens using adaptive algorithms that adjust to market conditions. It combines momentum analysis, consensus measurement, and market regime detection to generate intelligent trending scores with full algorithmic transparency.

Features

• Adaptive Weighting: Algorithm weights adjust based on market regime (bull/bear/volatile/sideways)
• Multi-Component Analysis: Momentum + Consensus + Market Regime detection
• Time-Series Processing: Full price and volume history analysis with time-decay weighting
• Synergy Intelligence: Bonus/penalty system for signal alignment/disagreement
• Market Regime Detection: Automatic bull/bear/volatile/sideways classification
• Full Transparency: Complete algorithmic breakdown and component scoring

Input Schema

interface TrendingInput {
    tokens: {
        symbol: string;
        priceHistory: { time: number; price: number; }[];
        volumeHistory: { time: number; volume: number; }[];
    }[];
}

Output Schema

interface TrendingOutput {
    results: TrendingTokenResult[];
}

interface TrendingTokenResult {
    token: string;
    momentum: number;         // 0–100 momentum score
    consensus: number;        // 0–100 consensus score  
    regime: "bull" | "bear" | "volatile" | "sideways" | "stable" | "mixed";
    trendingScore: number;    // 0–1 final adaptive score
    weights: {
        momentum: number;     // Applied momentum weight
        consensus: number;    // Applied consensus weight
        regime: number;       // Regime influence factor
    };
}

Example Run

Input

{
    "tokens": [
        {
            "symbol": "BTC",
            "priceHistory": [
                { "time": 1703000000, "price": 42000 },
                { "time": 1703003600, "price": 42500 },
                { "time": 1703007200, "price": 43200 },
                { "time": 1703010800, "price": 44100 }
            ],
            "volumeHistory": [
                { "time": 1703000000, "volume": 1500000 },
                { "time": 1703003600, "volume": 1800000 },
                { "time": 1703007200, "volume": 2200000 },
                { "time": 1703010800, "volume": 2800000 }
            ]
        },
        {
            "symbol": "ETH", 
            "priceHistory": [
                { "time": 1703000000, "price": 2400 },
                { "time": 1703003600, "price": 2380 },
                { "time": 1703007200, "price": 2350 },
                { "time": 1703010800, "price": 2320 }
            ],
            "volumeHistory": [
                { "time": 1703000000, "volume": 800000 },
                { "time": 1703003600, "volume": 750000 },
                { "time": 1703007200, "volume": 720000 },
                { "time": 1703010800, "volume": 680000 }
            ]
        }
    ]
}

Output

{
    "results": [
        {
            "token": "BTC",
            "momentum": 78,
            "consensus": 82,
            "regime": "bull",
            "trendingScore": 0.79,
            "weights": {
                "momentum": 0.65,
                "consensus": 0.35,
                "regime": 0.0
            }
        },
        {
            "token": "ETH",
            "momentum": 32,
            "consensus": 28,
            "regime": "bear", 
            "trendingScore": 0.29,
            "weights": {
                "momentum": 0.40,
                "consensus": 0.60,
                "regime": 0.0
            }
        }
    ]
}

Algorithm Components

1. Momentum Analysis

• Time-Decay Weighting: Recent price movements weighted more heavily
• Volatility Dampening: High volatility reduces momentum confidence
• Signal Classification: Bullish (>60), Neutral (40-60), Bearish (<40)

2. Consensus Measurement

• Volume Confirmation: Recent vs historical volume analysis
• Cross-Exchange Agreement: Multi-source price convergence
• Variance Analysis: Price disagreement across sources

3. Market Regime Detection

• Bull Market: >15% price increase, low volatility
• Bear Market: <-15% price decrease
• Volatile: >30% volatility regardless of direction
• Sideways: <8% price movement, stable conditions

4. Adaptive Weighting

• Bull Markets: 65% momentum, 35% consensus
• Bear Markets: 40% momentum, 60% consensus
• Volatile Markets: 70% momentum, 30% consensus
• Sideways Markets: 30% momentum, 70% consensus

5. Synergy System

• Agreement Bonus: +5% when momentum and consensus align
• Disagreement Penalty: -7% when signals conflict
• Risk Management: Penalties exceed bonuses (conservative approach)

Configuration

Environment variables:

• WINDOW_HOURS: Analysis time window (default: 24)
• MOMENTUM_LAMBDA: Time decay factor (default: 0.12)
• VOLATILITY_THRESHOLD: Volatile regime threshold (default: 30%)
• SYNERGY_BONUS: Signal alignment bonus (default: 0.05)
• DISAGREEMENT_PENALTY: Signal conflict penalty (default: 0.07)

Pricing

• Free Tier: Up to 5 tokens per run
• Standard: $0.10 per token analyzed
• Premium: $0.05 per token (bulk pricing for >500 tokens/month)
• Enterprise: $0.02 per token with custom algorithms and SLA

Use Cases

• Trading Signals: Identify trending tokens with high confidence
• Portfolio Optimization: Rank holdings by trending strength
• Market Analysis: Understand market regime and adapt strategies
• Risk Management: Avoid tokens with conflicting signals
• Algorithmic Trading: Integrate adaptive scoring into trading bots
• Research & Backtesting: Analyze historical trending patterns

Technical Features

• Full Transparency: Complete algorithmic breakdown
• Regime Adaptation: Weights automatically adjust to market conditions
• Time-Series Analysis: Sophisticated historical data processing
• Signal Validation: Cross-validation between momentum and consensus
• Production Ready: Enterprise-grade reliability and performance