Market regime identification using volatility clustering, trend detection, and statistical methods for adaptive trading
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[STUB] Regulatory report generation including IRS Form 8949, Schedule D, FinCEN FBAR, and state-specific crypto reporting requirements
Reinforcement learning for trade execution optimization including order splitting, adaptive timing, and impact minimization
Pre-execution Solana transaction streaming via Jito ShredStream, Shyft RabbitStream, and Triton Deshred
ML trading signal classifiers using XGBoost and LightGBM with walk-forward validation, SHAP feature importance, and threshold optimization
Execution cost estimation, slippage curve modeling, and optimal trade sizing based on AMM liquidity depth
Direct Solana blockchain interaction via JSON-RPC — account lookups, token balances, transaction submission, and program queries
Solana transaction construction including instruction building, account resolution, compute budget, priority fees, and versioned transactions
Solana token data, PnL, risk scores, 1-second OHLCV, wallet analytics, and self-hosted swap execution via Raptor
Standardized template for defining trading strategies with entry rules, exit rules, position sizing, risk parameters, and performance criteria
Coordinated wallet cluster detection, wash trading identification, and fake activity analysis for Solana tokens
C-optimized technical analysis with 150+ functions and 61 candlestick pattern recognition functions via TA-Lib
Real-time tax liability analysis for active crypto traders with proportional cost basis, gain classification, and tax-aware trading signals
Tax-loss harvesting opportunity identification, scoring, and planning with wash sale compliance and annual carryforward tracking
Token supply dynamics, vesting analysis, inflation modeling, and valuation frameworks for crypto tokens
Token holder distribution, concentration metrics, insider detection, and supply analysis for Solana tokens
Double-entry bookkeeping for trading operations with ledger management, P&L statements, balance sheets, and cash flow reporting
Structured trade logging, performance review, behavioral pattern detection, and strategy attribution for systematic improvement
Professional trading charts including candlesticks, equity curves, drawdowns, correlation heatmaps, and return distributions
High-performance vectorized backtesting with parameter optimization, portfolio simulation, and rich performance metrics
Volatility estimation, forecasting, and regime classification using GARCH, EWMA, realized volatility, and volatility cones
Walk-forward validation framework for trading strategies and ML models with time-series-aware splits, overfit detection, and regime-aware validation
Behavioral classification, performance analysis, and trading style detection for Solana wallets
Wash sale detection under 2025 US crypto rules with 61-day window monitoring, disallowed loss tracking, and safe re-entry countdown
Large wallet monitoring, accumulation and distribution detection, and smart money signal generation for Solana tokens
Real-time Solana transaction and account streaming via Yellowstone gRPC (Geyser plugin)
DeFi yield evaluation including fee APR, real vs nominal yield, net APY after costs, and yield sustainability analysis