Infographic - HailStorm AI Trading

Active Strategies

Portfolio Models

30+

API Endpoints

Input Features

$100K

Paper Capital

Dual LSTM Strategies

VERSION 7.03

Regression

LSTM price prediction → derives direction

PredictsExact future price

Input Features17 indicators

Lookback24 periods

Alpaca AccountAccount 1

IndicatorsOHLC, MA, EMA, RSI, MACD, BB

VERSION 8.01

Classification

LSTM binary classifier → sigmoid 0-1

PredictsUp/Down direction

Input Features5 core features

Lookback24 periods

Alpaca AccountAccount 2

IndicatorsClose, EMA3/6, RSI, MACD

7-Model Ensemble Voting

Default

LSTM

Deep

LSTM

Shallow

LSTM

Dropout

LSTM

Simple

RNN

Gated

GRU

Conv

ConvLSTM

➔

Super Portfolio

Majority Vote

Buy votes vs Sell votes

Prediction Pipeline

☷

Market Data

yfinance intraday 5-min bars + daily history

⚙

Feature Eng

MA, EMA, RSI, MACD, Bollinger Bands

♦

LSTM Predict

24-period lookback, scaled inputs

⚐

News Sentiment

Gemini API analyzes Google News RSS

⚠

Filters

RSI, confidence, consecutive confirms

✓

Execute

Alpaca API paper trade

Trading Filters & Thresholds

60%

Predictions below threshold are skipped

Consecutive same-direction predictions required

70/30

Overbought skip buy / Oversold skip sell

15m

No trades in first/last 15 min of session

Dynamic Position Sizing by Confidence

75%

60-69% conf

100%

70-79% conf

125%

80-89% conf

150%

90%+ conf

News Sentiment Adjustment (Gemini 2.0 Flash)

-15%

Very Negative

-8%

Negative

Neutral

+8%

Positive

+15%

Very Positive

Dashboard & Admin Features

Real-Time DashboardLive predictions, positions, P&L, intraday sparkline

Strategy ComparisonSide-by-side regression vs classification performance

Admin PanelPause/resume, sell all, change frequency, adjust config

Accuracy TrackingPer-prediction scoring, streaks, daily/cumulative stats

EOD Auto-FlattenCloses all positions 15 min before market close

Configurable ModesAggressive, prediction-only, short-selling toggles

Tech Stack

Flask

TensorFlow/Keras

Firebase Firestore

Alpaca Markets API

Gemini 2.0 Flash

SQLite

Chart.js

yfinance

Nginx Proxy

scikit-learn