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Automated Trading Strategies BETA

We're building momentum-based algorithms targeting 10% monthly returns across crypto and stock markets. Currently in beta — testing, tuning, and optimizing before going live.

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10% Monthly Target

Our strategies aim for consistent 10% monthly returns by riding momentum across multiple timeframes — 1-hour, 24-hour, and 7-day trends.

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Fully Automated

Bots run 24/7 for crypto and during market hours for stocks. No manual intervention — algorithms handle entry, exit, and risk management.

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Risk-Managed

Every strategy uses stop-losses, trailing stops, position sizing limits, and cash reserves to protect capital and lock in gains.

How It Works

1

Scan Markets

Every 5–10 minutes, our bots analyze price momentum across hundreds of assets using composite scoring.

2

Score & Rank

Each asset gets a weighted momentum score combining short, medium, and long-term trends.

3

Execute Trades

Top-scoring assets are bought automatically. Positions are monitored for trailing stops and exit signals.

4

Track & Optimize

Full performance tracking with benchmarks. We continuously analyze results and refine parameters.

Strategy Types

Three strategy profiles running in parallel — each with different risk/reward characteristics

Aggressive

Lower entry thresholds, more positions, tighter stops. Designed to catch more moves with faster rotation.

High Frequency 8 Max Positions

Momentum

Balanced entry thresholds and position limits. The core strategy — rides strong trends while managing risk.

Balanced 5 Max Positions

Conservative

Higher thresholds, fewer positions, wider stops. Only enters high-conviction setups with more room to breathe.

Low Frequency 5 Max Positions

Development Log

Apr 10, 2026

NEW Per-Strategy Scoring Weights & Config Editor

  • Per-strategy scoring weights — Each strategy now uses its own 1h/3h momentum weights instead of a hardcoded formula. Existing strategies unchanged (migrated to identical defaults)
  • Strategy config editor — New "Manage Strategies" section in Settings lets you edit buy thresholds, position sizing, weights, and filters on running strategies without recreating them
  • Updated create form — Replaced non-functional weight sliders with working 1h/3h weight controls that sum to 1.0
Apr 10, 2026

IMPROVED Strategy Improvements

  • Minimum buy amount — Configurable per-strategy threshold (default $50) prevents the bot from making tiny automated buys. Manual buys are unaffected. Slider on Create Strategy form ($10-$200)
  • Add to existing positions — Bot can now buy more of a coin it already holds when the momentum score is strong, capped by max-per-coin setting (subtracts current holding value)
  • Pause auto-trading — Per-strategy pause button on the dashboard below Current Positions. Stays active while you're on the page, auto-expires ~2 min after leaving. 10-minute max. Manual trades still work while paused
  • Time-based trailing stop — Trailing stop activates after 30 minutes held instead of requiring a % gain from entry. Prevents trailing stop from breaking when adding to positions at higher prices
  • Sortable positions — Value, P&L, 1h%, 3h%, 24h%, and Opened columns are clickable to sort ascending/descending
  • Dust filter — Positions worth less than $0.01 are hidden from the dashboard display (still tracked in the database)
Apr 8, 2026

FIXED BTC Benchmark

  • BTC buy & hold benchmark fixed — Was silently broken for all user-created strategies due to a database write bug. Now correctly tracks and persists the benchmark start price
  • Deposits reflected in benchmark — BTC comparison now uses full deployed capital (starting + deposits) instead of only the initial starting capital
  • Daily loss limit fixed — Risk control threshold was calculated against original starting capital, not the full account with deposits. Now uses effective capital
  • Sell P&L accuracy — Multi-buy positions now sum all buy fees instead of only counting the last one
  • Kraken instant-sells recorded — Crypto-to-USD sells via Kraken are now properly tracked with P&L instead of silently dropped
  • Strategy delete & clone fixes — Live strategy deletion no longer crashes; clone no longer generates duplicate IDs
  • Log rotation — Trading logs now rotate weekly to prevent disk bloat
  • 3h data guard — Momentum buys and signal sells are paused when 3h price history is unavailable (e.g. after a fetch outage). Stop loss and trailing stop still protect positions
  • Signal sell threshold tuned — Lowered from -0.8 to -2.0 to prevent mass liquidation during mild broad-market dips
  • Order cap removed — Per-user $25 max order was overriding position sizing. Removed so 30% allocation works as designed
Apr 8, 2026

IMPROVED Trading Engine Overhaul

  • New buy logic — Momentum score now based on 1-hour and 3-hour price changes (3h calculated from stored history). Removed 7-day weight and harsh hourly gates that were blocking obvious buy signals
  • Removed rank_drop sell trigger — Coins are no longer auto-sold when their market cap rank shifts. Only stop-loss, trailing stop, and signal reversal trigger sells
  • Expanded coin universe — Now tracking top 100 coins from CoinGecko (was 25), with Kraken-tradeable filter
  • Quick sell buttons — Each position now has a one-click SELL button with confirmation dialog for instant manual sells
  • Dashboard 3h column — Positions and signals tables now show 1h%, 3h%, and 24h% price changes
  • Manual trading moved up — Buy/sell form now appears directly below the portfolio instead of at the bottom of the page
  • Increased max positions slider from 8 to 15
  • Fixed sub-penny price display — coins below $0.01 now show full precision
Apr 5, 2026

FIX Live Trading Overhaul

  • Fixed order tracking — Resolved issue where Kraken orders could execute successfully but be recorded as failed, causing position tracking to desync
  • Ledger-based transaction tracking — Deposits, withdrawals, and manual purchases are now detected from the Kraken Ledger API with exact amounts and timestamps
  • Faster live execution — Live strategies now run on a separate 2-minute cycle (paper strategies remain at 5 minutes)
  • Accurate reconciliation — Full bidirectional sync ensures DB always matches actual Kraken balances, including externally-placed trades with real cost basis
Apr 4, 2026

FIX Deposit/Withdrawal P&L Tracking

  • Fixed deposits counting as profit — Kraken deposits/withdrawals are now tracked separately so P&L accurately reflects trading performance only
  • Dashboard shows total invested amount including any deposits
Apr 4, 2026

FIX Strategy Management

  • Added Delete button to archived strategies — previously only active strategies could be deleted, blocking users from freeing up strategy slots
  • Live trading mode on strategy creation — users with Kraken API keys can now choose between paper ($5k virtual) or live (real Kraken balance) when creating a strategy
  • Strategy cards now show LIVE / DRY-RUN badges alongside running/paused status
  • Manual trades on Kraken — manual buy/sell on live strategies now execute real orders through Kraken API with full audit trail
  • Dedicated live trading log file for monitoring real-money activity
Apr 2, 2026

NEW User Experience & Multi-User Scalability

  • Clone any system strategy with one click — "Use This Strategy" button copies all parameters to your account with fresh paper money
  • New How To guide — step-by-step walkthrough from paper trading to live Kraken trading, including API key setup
  • New Glossary page — every bot decision reason explained in plain English
  • Hover tooltips on all decision log, signal, and trade history reasons for quick context
  • Per-user max order limits — set your own trade size cap on the Settings page
  • Site-wide footer with risk disclaimer and copyright
  • Case-insensitive login — username capitalization no longer matters
  • Admin password reset — admins can reset user passwords directly from the user table
  • Database connection pool expanded for multi-user scalability
  • Trading bot process lock prevents duplicate orders from overlapping cron cycles
  • Cleaner nav — your strategies appear first, less clutter
Apr 1, 2026

IMPROVED Strategy Tuning & Archive System

  • Expanded coin evaluation universe from top 10-25 to top 40 by market cap — catches mid-cap momentum plays (ZEC, XMR, HBAR) previously filtered out
  • Recalibrated scoring normalization divisors to match real market conditions — scores now reflect actual crypto volatility
  • Tuned signal_sell threshold and added minimum hold period (6-12h) to prevent premature exits on hourly noise
  • New strategy archive system — archive strategies to hide from dashboard while preserving historical data and keeping them running
  • Collapsible "Archived Strategies" section on My Strategies page with unarchive option
  • Backtested new settings against 51 days of historical data (356K price records) to validate improvements
Mar 29, 2026

IMPROVED Trade Alert Emails & Security Hardening

  • Trade alert emails now include trigger reason (momentum buy, trailing stop, etc.) and momentum data at trade time
  • Quick "View Trade History" link in every alert email
  • CAN-SPAM compliant one-click unsubscribe — no login required
  • List-Unsubscribe header for native Gmail/Outlook unsubscribe button
  • Constant-time CSRF token comparison to prevent timing attacks
  • Password reset tokens now hashed before database storage
  • Best performance page restricted to user's own strategies
  • CSP nonce-based script protection — removed unsafe-inline from script-src
  • Nginx server header removed to reduce fingerprinting
  • Version control (git) initialized for the platform codebase
  • Best Performance and Perfect Oracle pages linked from main nav and landing page
  • Fixed user context bug on Best Performance API endpoints
  • Enabled gzip compression for CSS, JS, JSON, SVG, and XML
  • Static asset caching with 7-day expiry and Cache-Control headers
  • Added robots.txt and sitemap.xml
  • Open Graph and Twitter Card meta tags for social sharing
  • Canonical URL tags for SEO
  • WCAG AA color contrast compliance (improved text-dim and yellow)
  • Accessibility: skip-nav link, ARIA labels, focus indicators, role attributes
  • HSTS preload directive added
  • Self-registration with admin approval — new users can sign up, accounts activate after admin review
Mar 28, 2026

NEW Best Performance Analysis

  • New "Best Performance" page — computes optimal swing trades with perfect hindsight using zigzag detection and dynamic programming
  • Side-by-side comparison of actual strategy performance vs hindsight-optimal
Mar 22, 2026

IMPROVED Strategy Optimization V2

  • Recalibrated momentum scoring — reduced 1-hour noise weight, increased 7-day trend weight
  • Added minimum hold period before signal exits can trigger
  • Added 7-day trend filter to prevent buying into confirmed downtrends
  • Tightened trailing stops on conservative strategy for faster profit capture
  • Launched V2 strategies for A/B testing against original parameters
Mar 13, 2026

SECURITY Platform Hardening

  • CORS lockdown, login rate limiting, XSS protections
  • Strategy ownership checks on all API endpoints
  • CSRF validation on trade submission endpoints
Feb 17, 2026

NEW Per-User Kraken API Keys

  • Users can now connect their own Kraken accounts via encrypted API keys
  • Live trading infrastructure with kill switch and risk controls
  • Balance reconciliation between database and Kraken
Feb 14, 2026

NEW Stock Market Trading

  • Added S&P 500 stock trading alongside crypto
  • Three active strategies + SPY and DJIA index benchmarks
  • Market hours detection with pre/post market awareness
Feb 10, 2026

NEW Platform Launch

  • Multi-user paper trading platform with JWT auth
  • Three crypto momentum strategies — aggressive, momentum, conservative
  • Real-time dashboards, portfolio charts, and leaderboards
  • Custom strategy creation with adjustable parameters
Aerial Solutions — Automated Trading Platform — Currently in Beta