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Competition Completed · Final Results 2026

SoAI 2026
AI Algorithmic
Trading Competition

Build. Deploy. Trade. Compete.

Design and deploy AI-driven trading strategies in a fair, standardized global simulation. The 2026 edition ran from 16 August to 15 September 2026 — the official final standings are now published.

Final Standings · Top 3 of 20 Teams
1 Team Mushroom +906.99%
2 meloilz +272.23%
3 Ember +190.76%
View the full leaderboard →
120% 100% 80% 60% +24.8%

The Premier AI Trading Arena of 2026

The SoAI 2026 AI Algorithmic Trading Competition brought together participants worldwide to design and deploy AI-driven trading strategies — across AI, finance, computer science, mathematics, and beyond. The competition has concluded and the final standings are published below.

All strategies competed in a fair, standardized simulation environment: centralized execution, identical data feeds, zero hardware bias.

🏙️ Part of IntelligenceX 2026 – The Global Quantum × AI Frontier
24–26 September 2026  |  Singapore
🏆
SGD 3,000
Total prize pool
📈
16 Aug – 15 Sep 2026
Official trading window · Completed
🌏
Global
Participants worldwide
👥
20 Teams
1–5 members each

Competition Timeline

✓ Completed
9 August 2026
Code Submission Closed
23:59:59 SGT (UTC+8)
📅
🔍
✓ Completed
10–12 August 2026
Verification & Test Run
Official validation by technical team
✓ Completed
16 August 2026
Official Trading Began
All strategies went live — 00:00:00 SGT
🚀
🏁
✓ Completed
15 September 2026
Fund Closure & Final Results
Full portfolio liquidation at 23:59:59 SGT
✓ Published
18 September 2026
Final Results Published
SGT — top teams invited to IntelligenceX 2026
🏆

Competition Results

Official final standings of the SoAI 2026 AI Algorithmic Trading Competition, published by the IntelligenceX technical team on 18 September 2026. All results were generated by the official centralized execution system over the 16 August – 15 September 2026 trading window.

Rank Team Annual Return Max Drawdown Sharpe
1Team Mushroom+906.99%-14.03%3.21
2meloilz+272.23%-3.86%4.18
3Ember+190.76%-4.34%3.88
4Beginner_CS+174.60%-4.26%6.99
5V. V. C.+29.57%-0.17%3.5
6High Beta Leader+7.21%-11.22%1.41
7AFCM+2.75%0.00%21.09
8Cadence+1.06%-0.02%3.97
9BotRock0.00%0.00%0
10Alpha Man0.00%0.00%N/A
11Situational Cognizance-2.81%-1.70%-0.25
12Z. W.-3.89%-5.43%-2.81
13owennpine-6.83%-6.83%-2.47
14I. W.-11.08%-3.72%-1.44
15Mega Knights-14.01%-3.35%-0.96
16Homunculus Lab-15.24%-10.27%-0.5
17P. G.-24.90%-24.90%-1.48
18Testing123-44.40%-6.84%-1.36
19turtle-70.63%-15.10%-1.51
20T.-Y. P.-99.09%-32.37%-3.36
—PuM4N/AN/AN/A

Results as published by the IntelligenceX technical team. PuM4 produced no valid result during the official trading window and is not ranked. Cash prizes are awarded only to winners who present in person at IntelligenceX 2026 in Singapore.

How It Works

The 2026 edition has concluded — this is how the competition ran.

STEP 01
🧠
Develop Your Strategy
Teams built fully autonomous trading systems using the Lumibot framework.
  • Signal generation & alpha research
  • Portfolio construction
  • Risk management
  • Inherit from lumibot.strategies.Strategy
STEP 02
📦
Submit to GitHub
Teams forked the template repository and pushed their strategies before the 9 August 2026 deadline.
  • Fully reproducible code required
  • All deps pinned in requirements.txt
  • Clear README documentation
  • No secrets or hardcoded paths
STEP 03
⚡
Compete Officially
The IntelligenceX technical team executed every strategy identically across the official trading window.
  • Standardized, centralized environment
  • Identical data feeds for all participants
  • Zero latency or hardware advantages
  • Only official results count

Asset Universe

Strategies traded across two major asset classes with unrestricted access.

💡 Trading Fee: A uniform fee of 2 basis points (bps) applies to all trades across both asset classes.
₿
Crypto Markets
Any CCXT-supported spot pair. Full access to the digital asset ecosystem — from blue-chip to long-tail. Orders subject to volume-aware slippage constraints.
BTC ETH Altcoins Meme Coins via CCXT
📊
US Equities
Full public market access via the Massive data provider. Large caps, small caps, ETFs, ADRs — the entire US equity universe available to your strategy.
Large-Caps ETFs ADRs Small/Micro-Caps via Massive

Technical Requirements

🔧
Lumibot Framework
Your Strategy class must inherit from lumibot.strategies.Strategy. The template provides the base scaffold.
⚙️
Lifecycle Methods
Implement initialize() for one-time setup and on_trading_iteration() for each trading cycle — fetch data, compute signals, submit orders.
⏱️
Supported Frequencies
Minute, hourly, and daily cadences only. Sub-minute scheduling will be automatically rejected by the execution environment.
📡
Data Feed
Official feed provides OHLCV bars only. No order-book depth, news feeds, or alternative data sources are available during official execution.
strategies/strategy.py
from lumibot.strategies import Strategy

class Strategy(Strategy):

    def initialize(self):
        # One-time setup
        self.sleeptime = "1D"  # "1M" | "1H" | "1D"

    def on_trading_iteration(self):
        # Runs every sleeptime cycle
        bars = self.get_historical_prices(
            "BTC/USDT", 30, "day"
        )
        # Compute signal...
        order = self.create_order(
            "BTC/USDT",
            quantity=0.01,
            side="buy"
        )
        self.submit_order(order)

Evaluation & Fairness

Primary Metric
Terminal Return
Final portfolio value after full liquidation at market close on 15 September 2026 (23:59:59 SGT). The single metric that determines the leaderboard.
Only results generated by the official IntelligenceX execution system are valid. Self-reported backtest results do not count.
Centralized Execution
Fairness & Reproducibility
All strategies run in an identical, controlled environment. No participant gains an unfair edge.
  • Latency advantages eliminated
  • Hardware differences neutralized
  • Execution bias removed
  • Identical OHLCV data feeds
  • Pinned dependency environments

Awards

SGD 3,000
Total Prize Pool
⚠️
Attendance Requirement: Cash prizes are awarded only to winners who present in person at IntelligenceX 2026 in Singapore.
No physical attendance → No cash payout. No money transfer or remote disbursement will be arranged.
Top finalists will present live and connect with
💼
Venture Capital Firms
📉
Quant Funds
🏦
Financial Institutions

What Teams Gained

📈
Real Trading Scenarios
AI applied in live market conditions — not just backtests. Every strategy traded real market data from 16 August to 15 September 2026.
🤖
Hands-On Experience
Deep, practical experience in algorithmic trading, signal engineering, portfolio optimization, and execution systems.
🌐
Global Showcase
Teams benchmarked their performance against top AI and quant talent worldwide. Finalists present their work at IntelligenceX 2026 in Singapore.
🤝
Investor Connections
Finalists connect with venture capital firms, quant funds, and financial institutions at the IntelligenceX 2026 conference.

Thank You to All Participants

Registration and code submission for the SoAI 2026 AI Algorithmic Trading Competition are closed, and the official trading window has ended. Final results were published on 18 September 2026.

🏆 View Final Standings →
Hackathon Notice: The organizers reserve the right to modify, suspend, or adjust the hackathon rules, evaluation criteria, participation requirements, or related settings at their discretion if deemed necessary for operational, technical, regulatory, or fairness considerations.