Every strategy on AlgoWorkout survived a 7-stage AI gauntlet. 96% were killed. You're learning from the 4% that didn't break.
A 7-stage Multi-LLM pipeline with a kill-first philosophy. Strategies enter. Most don't survive.
"Destroy the strategy with tests. If it survives, allocate capital."
Orchestrated by OpenAI o3 · DeepSeek Reasoner · Gemini
Every feature is built on the same validation pipeline used by quantitative hedge funds. We just made it accessible.
Every strategy survived the full 7-stage gauntlet. Learn from survivors — not untested theories. Each comes with full explanations: what it is, when it works, when it fails, and why the Grinder couldn't kill it.
Our pipeline checks for look-ahead bias, curve fitting, and overfitting automatically. Walk-forward analysis with anchored windows ensures your strategy works on data it has never seen — not just in hindsight.
Results aren't just numbers — every metric includes plain-English explanations. Sharpe Ratio? Max Drawdown? We explain what it means, why it matters, and how the Grinder evaluated it.
See exactly WHERE and WHY each trade happened. Click any trade to understand what triggered it, what indicators looked like, and how the Red Team would have challenged the signal.
Every strategy is tested against the 2008 Financial Crisis, COVID crash, 2022 rate hikes, flash crashes, and liquidity gaps. See how your strategy performs when markets break — before you risk real capital.
Drag-and-drop visual builder for beginners. Python code editor for advanced users. Both routes feed into the same institutional-grade validation engine.
Each strategy survived all 7 pipeline stages, 5 stress scenarios, and adversarial AI critique. Learn from the best.
Buy when the 50-day MA crosses above the 200-day. Classic trend-following strategy — survived all crash injections and walk-forward validation.
Buy oversold stocks (RSI < 30) and sell overbought (RSI > 70). Interrogation passed: works in ranging markets, killed in trending regimes.
Buy stocks showing strong recent performance with volume confirmation. Survived 2008 crash injection but flagged for higher drawdown risk by Red Team.
Most platforms sell tools. We sell truth.
Don't just backtest. Submit your strategy to our Stage 5 Stress Scenarios. Receive a Crash Report showing performance during 2020-style crashes, volatility spikes, and correlation breakdowns. Know the truth before you allocate.
Our Stage 4 "Interrogation" agents attack your code. We deliver a critique.md exposing look-ahead bias, overfitting, survivorship bias, and hidden transaction costs. Three LLMs. Zero sympathy.
Access the 96% of strategies that failed. Learn why a "perfect" Moving Average Cross lost 50% in 2025. Dissect broken strategies, study the kill reports, and understand what separates survivors from casualties.
Don't code? Subscribe to the output. Get daily buy/sell signals only from strategies that survived the entire 7-stage kill pipeline. No theory. No predictions. Just validated survivors executing in real-time.
Every tier is backed by the same pipeline. The difference is how deep you go.
Best for: Learners & researchers
Best for: Serious retail traders
Best for: Professional / Algorithmic
96% of strategies fail our pipeline. The ones that survive are the ones worth your capital. Start with the truth.