01 / BUILD
Build the idea.
Indicators, NinjaTrader strategies, AI agents, testing utilities, market-state tools, and whatever else the experiment requires.
Trading research in public
Ideas are easy.
Ideas are easy.
Evidence is harder.
The AI Trading Lab uses AI to build trading tools, automate experiments, test strategy ideas, and show what actually happened.
The Method
Build. Test. Verify.
No black-box claims. No need to pretend every experiment works. Start with a question, build the tool, put it under pressure, and verify whether the result survives contact with the data.
02 / TEST
Run the experiment.
Replay sessions, compare settings, reconstruct public strategy claims, collect execution data, and expose the idea to real market conditions.
03 / VERIFY
Check the claim.
Did it actually work? Was the result repeatable? What failed? What improved? The result matters more than the original idea.
Inside the Lab
Trading meets AI, automation, and evidence.
The lab is not built around one “perfect” trading system. It is a place to investigate questions that traders normally answer with opinions.
AI
AI-Built Trading Tools
Build NinjaTrader indicators, strategy components, dashboards, analyzers, and workflow tools with AI.
↺
Replay & Backtest Automation
Automate repetitive replay testing, capture executions and screenshots, compare settings, and turn raw tests into usable evidence.
✓
Strategy Claim Verification
Take interesting strategy claims from traders, videos, and social media, reconstruct the rules, and test what can actually be verified.
⌁
Market-State Research
Explore filters for trend, consolidation, volatility, liquidity, session structure, and the conditions where a setup succeeds or fails.
⚙
Agents & Trading Workflows
Push beyond indicators into AI-assisted research, testing orchestration, data review, journaling, and autonomous workflow experiments.
Follow the Experiment
Watch the work, not the pitch.
New builds, strategy tests, failed experiments, useful discoveries, and the systems being developed behind the scenes.