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Pain points in business: what people struggle with
Search the problems to solve, as people described them on Reddit and other platforms, in their own words.
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Unreliable Backtest Results
Traders cannot trust backtests because they hide lookahead bias, unrealistic fills, overfitting and silently diverge from live execution.
In their words
Im spending like 80% of my time writing pandas scripts just to sanitize the garbage they sold me
my backtester is filling orders that would literally never exist in a live order book
Testing a setup properly takes me far too long.
being able to view single return sequences and see their effects on our plans would let us understand the real impacts
a small assumption or parameter mistake can propogate and brick the whole strategy
It can hardly make quality inferences off the data from the system I've created. Too many data points to render a quality response
I am finding some of them last only a week, or even some that collapsed before I was even able to get the production model deployed.
have you actually run this calculation?
many trades reach ₹500 or more in unrealized profit (per lot) before reversing and eventually closing at breakeven or even a loss
I feel like I'm just jumping from one strategy to another without actually understanding what I'm doing.
I looked at Algotest but it's template-driven — no way to plug in custom indicators or conditional/priority entry logic, so it's a non-starter for this.
i have to tweak my strategy on how i need a system to actually take something off the table when its given to me
retail algo traders
Where they talk
- r/algotrading
- r/ai_trading
- r/quant
- r/algotradingcrypto
- r/Daytrading
- r/IndiaAlgoTrading
- r/Trading
- r/algorithmictrading
Tools they use today
- Python
- Claude
- TradingView
- QuantConnect
- Excel
- broker APIs
- IBKR
- MT5
Why those fall short
- manual math error-prone; mental accounting ignores cash drag and taxes
- strategies look good in videos but backtest results are really bad
- Too many data points; Claude trips on obvious small details
- Strategies rudimentary and hard to interpret; no edge development method
- no built-in validation; data still has gaps and duplicates
Map of ideas
Drawing the map…