OK JS,
So I am affraid you don't have enough to make a decision.
If this system works (and out of sample data is a starter) then it is interesting to investigate some more. There are all kind of ways to trade and indeed I build several systems for people or myself with very different strategies.
Forecasting is not possible (you know cristal balls...) that's my belief, OK. But there are things which are closed to that. If you take a long enough time frame, the analysis of the current direction (or change in that direction, speed etc..) will give you the impression it does forecast the future. But here, the debate is not really important imo.
You still lack crucial information. However, if this systems looks so good and use a new way of programming (it is not neural net you said) I believe you. I left neural nets too and use kind of AI. that's called AI rules based (it models the way the trader works). So there are ways, that's no doubt.
The only reasonable thing you can do, if you want to proceed, would be to allocate a very small amount of money relative to your risk tolerance. Be ready to loose all that money indeed. And build with actual trading the account history (drawdown, volatility etc).. if the system works you make money, if not you don't loose too much.
Now, the problem is : you don't have any trading plan.
You and your buddy need to decide when to enter and under what condition, enter all at once or in parts, how to exit, take profits etc.. etc...
Since you can't really backtest. the amount you will invest will be used to answer all these questions. It will take some time. maybe a very long time, and you better get help (maybe you know already thanks to him knowledgeable people in the business who can help define the trading plan).
Without trading plan, you really have nothing at this point. since you can't look at the machine and tell your broker (even online direct access broker) what to do.
So you are just at the beginning of the process. but that's OK.
tntneo