For the algotraders who have live deployment of their algorithms and are successful: how long did it take you to set this up? What led you to have confidence to deploy on live real account?
u/imeowfortallwomen ·
Reddit — r/algotrading
· April 03, 2026 at 05:05
· ⬆ 17 pts
· 💬 22 comments
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Summary
The post is a meta-discussion about the psychological and technical journey from developing a backtested algorithmic trading system to deploying it with live capital.
The author's thesis is that a robust system requires extensive infrastructure (real-time paper trading, backtesting, ML optimization, Monte Carlo sims, multi-timeframe analysis, risk management) and continuous monitoring before one gains the confidence to go live.
Quality assessment: This is a technical discussion about process development, not a research piece on specific securities or market views. It is noise for generating actionable trade ideas.
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I am asking bc im curious, i've been spending hours nonstop working on my algo ideas. ive been trying to connect my ideas in python to IBKR's api.
so far i have:
* real time deployment on a paper acc testing my strats
* i have backtests
* machine learning optimizing params (i learned the hard way that overfitting can happen so i needed to avoid this)
* monte carlo sims
* entry and exit filters
* cycling thru multiple timeframes
* bracket orders
* managing open positions, moving SL and TP
* profit protection system
* risk management concepts
i do have a working system, now i just need to ensure my strategies work as i monitor and continuously improve my infrastructure. how long did it take you guys to fully trust yours and go live?