Mebius 

Hi everyone, I’m part of a small software development team working on tooling around quantitative strategy development. Recently I’ve been experimenting with an AI-assisted approach to generating full QuantConnect algorithms from natural language descriptions. The focus is not on “no-code trading” or performance claims, but on developer productivity — reducing the time spent wiring indicators, subscriptions, and platform-specific structure when prototyping ideas. From our internal tests, the generated output follows the standard QC algorithm structure (Initialize, OnData, indicators, risk rules, etc.) and produces runnable C#/Python algorithms, though of course everything still requires review and validation like any auto-generated code. I’m mainly posting here to get feedback from experienced QC users: • Where do you see the biggest risks or limitations of AI-generated strategy code? • Are there specific QC patterns or APIs that are commonly mishandled by generators? • Would this kind of tool be useful in your research workflow, even just as a starting point? Looking forward to hearing thoughts from the community.

HI Mebius, welcome.

Yes, please remove the link from your post, otherwise it's going to be construed as self promotion. You can edit your own post.


EDIT: Since it's been 8 hours, I have gone ahead and deleted the original post with the link. The post is still available above, in my own quote, but without the link.

Hello all! Just joined the forum. I am a data scientist getting into futures trading. Looking forward to exploring the tools and discussions here.

Hi everyone, constnoexcept here. While my name implies stability and no errors in C++, we all know that’s impossible in the markets! I’ve spent the last few years trading SPX options and NQ/ES futures. I’m just glad I survived the volatility of the recent years—though, let's be honest, we all love the action, right?

W

constnoexcept 

Hi everyone, constnoexcept here. While my name implies stability and no errors in C++, we all know that’s impossible in the markets! I’ve spent the last few years trading SPX options and NQ/ES futures. I’m just glad I survived the volatility of the recent years—though, let's be honest, we all love the action, right?

Well said constnoexcept ! and welcome !

Hi everyone,
I'm learning to trade gold on Forex using MT4, and I'm monitoring volumes on NinjaTrader.

renavie 

This is an interesting direction, especially if you’re framing it as scaffolding rather than strategy generation. From my experience, the biggest risk with AI-generated QC code isn’t syntax — it’s semantic correctness. Things like: Implicit assumptions about resolution and data availability Incorrect indicator warm-up or state handling Subtle misuse of scheduling vs OnData logic Universe selection edge cases that look fine but behave differently live Those issues don’t usually surface until you run longer backtests or change assets. That said, as a starting point for boilerplate and wiring, this could be genuinely useful. Anything that reduces time spent on subscriptions, indicator setup, and platform-specific structure helps speed up iteration — as long as users treat the output as draft code, not a deployable system. Curious how you’re handling things like warm-up, multi-resolution data, and regime changes in the generated output.

renavie - if you are a vendor you must qualify yourself as such. Any promotional posts to that effect are subject to a permanent ban.

hello. I'm Elijah. Currently residing in Viet nam. Please let get to know each other if you also reside here.

Hi everyone! I’m a trader from Germany who discovered this forum while diving deep into Order Flow using Jigsaw.
I primarily trade the ES and individual stocks using NinjaTrader and TradingView.
I’m looking forward to connecting with other tape readers and learning from the wealth of experience here.

Kind regards
Timo

Hello all. I'm a NQ trader recently specializing in news release trading. I'm also the founder of Glow Development.

I'm looking forward to picking all your brains! Hopefully I can be of some help as well.

-Josh

greg500 

Hello, If members need any help, I would be glad to provide assistance. Day trading since 1998 Prop firm trained... Navillus Securities, 1998-2000 NYSE Stocks only... Tape Reading, no charts. Bright Trading 2000-2003 SPY and QQQ,,, Tape Reading 2003 - 2018 current.... Day Trading ES only, home office

Hi Greg, are you still around? How can I learn from you, please?