Sorry if the last response sounded dismissive. The progress you have made is exactly where you want to be, this is a good thing as the framework is working exactly as it should be albeit a little too well. I would only suggest to not wait for the ...

Experimental MT5 EA using Gemini Flash API - GeminiCommanderEA_v1

You'll see before *even the report stage if there are no trades during the forward training as the PNL will be $0 for the cycle report. I did finally get the INFO - Take-Profit Ladder is ENABLED the other day but then as I mentioned, there was a ...

Experimental MT5 EA using Gemini Flash API - GeminiCommanderEA_v1

New workflow I've only been using Notepad++ to develop this framework and it's now ballooned to over 6000 lines of code. It's been rather hard to track everything so I have now decided to implement Google CLI to assist with the changes / updates ...

Experimental MT5 EA using Gemini Flash API - GeminiCommanderEA_v1

Next week I will provide an update. The 'pipeline' error opened up a can of worms. I will say that anyone looking at going down the rabbit hole of developing your own programmes who like myself is not a professional developer, just make lots of ...

Experimental MT5 EA using Gemini Flash API - GeminiCommanderEA_v1

Currently testing V211 This maybe pre-emptive but I have finally seen in the output: 2025-06-26 01:52:28,794 - INFO - Take-Profit Ladder is ENABLED. Followed by a 'Pipeline' error so we will see what happens after I fix that. Updates to follow... ...

Experimental MT5 EA using Gemini Flash API - GeminiCommanderEA_v1

Correct it's shared system. I just had this one laying about so I'm using it, there's no particular reason why I chose it to test on. However, it's a small VPS and testing the framework on it really makes me think about the designing the system to ...

Experimental MT5 EA using Gemini Flash API - GeminiCommanderEA_v1

Interesting error as I have not had that error for awhile? Maybe between V187 and V143. As an FYI. These are not static, "set-and-forget" values and controlled by Gemini which is why I haven't seen this that error for awhile.

Experimental MT5 EA using Gemini Flash API - GeminiCommanderEA_v1

I have just posted the newer V210 update. I am only testing with 4 assets with ~5 years of history. I have tried 8 assets but on my VPS I get the OOM errors which is expected as that takes up ~7Gb of RAM to process and as you can see below, the VPS ...

Experimental MT5 EA using Gemini Flash API - GeminiCommanderEA_v1

Updated V210 (25/06/2025) This probably should be V211 but it is what it is. I've been rubbish with the naming convention but what happened was I was testing on my Windows PC and then switched to my Linux VPS. Hence the 'Linux' but the .py is ...

Experimental MT5 EA using Gemini Flash API - GeminiCommanderEA_v1

The hurst was calculation was one of the issues I had too initially and to keep an eye on as you further develop the Feature Engineer. Other things you may or may not find are float32 and tuple errors but from my testing I haven't had any of these ...

Experimental MT5 EA using Gemini Flash API - GeminiCommanderEA_v1

Where I am currently...(V210) After hours of 'testing' and some rest I think I have a solution for the 'no trades' issue, obviously I am testing this theory as I write this - just thinking out loud. The current framework has created a "never-ending ...

Experimental MT5 EA using Gemini Flash API - GeminiCommanderEA_v1

The latest updated V210 (24/06/2025) End_To_End_Advanced_ML_Trading_Framework_PRO_V210_Linux.py.txt I am still testing so you may find bugs. V210 Update: The Proactive & Creative Framework The upgrade from V209 to V210 marks a fundamental shift in ...

Experimental MT5 EA using Gemini Flash API - GeminiCommanderEA_v1

Hello all. I have been testing (and still am) V210 which I have made a number of changes that should improve the overall framework experience. The main issue I am facing is still 'Analysis Paralysis' so one of the improvements does relate to a ...

Experimental MT5 EA using Gemini Flash API - GeminiCommanderEA_v1

To anyone I haven't replied to over the weekend I will shortly. The Analysis Paralysis Issue... Whilst now the V210 (not the one I posted) has overcome the F1 (gate score) issue the next issue I am trying to solve is why won't the AI trade. This is ...

Experimental MT5 EA using Gemini Flash API - GeminiCommanderEA_v1

I've come across similar issues with the Ai responses mainly due to parsing. Your system will have different issues and it's always best to explore fixes that work for you. I have just fixed an issue which was a KeyError. Even though I had a number ...

Experimental MT5 EA using Gemini Flash API - GeminiCommanderEA_v1

I have just realised I didn't read the Google documentation correctly and thought that the applied Grounded Search Tool was 'on'. They were in fact being simulated... The Tool Configuration ("mode": "AUTO"): This was the crucial fix. This was on ...

Experimental MT5 EA using Gemini Flash API - GeminiCommanderEA_v1

url If you need detailed help, best to message me directly.

Experimental MT5 EA using Gemini Flash API - GeminiCommanderEA_v1

The framework (script) is All-In-One. @amvt You'll find the backtester code block Line 1753 in V209. I have broken up the framework into modular sections to make it easy to read and find things. # ...

Experimental MT5 EA using Gemini Flash API - GeminiCommanderEA_v1

Sorry for the quick reply, but in essence, this is what the framework does. It uses micro / macro indicators, correlations, patterns, external market forces etc with ML leveraging AI (Gemini) to make the smart decisions to develop unique trading ...

Experimental MT5 EA using Gemini Flash API - GeminiCommanderEA_v1

Are you trying the first iterations that I shared, Gemini Commander? Let me know and I'll post what I have. I'm not developing that further until I finish the ML Framework.

Experimental MT5 EA using Gemini Flash API - GeminiCommanderEA_v1