u/Zealousideal_Coat301

I’d be interested in hearing about anyone who has looked into or considered the use of simulating environments for AI agents to evolve in a “survival of the fittest” type structure where each are tagged with an identifier, presented with edge cases based on your configurations, and each use different thought processes to see which ones naturally fizzle out vs ones that come out on top. I think it’s an interesting idea that can help people training their own agents in a more intuitive way. Would like to hear your thoughts

I’d be interested in hearing about anyone who has looked into or considered the use of simulating environments for AI agents to evolve in a “survival of the fittest” type structure where each are tagged with an identifier, presented with edge cases based on your configurations, and each use different thought processes to see which ones naturally fizzle out vs ones that come out on top. I think it’s an interesting idea that can help people training their own agents in a more intuitive way. Would like to hear your thoughts

Hello, I am considering building out a document processing interface that uses nodes to (hopefully) simplify pipeline development for non-technical users. For example, it would begin with a data ingestion node (PDFs, etc.), then a text recognition node, field extraction, human in the loop checkpoint, and so on. We would offer a base OCR model built into the software but allow users to upload their own APIs for custom models. As of now my idea for the output node would just be to save it to the computer’s files or send it off using a web hook, not too sure about that part right now. I’d be interested in hearing what everyone thinks about this idea

I recently watched a video by DeltaTrendTrading that discussed the use of Monte Carlo analysis on an opening range breakout strategy with 5 different risk geometries to simulate pass percentages on a TopStep 50k Combine. The part that I’m having trouble with is simulating realistic price action to run the strategy test on. He reported using a GBM model, but even a GBM assumes many behaviors that do not hold up in a real market. Has anybody attempted this? I would be interested in hearing your methods and if you were able to replicate similar results to those in the video.