KFI ML (Machine Learning) Handbook

Started by Pallas_Boreas, 2026-Jun-27, 03:36:57

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Pallas_Boreas

This handbook is the result of many hours and over a hundred (likely less then two hundred) iterations between me and Anthropic's AI; Claude. It probably would have been more efficient to write it myself. As I thought this, I had a following thought which was; since the handbook is generated by AI in AI speak it would be easier for AI to read it then people. To write and rephrase the AI speak is a lot of work and waste of effort not mentioning the copious amounts of time involved. It can be a difficult document to read at times because the AI is trained heavily on dry tweed academics, although it is also enlightening and is a document I reference occasionally which has also taught me mostly by constantly contradicting, correcting, arguing, dumb AI through the iterations of generating the handbook. Something I do not want to repeat again. The only part of the handbook I directly edited or authored was the Note section.

With all the hype and attention surrounding AI it could be good research to feed this into a model and see the results. My interactions with Claude training it and working with it on the manual, I noticed it had a deeper understanding of the stock market through the paradigm contained within the handbook.


How would a trading model use this in trades? What connections could it entangle with this game changer? Interesting questions that I hope I have the time to investigate or those better qualified then me probe the possibilities of these questions. Despite all the frustration, reverses, wasted time, Claude did help me flush out the concept that lead to the KFI, stress test it, go through the process of disproving and breaking it to the point Iam confident in my discovery and it's validity.


At the worst it is a text that shows the potential of AI in assisting frontier research and at the best it is a tool to build Alpha. Distribute freely and widely so we may see what blooms.


Download (free as in beer): https://ko-fi.com/s/4ce18ed646
You can support Polar Sun Research at https://ko-fi.com/psr.