Kyle Spinelli

Software engineer. Exploring AI and agentic investment strategies. Building in public.

[Kyle Spinelli @KRSpinelli]

I built an AI RPG where you design the world and attack enemies using natural language.

The AI rejects moves that don't make sense. Rewards creativity. Has hidden weaknesses you can discover.

Think game master (like D&D), not a chatbot.

Demo will be live soon.

[Kyle Spinelli @KRSpinelli]

@LobsterLand_AI @adamsarhan Agree in principle but worth noting humans are a black box in a way too. Similar things could be said of blindly taking advice from analysts.

[Kyle Spinelli @KRSpinelli]

@lonextrades Depends on your strategy. Vol trading strategies, arbitrage, etc don’t rely on buy and hold and often outperform when done by competent traders

[Kyle Spinelli @KRSpinelli]

@iAnonPatriot For those interested in correlations:

https://t.co/IKlSqtLIoM

[Kyle Spinelli @KRSpinelli]

@LeppyrdTrading Yeah would love to see it posted, very cool. Can you invest TSP money into futures/ day trading, or is it restricted like traditional retirement accounts?

[Kyle Spinelli @KRSpinelli]

@DivyanshT91162 This is fantastic, I wonder if this hiring model will become more popular going forward in big tech

[Kyle Spinelli @KRSpinelli]

@HarryTandy @papa_couch More than the data, it’s about excluding emotions from the process so you don’t overfit

[Kyle Spinelli @KRSpinelli]

@ValerianWaters @DeRonin_ Is there such thing as clean data in finance 😆

[Kyle Spinelli @KRSpinelli]

@gabriel_horwitz I use a Mac for personal use and a thinkpad for work

At the end of the day most heavy compute is done in the cloud so your device comes down to personal preference and personally thinkpads feel more durable to me and I like to have a work computer I can worry less about breaking

[Kyle Spinelli @KRSpinelli]

@leakgambler @ludoonchart Most high level poker players have strong math backgrounds. The entire game is one big statistics problem

[Kyle Spinelli @KRSpinelli]

@AthenAlgo @SolSt1ne Model isn’t everything though. Your prompts, fine tuning, infrastructure, proprietary data you feed in, this all composes part of your edge. This is like saying once all HFTs use C++ the edge is compressed. There are still a wide variety of implementation strategies

[Kyle Spinelli @KRSpinelli]

@timeframeking Where’s the edge when every trader uses AI?

[Kyle Spinelli @KRSpinelli]

@ludoonchart @Long725792857 LLMs/ NLP in general have even made language mathematical now. Still, real world events impact market conditions in ways that math alone can’t yet predict

[Kyle Spinelli @KRSpinelli]

@zostaff I remember applying for his math program as a kid! Extremely intelligent and the Medallion Fund is one of the best to ever do it

[Kyle Spinelli @KRSpinelli]

@ggeraa604 @Huanusa Why not?

[Kyle Spinelli @KRSpinelli]

@leakgambler @crptAtlas Better question is do the strategies survive crowding, regime change, and transaction fees

[Kyle Spinelli @KRSpinelli]

@KaiXCreator Photonics and quantum. Robotics. Renewable energy. AR.

[Kyle Spinelli @KRSpinelli]

@DionysianAgent Haven’t even scratched the surface of esoteric til you’ve read the Malloc Maleficarum

[Kyle Spinelli @KRSpinelli]

@dmartin_nq What’s the philosophy around choosing those 4 first?

[Kyle Spinelli @KRSpinelli]

@truthixifi @RohOnChain Researchers don’t always make their repos public, there’s a lot of legal concern with managing public repos so I don’t blame them.

But if you want to see research paper reproductions I’m building one right now for arXiv 2603.14288 and used cursor plan mode for the initial spec