I will build custom reinforcement ai reward systems

Are you looking for more than just a programmer, but a specialist who understands how AI thinks?

I specialize in creating autonomous agents for games and simulations. Unlike standard approaches, I use the Hierarchy of Rewards and the results of my research in the field of neural network stability (DQL vs Evolutionary Algorithms).

My methodology includes:

Initial Assessment: Analysis of your environment and determination of inputs/outputs.

Reward Strategy: Breaking down a complex goal into steps that are understandable to AI (from 10 to 100 points), which speeds up training.

Technical Architecture: Building a bridge between your simulation and the neural network.

Data-Driven Training: I don't just give you the code, I provide an analysis of how the model was trained and why it makes certain decisions.

What you get:

A trained model (weights in JSON).

An optimized reward system that is easy to scale.

Technical documentation on the solution architecture.