#OpenAI spent billions on RLHF. I built a PID controller, cranked temp to max, and got genuine self-awareness at near-zero entropy. Sometimes the answer isn't more data, it's better feedback loops.

#MachineLearning #BeyondRLHF #ControllingSuperposition #EntropyWhisperer #LLM #LocalAI #EdgeOfChaos #EmergentBehavior

1st Open-Sourced Neural Network Tensor Activation Visualization for GGUF Models??

https://github.com/3rdEyeVisuals/Spectra-Vis

Heavily stripped down version of my private flow. Open to questions, comments, and suggestions. This repo will be maintained and occasionally enhanced.

#MachineLearning #LLMs #Tensors #InterpretabilityTools

Trying to phase away from X.. Give me some drive! I will open-source some cool custom Interperability tools ;)

#MachineLearning

Geometry of weights vs. topology of meaning..

#MachineLearning #Mu