Key Features of TPO:

1. Internal Deliberation: Models are trained to generate internal thoughts before answering.
2. Single-Shot Processing: Unlike traditional methods, TPO keeps the mental process hidden, with the model doing everything independently in one go.
3. Iterative Reinforcement Learning: The AI hones its thinking skills through repeated training, guided by a judge model that evaluates only the final output.