write-ups

Aug 2026 - Present

You no longer need to train a new architecture just to see if it learns. Turns out, you can estimate its success before the first training step.

pytorch machine learning python
stepzero: see your model's potential before training preview
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Oct 2025 - Jun 2026

By letting the agents modify their own memories, their robustness to noise becomes an intrisic characteristic.

sb3 python reinforcement learning math
RW-RL: let's make agents write their own memories preview
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