Don't just read the paper.
Compile it.

Bridge the gap between theory and reality. Implement state-of-the-art models from scratch, line by line.

∑ log P(x_t | x_<t)

Dense. Intimidating. Abstract.

Implement Attention

class Task:
def scaled_dot_product(q, k, v):

Pass Unit Tests

class Task:
assert output.shape == (B, T, D)

Optimize Gradients

class Task:
loss.backward()

You

Model Converged

You didn't just write code. You built a living intelligence.

Don't just read the paper.Compile it.