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The steep slope of where I stand
The flow of error, the flow of water: Negative Gradient!
How to find a path in a dark valley
Reading the slope beneath my feet with my whole being: Reflect!
Steps too large rush past the truth: Overshoot!
Steps too small keep me bound in place: Undershoot!
Let go of haste, move with precision
A path of carving myself down: Refine!
Humility in descending with the slope
A wise stride: Learning Rate!
Don't try to arrive all at once
Growth is the miracle of tiny adjustments
Repeated tuning is not a tedious loop
But the only ladder closer to truth
Until the day I reach the global minimum
Tens of thousands of repetitions
Become my most honest record: Repeat!
Humility in descending with the slope
A wise stride: Learning Rate!
Don't try to arrive all at once
Growth is the miracle of tiny adjustments
The direction the gradient points
That is a law of nature
As water flows naturally to lower ground
Don't force the answer
Quietly entrust yourself to the flow
Until the slope becomes flat
Until the trembling of the mind grows still
Like water, lowering myself as I flow
Reflect. Refine. Repeat!
Constantly falling drops of water
Eventually pierce solid stone