perpetual fine-tuning

noun
UK /pəˈpetʃuəl faɪn ˈtjuːnɪŋ/
US /pərˈpetʃuəl faɪn ˈtuːnɪŋ/

Keeping on making small changes to something so it keeps getting better.

The team's perpetual fine-tuning of the robot made it walk more smoothly each week.


OTHER MEANINGS

2. In machine learning, the ongoing process of adjusting a model's settings as new data arrives.

Perpetual fine-tuning kept the chatbot up to date with changing slang.

3. A habit of never being satisfied with a finished product and always making small edits.

Her perpetual fine-tuning of the essay meant she never submitted it on time.

4. The continuous small adjustments made to a musical instrument or engine to keep it working well.

The piano tuner's perpetual fine-tuning kept the concert hall's sound perfect.