As a junior engineer, there's simply no substitute for getting the first 100K lines of code under your belt. The "start over each day" method will help get you to those 100K lines faster.
You might think covering the same ground multiple times isn't as valuable as getting 100K diverse lines of code. I disagree. Solving the same problem repeatedly is actually really beneficial for retaining knowledge of patterns you figure out.
You only need 5K perfect lines to see all the major patterns once. The other 95K lines are repetition to rewire your neurons.
Recent articles
- Highlights from my appearance on the Data Renegades podcast with CL Kao and Dori Wilson - 26th November 2025
- Claude Opus 4.5, and why evaluating new LLMs is increasingly difficult - 24th November 2025
- sqlite-utils 4.0a1 has several (minor) backwards incompatible changes - 24th November 2025