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automation (1)
project-structure (1)
python-patterns (1)
reproducibility (1)
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troubleshooting (1)

Workflow

Automate Repetition | Structure Code | Reproduce Results

Workflow

Automate Repetition | Structure Code | Reproduce Results

Practical patterns for data science work that scales. Short posts on tooling, automation, project design, and the small decisions that compound into reliable, reproducible pipelines.

Not tutorials — working notes from someone who builds with this stuff daily.

Notebooks Are Not Beginner Tools

The right environment depends on what you’re doing, not how senior you are
project-structure
reproducibility
tooling
Feb 11, 2026

Aliases: Stop Retyping, Start Working

A minute of setup saves hours of repetition
automation
tooling
Feb 11, 2026

How to Debug: A Process, Not a Talent

Read the error, isolate the problem, search effectively, ask well
python-patterns
troubleshooting
Feb 11, 2026
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