Tag: python-learning

All the articles with the tag "python-learning".

• 48 Hours Later: From Validation to Velocity

  11 Oct, 2025

  18.5 hours across 48 hours. Research-backed codebase review (85/100), 5/5 systematic tests, NER enhanced to 163x speedup, 2.5 hours metadata debugging. Not just deployed - validated and improved. The research foundation behind every enhancement. From 85→90 quality score through methodical engineering.