Journal

March ²

• Essay 6 min read

  Karpathy's 20/80 Rule: Why the Best Engineers Will Write Less Code, Not More

  Published: 25 Mar, 2026

  Andrej Karpathy operates at a 20/80 human-to-agent ratio. The bottleneck in engineering has moved — from writing code to orchestrating intelligence.

• Essay 3 min read

  I won my first hackathon by building something I barely understood

  Published: 13 Mar, 2026

  4 hours, no plan, and an autonomous GitHub issue resolver that almost didn't work. Notes from the HSRFC x OpenClaw Builders event in Bengaluru.