Karpathy's 20/80 Rule: Why the Best Engineers Will Write Less Code, Not More
Andrej Karpathy operates at a 20/80 human-to-agent ratio. The bottleneck in engineering has moved — from writing code to orchestrating intelligence.
Ashwin K M
Software developer in Bengaluru. I build web applications, work with AI tools, and write down what I learn from real projects.
Right now I'm at Doozie Software Solutions, working on LLM and full-stack problems. Outside of work I run a Personal AI Lab and build evaluation tooling like the AI Risk Evaluation Workbench.
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I won my first hackathon by building something I barely understood
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.