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Bharat Goel

Work

Selected work

Things published in the open, each with the evidence that it does what it claims.

2026

Published

cobra

A Claude Code skill that asks one question before you adopt any measure: what is the cheapest way to satisfy this without achieving the goal?

Named for the cobra effect — a bounty on dead snakes that produced snake farms. A measure rewards what it counts, not what you meant. “Get the suite green” is satisfied most cheaply by deleting the failing test.

The skill fires when you define a test, benchmark, coverage target, SLO, quota, or an agent success condition, and asks three things: what gaming is cheapest, when the consequence arrives relative to the reward, and whether a hard-to-fake canary exists.

+26.7pp
Content delta

3 signal tasks, n=10 per arm; rests on one

83%
Trigger recall

15/18, n=3 per prompt

92%
Silence on negatives

36/39

  • Claude Code Skill
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