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engineering

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Amazon KiroRank and Tokenmaxxing: Measuring AI Adoption

·10 min read

Amazon KiroRank and Tokenmaxxing: Measuring AI Adoption

Amazon scrapped KiroRank after staff gamed it with tokenmaxxing. Build AI adoption metrics that reward outcomes, not fake usage volume.

Reviewing AI-Generated Pull Requests: Policy and Checklist

·8 min read

Reviewing AI-Generated Pull Requests: Policy and Checklist

Reviewing AI-generated pull requests? Follow this 9-point checklist for who signs off, what to require, and where AI code fails review.

ai-governancecode-reviewai-codingengineering