Open letter
AI adoption is being measured wrong
An open letter to software tool leaders on why AI adoption measurement needs to move beyond usage, generated code, and developer activity toward value delivery, safety, and learning.
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Articles and whitepapers
Selected reads on AI delivery, pull request quality, and the systems required to scale engineering output without losing strategic focus.
Whitepaper (PDF)
The future of AI engineering is not more code, but better decisions about what gets built
Our whitepaper explains why AI has shifted the bottleneck from implementation speed to work selection, execution-lane choice, and learning from outcomes.
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There’s a hidden tax on every AI-generated merge request
A practical look at how AI-generated pull requests can increase review overhead, quality risks, and process strain when teams optimize for raw output instead of delivery quality.
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