Equation 6 · What Changes When a Whole Team Adopts Claude Code, Not Just One Developer
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Symbol g
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Amdahl’s law was originally about parallel processors, not engineering teams, but the constraint has the same shape: a serial bottleneck that does not scale caps the benefit of accelerating everything around it, no matter how large g gets. For a team, review is that bottleneck.
Sources cited in the article section
- [5] When AI Builds Itself ↗
- [12] Anthropic Says Claude Now Writes More Than 80 Percent of Its Merged Code ↗
- [9] Agent Pull Requests Are Everywhere. Here's How to Review Them. ↗
- [10] The Maintainability Gap: 2026 AI Code Quality Research ↗
- [11] 2026 Software Engineering Benchmarks Report ↗
These citations give research context. Read each source to check which claims it supports.
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