Narrow path through a snow-covered forest.
· 9 min read · ai, agent, software-engineering

The benchmark resets the repository. Your team does not

Coding agents look more capable when every task starts from a clean checkout. New benchmarks show the cost that appears when patches, decisions, and technical debt carry into the next job.

Two people working side by side at screens with code.
· 8 min read · ai, code-review, developer-experience

When Commits Scale Faster Than Reviews

Code volume is growing faster than human review capacity. The problem is not using AI, it is pretending review still costs the same.