Group 5

The project keeps the code but loses the experience of producing it

Local skills and sessions evolve, but almost none of their experience becomes a shared team asset.

Group 5 conclusion

Task-solving experience does not become project memory

The final code is preserved. The production trace is not: which approaches worked, which failed, what review and QA found, and which harness changes led to an improvement.

Running example · AI review

Every confirmed finding and false positive expands the shared example set against which the next version of the review pipeline is checked for regressions.