Al adoption is high. Returns are low. And the talent pipeline is at risk.
1 Structured mentoring with Al:
Design workflows that preserve learning moments. Use Al for scaffolding.
2 Al-assisted training standards:
Establish programs for evaluating Al output and developing independent problem-solving
3 Redefine role expectations:
Juniors work alongside Al in new ways.
Combine traditional skills with Al expertise.
4 Strengthen CD infrastructure:
Automate pipeline tasks so developer time is freed for context-based learning.
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