Old work is losing value. AI-proof work is being hired.
Laid off↘
Restructuring signals show generic roles are being compressed.
Microsoft
restructuring
~6,000
Reported job cuts; product, engineering, management and other roles affected.
Meta
cuts
~5%
Reported workforce cuts while pushing aggressive AI talent investment.
Generic work
compressed
↓
Routine coding, support, reporting and coordination work becomes less defensible.
Demo evidence cards. Recheck sources before launch.
Wanted↗
Hiring signals favor hybrid AI deployment, integration and evaluation proof.
Forward Deployed AI
hiring
deployment
Customer workflow + AI systems + production delivery.
AI Engineering
search
cloud AI
AI engineering roles ask for systems, integration and production skill.
Startup AI Engineer
builder
applied AI
Startup AI jobs reward builders who can turn workflow problems into products.
Based on captured public career/job page signals for demo review.
GoTest
3 minutes.Map your current skills to the pressure side or the hiring side.