Trending New Fields
GeneratedEntirely new disciplines forming around new technologies — ranked by how well your experience fits. Each one shows what you're missing to enter it and how to close the gap.
Context Engineering
HotNew in 2025The discipline of assembling the right context — retrieval, memory, tools, and instructions — into a model's window. Rapidly replacing ad-hoc prompt tricks as the core skill for AI products.
Growth +400% / 1yr70matchShow gap & upskilling →
Context Engineering
HotNew in 2025The discipline of assembling the right context — retrieval, memory, tools, and instructions — into a model's window. Rapidly replacing ad-hoc prompt tricks as the core skill for AI products.
Add your skills to the Career Vault to see exactly which of these you already have and which to close — recommendations below are based only on your Vault data.
Skills this role expects
Agentic Systems
HotExploding in 2025Systems where models plan, use tools, and act over many steps. Moving from demos to production, creating a whole engineering discipline around reliability and control.
Growth +360% / 1yr65matchShow gap & upskilling →
Agentic Systems
HotExploding in 2025Systems where models plan, use tools, and act over many steps. Moving from demos to production, creating a whole engineering discipline around reliability and control.
Add your skills to the Career Vault to see exactly which of these you already have and which to close — recommendations below are based only on your Vault data.
Skills this role expects
AI Data Engineering
RisingNew in 2025High-quality, well-governed data pipelines — including synthetic data and feedback loops — are the moat behind every strong AI product.
Growth +220% / 1yr63matchShow gap & upskilling →
AI Data Engineering
RisingNew in 2025High-quality, well-governed data pipelines — including synthetic data and feedback loops — are the moat behind every strong AI product.
Add your skills to the Career Vault to see exactly which of these you already have and which to close — recommendations below are based only on your Vault data.
Skills this role expects
AI Evaluation & Observability
RisingNew in 2025Measuring model quality, drift, and cost in production is now table stakes. Evals-as-code and LLM observability are becoming their own tooling category.
Growth +300% / 1yr61matchShow gap & upskilling →
AI Evaluation & Observability
RisingNew in 2025Measuring model quality, drift, and cost in production is now table stakes. Evals-as-code and LLM observability are becoming their own tooling category.
Add your skills to the Career Vault to see exactly which of these you already have and which to close — recommendations below are based only on your Vault data.
Skills this role expects
AI Security & Red-Teaming
RisingNew in 2025As agents gain tool access, prompt injection and data exfiltration become real attack surfaces — spawning a security specialty focused on model pipelines.
Growth +270% / 1yr58matchShow gap & upskilling →
AI Security & Red-Teaming
RisingNew in 2025As agents gain tool access, prompt injection and data exfiltration become real attack surfaces — spawning a security specialty focused on model pipelines.
Add your skills to the Career Vault to see exactly which of these you already have and which to close — recommendations below are based only on your Vault data.
Skills this role expects
Physical AI & Robotics Learning
EmergingExploding in 2025Foundation models meet the physical world — robotics learning, world models, and sim-to-real are drawing massive investment.
Growth +240% / 1yr44matchShow gap & upskilling →
Physical AI & Robotics Learning
EmergingExploding in 2025Foundation models meet the physical world — robotics learning, world models, and sim-to-real are drawing massive investment.
Add your skills to the Career Vault to see exactly which of these you already have and which to close — recommendations below are based only on your Vault data.
Skills this role expects