Newsroom / capability decisions
Theme
Atlas
A
Nocturne
N
Ledger
L
Soft Lab
S
Independent evidence desk · Warsaw / 2026
SI
Skills Intelligence
News for capability decisions
Newsroom
⌄
Newsroom desks
Reporting for capability decisions
Latest
All reporting and evidence updates
AI frontier
Capability, autonomy and model signals
Work
Tasks, roles and human–AI collaboration
Labour
Demand, hiring and labour-market evidence
HR tech
Skills systems, assessment and mobility
Policy
Rules, standards and governance
Research
⌄
Research instruments
Four views of one evidence system
Skills Atlas
Skills, domains and learning order
AI Exposure
Role-level exposure signals and work families
AI Glossary
Terms, origins and maturity
Skills Radar
Evidence-led learning field guide
Atlas
/
GenAI 2026
GenAI / Data Science
2026
426 skills across 15 domains. Pick a domain to drill into its categories and skills.
Domains
15
Mathematical & Statistical Foundations
14
›
Classical Machine Learning & Modeling
26
›
Deep Learning & Foundation Model Architectures
33
›
Natural Language Processing & Computer Vision
34
›
Model Training, Fine-Tuning & Alignment
20
›
Prompt Engineering & Model Interaction
21
›
Retrieval-Augmented Generation & Knowledge Systems
33
›
Agentic AI Systems
40
›
LLMOps, Model Serving & Inference Optimization
39
›
AI Evaluation & Observability
24
›
AI Safety, Security, Governance & Ethics
24
›
Data Engineering & Pipelines
41
›
Software Engineering for AI
32
›
Cloud & AI Platform Infrastructure
24
›
AI Product, Collaboration & Professional Practice
21
›
Categories
Select a domain
Skills
Select a domain
Explore all domains
Mathematical & Statistical Foundations
14 skills
Classical Machine Learning & Modeling
26 skills
Deep Learning & Foundation Model Architectures
33 skills
Natural Language Processing & Computer Vision
34 skills
Model Training, Fine-Tuning & Alignment
20 skills
Prompt Engineering & Model Interaction
21 skills
Retrieval-Augmented Generation & Knowledge Systems
33 skills
Agentic AI Systems
40 skills
LLMOps, Model Serving & Inference Optimization
39 skills
AI Evaluation & Observability
24 skills
AI Safety, Security, Governance & Ethics
24 skills
Data Engineering & Pipelines
41 skills
Software Engineering for AI
32 skills
Cloud & AI Platform Infrastructure
24 skills
AI Product, Collaboration & Professional Practice
21 skills