World Economic Forum
The Future of Jobs Report 2025 highlights the rise of AI, big data and cybersecurity skills alongside cognitive and collaborative capabilities.
Open source →Reviewed on April 20, 2026
The signals that shape the positioning of this site.
This page documents the sources used to align the public site with the strongest visible demand signals across applied AI, LLM workflows, agentic systems, evaluation, platform discipline and business impact.
Macro signals
Foundational reports
Two baseline references reinforce the same message: AI is changing work quickly and employers increasingly value combinations of technical depth and business execution.
LinkedIn Work Change Report 2025
LinkedIn’s report points to rapid skills change and stronger pressure to adapt to AI-driven work.
Open source →France
France signals
France currently shows strong demand for applied GenAI profiles able to ship, integrate and prove business value.
Mistral AI - Applied AI
Forward deployment, business impact, advanced RAG, agentic use cases and Python.
Source →Mistral AI - Evaluation
Production-grade evaluation, domain-specific assessment and readiness for production.
Source →SFEIR - GenAI Engineer
Python, FastAPI, LangChain, RAG, agents, multimodal APIs and data platforms.
Source →Switzerland
Switzerland signals
Switzerland leans strongly toward AI platforms, secure delivery, governance and engineering discipline.
CERN - AI Platforms
LLMs, agentic systems, lifecycle management, observability, Kubernetes and MLOps.
Source →Helbling - Applied AI Engineer
Secure and productive AI systems, assistants, agent-based applications, LLMs and RAG.
Source →CSS - MLOps Engineer
Generative AI within an AI competence centre and reliable operation in enterprise systems.
Source →USA East
US East signals
The East Coast signal is more explicitly enterprise-grade: MCP, APIs, cloud deployment, evaluation loops and end-to-end technical ownership.
Capco - AI Engineer
Agentic RAG, KG-RAG, MCP integrations, Python full-stack, scalable REST APIs and cloud delivery.
Source →Anthropic - Applied AI Industries
Trusted advisor posture, enterprise integration, safety, reliability and client-facing deployment.
Source →Mistral NYC
Advanced RAG, agentic use cases, Python and deployment of enterprise LLM/NLP applications.
Source →