Dr. Eva-Marie Muller-Stuler

AI partner &EY, ex CTO AI @IBM | ❤️Maths, DataScience, AI | PhD in maths | Passionate inventor and adventurer | views are mine

[Dr. Eva-Marie Muller-Stuler @EvaMuStu]

How does a business idea become a working database?

It all breaks down into 3 levels of Data Modeling:

1️⃣ Conceptual: The Big Picture (Business ideas & connections)
2️⃣ Logical: The Detailed Plan (Data grouping & rules) 3️⃣ Physical: The Build (Actual database execution)

[Dr. Eva-Marie Muller-Stuler @EvaMuStu]

Are you investing heavily in AI tools but assuming your data foundation is magically ready? 🤔

Take a look at the AI Enablement Stack. If you don't build Layer 1, Layer 3 won't save you. 📉👇

#DataGovernance #AIStrategy #TechLeadership

[Dr. Eva-Marie Muller-Stuler @EvaMuStu]

Stop making data strategy so complicated. 🛑
"Data Strategy in One Page" is the cheat sheet you’ve been looking for. All the substance, none of the fluff. 📊This brilliant visual breaks it down into 7 simple, actionable pillars:
#DataStrategy #DataDriven #BigData #TechTrends

[Dr. Eva-Marie Muller-Stuler @EvaMuStu]

https://t.co/d7Ltqp4jUw

[Dr. Eva-Marie Muller-Stuler @EvaMuStu]

🎧 Listening to “The World in a Flux – Part 2” — sharp take on geopolitics, power shifts & India’s role. Worth a listen. 🌍 (Link in the comment)
#Geopolitics #India #Podcast

[Dr. Eva-Marie Muller-Stuler @EvaMuStu]

The Hierarchy of AI, simplified.
This pyramid breaks down the four main types of artificial intelligence: from analyzing past data to creating new content, using agents, and deploying fully autonomous systems.
Predictive, Generative, AI Agents, Agentic. Essential for any leader.

[Dr. Eva-Marie Muller-Stuler @EvaMuStu]

Data Management vs. Data Governance?

Stop the debate. You need both.

🚗 Management builds the engine. 🗺️ Governance sets the GPS.
Balance is the key to a successful data journey. #DataManagement #CDO

[Dr. Eva-Marie Muller-Stuler @EvaMuStu]

🚀 Ready to master GenAI lingo?
This visual cheat sheet breaks down 12 essential terms you need to know, from the power of Transformers to the logic behind AI Agents.

Save this for your next brainstorming session! #SaveThis
👇 Which concept is changing the game for you

#GenAI

[Dr. Eva-Marie Muller-Stuler @EvaMuStu]

Everyone wants the "AI Magic" but nobody wants to talk about the "Data Effort."
Your LLM is a Ferrari. Your data is the fuel. If you’re filling the tank with swamp water, don't be surprised when you don't win the race.
#AI #DataEngineering #TechTruths

[Dr. Eva-Marie Muller-Stuler @EvaMuStu]

AI: Expectation vs. Reality 🤖
We see the sleek UI & results, but that’s just the tip of the iceberg! The true effort behind AI lies in a complex web of tasks.

#AI #MachineLearning #DataScience

[Dr. Eva-Marie Muller-Stuler @EvaMuStu]

I just published 20 AI Tools to Take Your Startup from Idea to Execution. https://t.co/BiF7piJRa7

[Dr. Eva-Marie Muller-Stuler @EvaMuStu]

Check out my latest article: Beyond the Brain in a Jar: Why RAG is the Architecture AI Actually Needs. https://t.co/egoV8CZAsI via @LinkedIn

[Dr. Eva-Marie Muller-Stuler @EvaMuStu]

The Great AI Divide: What’s the Difference Between Open and Closed Models? https://t.co/K4wSiYnKlI

[Dr. Eva-Marie Muller-Stuler @EvaMuStu]

I just published How Artificial Intelligence is Reshaping Cybersecurity Systems https://t.co/I5VEJHrxXC

[Dr. Eva-Marie Muller-Stuler @EvaMuStu]

Before we can build reliable AI agents or scale complex analytics, we need to get the foundation right.
Here’s a great visual cheat sheet on Data Management-covering everything from Governance to the full data lifecycle. You can't scale what you don't govern.
#DataGovernance #AI

[Dr. Eva-Marie Muller-Stuler @EvaMuStu]

The Dawn of the Digital Employee: Why Businesses Are Mass-Migrating to Clawdbot for AI Automation. https://t.co/L0wD006ZzL

[Dr. Eva-Marie Muller-Stuler @EvaMuStu]

I just published Is the Rise of AI Coworking Tools a Sign of Innovation — or a Real Threat to Traditional IT Jobs… https://t.co/n2AWK42ZOT

[Dr. Eva-Marie Muller-Stuler @EvaMuStu]

Not everything with an LLM is Agentic AI.

Chatbots ≠ Agents
RPA ≠ Agents
Basic RAG ≠ Agents
Real Agentic AI = planning + memory + tools + multi-agent coordination + feedback loops.
The shift is from responses to orchestration.

#AgenticAI #LLM #AIArchitecture

[Dr. Eva-Marie Muller-Stuler @EvaMuStu]

I just published How Can AI-Driven Analytics Help Optimize RAM Usage in Tech Companies? https://t.co/jWn4hRy7fC

[Dr. Eva-Marie Muller-Stuler @EvaMuStu]

Check out my latest article: Is It Possible to Improve Efficiency in Logistics Operations Using AI? https://t.co/5HihjSZTE3 via @LinkedIn