Yves Mulkers

Yves Mulkers

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Data & analytics strategist; digital transformation and ops impact.

Foxconn Deploys Self‑Learning Humanoid Robots for Assembly
SocialJun 5, 2026

Foxconn Deploys Self‑Learning Humanoid Robots for Assembly

Foxconn + Nvidia Isaac GR00T + China humanoid robots. The company that assembled every iPhone is now deploying robots with 31 degrees of freedom. The assembly line is learning to assemble itself.

By Yves Mulkers
Music AI’s $5.4B Valuation Driven by Data, Not Tricks
SocialJun 5, 2026

Music AI’s $5.4B Valuation Driven by Data, Not Tricks

A music AI model is now valued at $5.4 billion. More than most century-old record labels. Investors aren't paying for the audio trick. They're paying for the licensed training data. The model is the commodity now. The corpus is the company. https://t.co/yCzTci7k2i

By Yves Mulkers
Data Quality Now a Legal Liability, Not Just Cost
SocialJun 4, 2026

Data Quality Now a Legal Liability, Not Just Cost

The DOJ now uses data analytics to triage whistleblower fraud. Within 60 to 120 days. Your messy data isn't just an operational cost anymore. It's discoverable legal exposure. Capability is the commodity. Verifiability is the moat.

By Yves Mulkers
Human Judgment Gains Premium as AI Handles Execution
SocialJun 2, 2026

Human Judgment Gains Premium as AI Handles Execution

This week's actual signal: Negotiation surged. Strategic Planning more than doubled in real demand. Problem-solving broke into the top tier. The more AI handles execution, the more human judgment commands a premium. Funny how that works. https://t.co/IHSsomw1aa

By Yves Mulkers
AI Agents Finish Just One‑third; Operators Are the Real Asset
SocialMay 28, 2026

AI Agents Finish Just One‑third; Operators Are the Real Asset

The best AI agent on real professional work completes 33.5% of tasks. One in three. Same week: PE money bought an AI implementation firm. Not a model. The model is a commodity. The operator is the asset. Who on your team owns that role?

By Yves Mulkers
Enterprise Integration Stack Solidifies; Watch the Winning Race
SocialMay 27, 2026

Enterprise Integration Stack Solidifies; Watch the Winning Race

Three deals this week: NTT DATA buys a Microsoft integration shop. GSA partners with Snowflake for OneGov. NVIDIA backs Decart at $300M. The model wars are over. The enterprise integration stack is being locked in right now. Are you watching the...

By Yves Mulkers
Colorado Refines AI Law, Targets Decision‑Making Systems Only
SocialMay 26, 2026

Colorado Refines AI Law, Targets Decision‑Making Systems Only

Colorado just rewrote its AI act. Not refined -- rewrote. Dropped the broad "high-risk AI system" framework. Replaced it with a narrower target: AI that makes real decisions about real people. Smarter approach. A recipe chatbot and a mortgage evaluator are not the...

By Yves Mulkers
Database Security Now the Foundation of AI
SocialMay 20, 2026

Database Security Now the Foundation of AI

PostgreSQL dropping MD5 auth. MongoBleed leaking server memory. SQL Server exposing vendor code on three clouds. Data governance broke out. Not because CDOs pushed. Because the attack surface got undeniable. The boring database work is now the load-bearing wall of your AI......

By Yves Mulkers
AI Contract Dwarfs Vendor's Market Cap, Shattering Cheap Cloud Myth
SocialMay 19, 2026

AI Contract Dwarfs Vendor's Market Cap, Shattering Cheap Cloud Myth

A 159-year-old combustion vendor just announced a $2.4B AI-power contract larger than its own 2024 market cap. If your AI strategy assumes hyperscaler capacity is infinite and cheap, that assumption just got repriced.

By Yves Mulkers
AI-Driven SBOMs Enforce Data Protection Obligations Post‑GDPR
SocialMay 15, 2026

AI-Driven SBOMs Enforce Data Protection Obligations Post‑GDPR

'Where are companies' binding obligations to guard our data, our livelihoods, from misuse?' GDPR made that question expensive to ignore. AI is raising the stakes again. Cyber agencies already named it: AI-component SBOMs are the new supply-chain floor.

By Yves Mulkers
Half of US Consumers Now Rely on AI for Finance.
SocialMay 15, 2026

Half of US Consumers Now Rely on AI for Finance.

Half of US consumers now use AI to manage their finances. Newrez reported 10% a year ago. A mortgage lender shipped an AI agent inside ChatGPT this week. Your CX team is still optimizing the landing page. Who owns the channel that just...

By Yves Mulkers
AI-Driven Contract Loops Risk Vendor Lock‑in
SocialMay 12, 2026

AI-Driven Contract Loops Risk Vendor Lock‑in

Docusign + Legora just connected the full contract lifecycle into one AI loop. Draft. Sign. Analyze. One system. That's convergence. The lock-in risk comes with it. The AI tools making legal faster are being built around vendor platforms, not your data architecture. https://t.co/7s9BwjVnKI

By Yves Mulkers
Infrastructure, Not Chatbots, Drives AI Market Impact
SocialMay 11, 2026

Infrastructure, Not Chatbots, Drives AI Market Impact

Machine Learning dominated coverage last week. AWS, Cybersecurity, and Data Visualization quietly dominated influence. High volume of coverage does not equal high impact on decisions. The companies actually moving right now are building infrastructure, not chatbots. Voice AI infrastructure. Risk management AI. Data...

By Yves Mulkers
Speed, Not Data Volume, Wins in Insurance Analytics
SocialMay 11, 2026

Speed, Not Data Volume, Wins in Insurance Analytics

The insurance industry learned this the hard way. You do not win on data volume. You win on decision velocity. Verisk rebuilt their analytics stack around one goal: how fast does intelligence reach the person who needs it? That is the real benchmark...

By Yves Mulkers