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The Skill, Not the Stack: A Decade Ahead on Decision Intelligence. Featuring Fred Laluyaux, Aera Technology Founder & CEO
23-07-2026 | 42 Min.
Talk about what the technology can do, not how it does it. That's the decision Fred Laluyaux made with Shariq Mansoor when they founded Aera ten years ago, and it's still how the company talks about its decision intelligence platform today.

Decisions sit at the center of what Aera builds. Aera automates, augments, and digitizes the thousands of decisions companies make every day to run their business.

Aera pioneered the decision intelligence category years before generative AI gave the industry a vocabulary for it: agents, skills, memory, decision traces, context – graphs even. From the start, Aera was conceived as an agent, in the spirit of the digital assistants of that era. Laluyaux championed the word "skills" years before the major AI players made it common currency. He co-founded Aera in 2016, before GenAI and large language models, and has served as CEO since.

In this conversation, Laluyaux traces the arc from DJing in Paris to building SAP's finance line of business to Aera's decade-long bet that decisions -- not dashboards -- are the unit that matters. And why, he argues, letting AI take on more of the decision doesn't have to mean losing control.

Laluyaux's analogy: he trusts a Waymo with his kids more than an Uber driver because he can see exactly how each choice is made. That is what decision intelligence is really about.

This episode is brought to you by Aera Technology: https://www.aeratechnology.com
Fair Patterns: Designing for Human Autonomy in the Age of AI. Featuring Marie Potel-Saville, Fair Patterns Co-Founder & CEO
01-06-2026 | 1 u. 2 Min.
We live in a world fraught with interfaces designed to work against you. Most people sense it. Few can prove it, and fewer still are trying to fix it.

There is a particular kind of frustration that arrives when you understand a problem perfectly and cannot do a single useful thing about it. Marie Potel-Saville spent years living inside that frustration.

First as a competition lawyer cycling through antitrust litigation across Europe. Then as in-house counsel watching the law get treated as a cost center. She pivoted, trained in innovation by design, and launched her first company in 2018.

Potel-Saville was looking for the gap between what the law said and what the internet did to people. She found it immediately.

The term was “dark patterns.” And her first instinct – the instinct of a lawyer and a builder – was to ask a question nobody in the field had thought to ask: what’s the antidote?

That question eventually became Fair Patterns, a multimodal AI platform that detects online manipulation and addictive design at scale.

Fair Patterns went live in January 2026, and recently won the 2026 Digital StartUp award in cybersecurity and sovereignty. It is trying to redefine digital products and online experiences.

Article published on Orchestrate all the Things:

https://linkeddataorchestration.com/2026/06/01/dark-pattern-detection-how-fair-patterns-uses-ai-to-fight-back/
The Engineer in the Machine: How Neo Is Rewriting What It Means to Build AI. Featuring Gaurav and Saurabh Vij, Neo Co-Founders
16-04-2026 | 58 Min.
A fully autonomous machine learning engineering agent. A benchmark that matters. And a question that cuts deeper than the hype: when a machine does the work, what happens to the learning part?

The race to automate software engineering is expanding to new territory: machine learning.

Neo is a fully autonomous machine learning engineering agent that handles the entire pipeline from problem statement to deployed model.

Built by Gaurav and Saurabh Vij, Neo topped the MLE-Bench leaderboard and compressed a six-month production effort into one week.

The harder question Neo raises - whether agentic AI accelerates learning or hollows it out - remains open.

Article published on Orchestrate all the Things: https://linkeddataorchestration.com/2026/04/16/autonomous-machine-learning-engineering-agent-neo/

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The fundamentals still matter - arguably more, not less, as AI systems get more capable.

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AI Without the Magic: From Connected Thinking to Pragmatic AI. Featuring Michel Bauwens, P2P Foundation Founder
18-03-2026 | 29 Min.
Everyone's talking about AI. Few people actually understand it, and even fewer are asking the right questions about what it means to live and work alongside it.

In this episode, we sit down with Michel Bauwens, founder of the P2P Foundation and one of the sharpest thinkers on civilisation, technology, and collective intelligence.

We talk about what AI actually is - and isn't - why the hype creates real risks and damage, and what it looks like to use these tools without giving away your agency or critical thinking.

Article published on Fourth Generation Civilization: https://4thgenerationcivilization.substack.com/p/the-pragmatic-role-of-ai-in-the-civilizational
Connected Thinking: On History, Technology, and the Art of Seeing What's Coming. Featuring Michel Bauwens, P2P Foundation Founder
25-02-2026 | 49 Min.
What if the chaos around us isn't collapse, but transformation?

Michel Bauwens has spent decades mapping the edges of change. From peer-to-peer networks to the commons, from medieval guilds to distributed autonomous organizations, he's been tracking something most people miss: the seeds of a new civilization, already growing underneath the noise.

In this conversation, we explore how the internet didn't just connect computers - it created an entirely new plane of human organization. One where people coordinate across the planet without hierarchies, intermediaries, or anyone giving orders.

They call it cosmolocalism. What is heavy stays local. What can be shared, travels everywhere.

But this isn't just theory. It's a lens. A way of reading history that tells you exactly where you are, and what's worth building right now.

Are you post-seasonal, clinging to a logic whose time has passed? Seasonal, playing the current moment well? Or pre-seasonal, working on the seeds that will matter when the time is ripe?

The caterpillar, Michel reminds us, already carries the DNA of the butterfly.

This is Connected Thinking. Join us.

Article published on Orchestrate all the Things: https://linkeddataorchestration.com/2026/02/25/connected-thinking-on-history-technology-and-the-art-of-seeing-whats-coming/

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Stories about Tech, Data, AI and Media, and how they flow into each other shaping our lives. Some might call this futurism; let’s just say it’s connecting the dots. With George Anadiotis: Analyst, Consultant, Engineer, Founder, Host, Researcher, and Writer. 1-1s with esteemed guests; from the likes of Gary Marcus and Andrew Ng to emerging thinkers and innovators across multiple domains. My stories have been featured on ZDNet and VentureBeat, and are syndicated across DZone, Hackernoon, Medium and Substack. The show and its themes have evolved over 7 seasons and ~150 episodes. Many conversations have a technical focus. Most also examine business perspectives and use cases, while others are socio-technical. Some are analyses on emerging themes – picking them up early, featuring expert comment, or offering alternative takes. Others cover breaking news, typically also featuring the people behind them plus some analysis. There are some book reviews as well. I focus on the connection between data, analytics, data science, graphs, machine learning and AI and their impact on society and business. I have been covering topics related to: AI and Machine LearningData, Analytics and Data ScienceKnowledge Graphs, Graph Databases, Graph AI & Data ScienceInnovation, and a wide array of technologies such as Blockchain, Cloud, Observability, IoT, Open Data and Open Source, Social Media and Software Engineering. For inquiries, please use https://linkeddataorchestration.com/contact/

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