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18/06/2026

๐— ๐—Ÿ๐Ÿฒ ๐—ผ๐—ป ๐—ง๐—ผ๐˜‚๐—ฟ: ๐—ง๐˜„๐—ผ ๐—ฐ๐—ถ๐˜๐—ถ๐—ฒ๐˜€, ๐—ผ๐—ป๐—ฒ ๐˜ƒ๐—ถ๐—ฑ๐—ฒ๐—ผ ๐—ฟ๐—ฒ๐—ฐ๐—ฎ๐—ฝ.
Frankfurt and Amsterdam, back-to-back at the ๐—š๐—ผ๐—ผ๐—ด๐—น๐—ฒ ๐—ฆ๐˜‚๐—บ๐—บ๐—ถ๐˜ & ๐—–๐—น๐—ผ๐˜‚๐—ฑ ๐—”๐—œ ๐—Ÿ๐—ถ๐˜ƒ๐—ฒ. The conversation kept returning to the same place: how to work ๐—”๐—œ-๐—ป๐—ฎ๐˜๐—ถ๐˜ƒ๐—ฒ as an enterprise company.

Most companies think becoming AI-native is about adopting better tools. Both events last week made it clear it is not. Different audiences, different contexts. But the AI-native conversation kept surfacing the same uncomfortable insight: majority of companies say the biggest barrier to scaling AI is not the technology. It is the skills, the mindset, and the organisational change nobody planned for.

A few things that stood out across both events:

โ—พ Don't automate. Transform. AI used to speed up broken processes is a missed opportunity. The real question is whether those processes should exist at all now that intelligence is no longer scarce.
โ—พ Management needs a North Star. Isolated experimentation without leadership direction leads to "ready, fire, aim" AI. Strategy has to come from the top.
โ—พ Measure more than velocity. Speed without quality controls creates technical debt. The real ROI picture includes adoption, system quality, and business impact alongside developer speed.
โ—พ AI is a change management problem. When AI fails to deliver, the culprit is rarely the model. It is organisational resistance, lack of trust, and poor rollout.

In Amsterdam, we also took the stage to talk about our AI Tumor Board work in oncology. A completely different industry, but the same pattern: a technically solid multi-agent system, and the hardest challenge being human. Calibrating clinical trust so doctors neither ignore the tool nor defer to it blindly.

๐—”๐—œ-๐—ป๐—ฎ๐˜๐—ถ๐˜ƒ๐—ฒ ๐—ถ๐˜€ ๐—ป๐—ผ๐˜ ๐—ฎ ๐˜๐—ฒ๐—ฐ๐—ต๐—ป๐—ผ๐—น๐—ผ๐—ด๐˜† ๐—บ๐—ถ๐—น๐—ฒ๐˜€๐˜๐—ผ๐—ป๐—ฒ. ๐—œ๐˜ ๐—ถ๐˜€ ๐—ฎ๐—ป ๐—ผ๐—ฟ๐—ด๐—ฎ๐—ป๐—ถ๐˜€๐—ฎ๐˜๐—ถ๐—ผ๐—ป๐—ฎ๐—น ๐—ผ๐—ป๐—ฒ.
What is the biggest human barrier you are running into when scaling AI?

See some of the key moments from last week๐Ÿ‘‡
Find our video on How to become an AI-native company ๐Ÿ‘‰https://hubs.la/Q04lQXQC0

๐ŸŒ 22 nationalities.๐Ÿ“ˆ A mix of seniority levels and ages.๐ŸŽ“ People from diverse educational backgrounds.Thatโ€™s what divers...
18/06/2026

๐ŸŒ 22 nationalities.
๐Ÿ“ˆ A mix of seniority levels and ages.
๐ŸŽ“ People from diverse educational backgrounds.

Thatโ€™s what diversity looks like at ML6.

But for us, diversity goes beyond traditional metrics. We believe in building teams with complementary skills, perspectives, and ways of thinking, embracing cultural diversity, neurodiversity, and skill-based diversity alike.

Thatโ€™s also why we donโ€™t default to quotas. Instead, we take a data-driven approach to identify gaps, build complementary teams, and create an environment where different perspectives can thrive.

Read the full article to discover how we approach diversity as an AI engineering company: https://hubs.la/Q04lyZF_0

๐— ๐—ผ๐˜€๐˜ ๐—ต๐—ฎ๐—ฐ๐—ธ๐—ฎ๐˜๐—ต๐—ผ๐—ป๐˜€ ๐—ณ๐—ผ๐—ฐ๐˜‚๐˜€ ๐—ผ๐—ป ๐˜„๐—ต๐—ฎ๐˜ ๐˜๐—ฒ๐—ฎ๐—บ๐˜€ ๐—ฏ๐˜‚๐—ถ๐—น๐—ฑ. ๐—ง๐—ต๐—ถ๐˜€ ๐—ผ๐—ป๐—ฒ ๐—ณ๐—ผ๐—ฐ๐˜‚๐˜€๐—ฒ๐˜€ ๐—ผ๐—ป ๐—ต๐—ผ๐˜„ ๐˜๐—ฒ๐—ฎ๐—บ๐˜€ ๐—ฏ๐˜‚๐—ถ๐—น๐—ฑ.Join ML6 in Berlin for a hands-on Codex H...
17/06/2026

๐— ๐—ผ๐˜€๐˜ ๐—ต๐—ฎ๐—ฐ๐—ธ๐—ฎ๐˜๐—ต๐—ผ๐—ป๐˜€ ๐—ณ๐—ผ๐—ฐ๐˜‚๐˜€ ๐—ผ๐—ป ๐˜„๐—ต๐—ฎ๐˜ ๐˜๐—ฒ๐—ฎ๐—บ๐˜€ ๐—ฏ๐˜‚๐—ถ๐—น๐—ฑ. ๐—ง๐—ต๐—ถ๐˜€ ๐—ผ๐—ป๐—ฒ ๐—ณ๐—ผ๐—ฐ๐˜‚๐˜€๐—ฒ๐˜€ ๐—ผ๐—ป ๐—ต๐—ผ๐˜„ ๐˜๐—ฒ๐—ฎ๐—บ๐˜€ ๐—ฏ๐˜‚๐—ถ๐—น๐—ฑ.

Join ML6 in Berlin for a hands-on Codex Hackathon designed for engineering teams who want to move from AI-assisted coding to AI-native software delivery.

Bring a real workflow, process, or engineering challenge. Work in a team. Use Codex across the full lifecycle: planning, architecture, implementation, testing, documentation, and review.

๐—ง๐—ต๐—ฒ ๐—ด๐—ผ๐—ฎ๐—น: expand your toolkit and gain practical experience with new software delivery workflows.

๐Ÿ“ Berlin
๐Ÿ“… 15 July 2026
๐ŸŽŸ๏ธ Free
๐Ÿ› ๏ธ In-person workshop, in English

Spots are limited. Register your team - or join individually and we'll match you with one. https://hubs.la/Q04lGVcc0

16/06/2026

Last week at Shoptalk, one theme stood out above all others:
๐—”๐—ด๐—ฒ๐—ป๐˜๐—ถ๐—ฐ ๐—–๐—ผ๐—บ๐—บ๐—ฒ๐—ฟ๐—ฐ๐—ฒ ๐—ถ๐˜€ ๐—ฐ๐—ผ๐—บ๐—ถ๐—ป๐—ด ๐—ณ๐—ฎ๐˜€๐˜๐—ฒ๐—ฟ ๐˜๐—ต๐—ฎ๐—ป ๐—บ๐—ฎ๐—ป๐˜† ๐—ผ๐—ฟ๐—ด๐—ฎ๐—ป๐—ถ๐˜‡๐—ฎ๐˜๐—ถ๐—ผ๐—ป๐˜€ ๐—ฟ๐—ฒ๐—ฎ๐—น๐—ถ๐˜‡๐—ฒ.

Our three key observations:
1. ๐—”๐—ด๐—ฒ๐—ป๐˜๐—ถ๐—ฐ ๐—–๐—ผ๐—บ๐—บ๐—ฒ๐—ฟ๐—ฐ๐—ฒ ๐—ถ๐˜€ ๐—ณ๐˜‚๐—ป๐—ฑ๐—ฎ๐—บ๐—ฒ๐—ป๐˜๐—ฎ๐—น๐—น๐˜† ๐—ฎ ๐˜๐—ฟ๐˜‚๐˜€๐˜, ๐—ฑ๐—ฎ๐˜๐—ฎ, ๐—ฎ๐—ป๐—ฑ ๐—ฒ๐˜…๐—ฒ๐—ฐ๐˜‚๐˜๐—ถ๐—ผ๐—ป ๐—ฐ๐—ต๐—ฎ๐—น๐—น๐—ฒ๐—ป๐—ด๐—ฒ.
For many retailers, the priority now is preparing the foundations:

โœ”๏ธ Product data
โœ”๏ธ Customer data
โœ”๏ธ Governance
โœ”๏ธ Decision systems
โœ”๏ธ Trust

As AI agents increasingly influence purchasing decisions, brands and retailers with the most trusted, accessible, and machine-readable data will be the ones consumers ultimately see.

2. ๐—ง๐—ต๐—ฒ ๐—ฐ๐—ผ๐—ป๐˜€๐˜‚๐—บ๐—ฒ๐—ฟ ๐—ท๐—ผ๐˜‚๐—ฟ๐—ป๐—ฒ๐˜† ๐—ถ๐˜€ ๐—ฐ๐—ผ๐—บ๐—ฝ๐—ฟ๐—ฒ๐˜€๐˜€๐—ถ๐—ป๐—ด.
Brands now need ๐—ฎ๐—น๐—ด๐—ผ๐—ฟ๐—ถ๐˜๐—ต๐—บ๐—ถ๐—ฐ ๐—ฎ๐˜ƒ๐—ฎ๐—ถ๐—น๐—ฎ๐—ฏ๐—ถ๐—น๐—ถ๐˜๐˜†, not just mental availability.

Yesterday:
Search โ†’ Compare โ†’ Read reviews โ†’ Buy

Tomorrow:
Intent โ†’ Recommendation โ†’ Buy

The brands and retailers that optimize for conversations, recommendations, and multimodal discovery will be more likely to be recommended by AI agents.

3. ๐—˜๐˜‚๐—ฟ๐—ผ๐—ฝ๐—ฒ ๐—ถ๐˜€ ๐Ÿฒโ€“๐Ÿญ๐Ÿฎ ๐—บ๐—ผ๐—ป๐˜๐—ต๐˜€ ๐—ฏ๐—ฒ๐—ต๐—ถ๐—ป๐—ฑ ๐˜๐—ต๐—ฒ ๐—จ๐—ฆ ๐—ถ๐—ป ๐—”๐—ด๐—ฒ๐—ป๐˜๐—ถ๐—ฐ ๐—–๐—ผ๐—บ๐—บ๐—ฒ๐—ฟ๐—ฐ๐—ฒ.
That's not a disadvantage. It's an opportunity. There is still time to prepare.

The companies that win won't necessarily have the most advanced AI. They'll have the data that AI agents trust most. Because when AI agents start making recommendations on behalf of consumers, discoverability shifts from a marketing challenge to a data challenge.

The race has already started. ๐—ช๐—ถ๐—น๐—น ๐˜†๐—ผ๐˜‚๐—ฟ ๐—ฏ๐—ฟ๐—ฎ๐—ป๐—ฑ ๐—ฏ๐—ฒ ๐—ฟ๐—ฒ๐—ฎ๐—ฑ๐˜† ๐˜„๐—ต๐—ฒ๐—ป ๐—”๐—œ ๐—ฎ๐—ด๐—ฒ๐—ป๐˜๐˜€ ๐—ฏ๐—ฒ๐—ด๐—ถ๐—ป ๐—บ๐—ฎ๐—ธ๐—ถ๐—ป๐—ด ๐—ฑ๐—ฒ๐—ฐ๐—ถ๐˜€๐—ถ๐—ผ๐—ป๐˜€ ๐—ณ๐—ผ๐—ฟ ๐˜†๐—ผ๐˜‚๐—ฟ ๐—ฐ๐˜‚๐˜€๐˜๐—ผ๐—บ๐—ฒ๐—ฟ๐˜€? See how we can help you innovate more quickly: https://hubs.la/Q04lyS4H0

For 20 years, frictionless design has been the gold standard of digital products. Francesco Cilurzo argues that for AI, ...
15/06/2026

For 20 years, frictionless design has been the gold standard of digital products. Francesco Cilurzo argues that for AI, that's often the wrong default, because users interact with AI in two different modes.

๐ŸŠ The Croc: fast, intuitive, action-oriented.
๐Ÿฆ The Chimp: slow, reflective, judgment-oriented.

When you are designing for the Croc, friction gets in the way. Users have already made up their minds and just want to act. Here make overrides easy, feedback immediate and remove unnecessary steps.
When you're designing for the Chimp, friction is a feature. Users need to evaluate the AI's output before committing. A well-placed pause, confidence indicator, or counterargument can be the difference between critical thinking and blind acceptance.

๐—ง๐—ต๐—ฒ ๐—บ๐—ถ๐˜€๐˜๐—ฎ๐—ธ๐—ฒ ๐—บ๐—ฎ๐—ป๐˜† ๐—”๐—œ ๐—ฝ๐—ฟ๐—ผ๐—ฑ๐˜‚๐—ฐ๐˜๐˜€ ๐—บ๐—ฎ๐—ธ๐—ฒ ๐—ถ๐˜€ ๐˜๐—ฟ๐—ฒ๐—ฎ๐˜๐—ถ๐—ป๐—ด ๐—ฒ๐˜ƒ๐—ฒ๐—ฟ๐˜† ๐—บ๐—ผ๐—บ๐—ฒ๐—ป๐˜ ๐—ฎ๐˜€ ๐—ถ๐—ณ ๐—ถ๐˜ ๐˜„๐—ฒ๐—ฟ๐—ฒ ๐—–๐—ฟ๐—ผ๐—ฐ ๐—บ๐—ผ๐—ฑ๐—ฒ. Francesco explores why trustworthy AI isn't about removing friction everywhere, but about putting it in the right places.

Read: ๐—ช๐—ต๐˜† ๐—™๐—ฟ๐—ถ๐—ฐ๐˜๐—ถ๐—ผ๐—ป๐—น๐—ฒ๐˜€๐˜€ ๐——๐—ฒ๐˜€๐—ถ๐—ด๐—ป ๐—œ๐˜€ ๐—ช๐—ฟ๐—ผ๐—ป๐—ด ๐—ณ๐—ผ๐—ฟ ๐—”๐—œ
https://hubs.la/Q04ln7lq0

Where in your product are you designing for the Croc when you actually need the Chimp? ๐ŸŠ๐Ÿฆ

We love bringing people together who love pushing themselves to the next level. So it was an easy choice for us to be a ...
12/06/2026

We love bringing people together who love pushing themselves to the next level. So it was an easy choice for us to be a sponsor of Gantoise Padel ๐ŸŽพ, located just around the corner from our HQ in Ghent.

As one of the region's most respected sports clubs, Gantoise has built a strong reputation through hockey and tennis, and for the last 6 years, they've added padel to the list. A real 162-year legacy combining top-level sports with a fantastic community spirit. More than 10 ML6'ies have become Gantoise padel members, but... they haven't yet developed an AI agent that determines if that last ball was truly out ๐Ÿ˜ฌ Might still come! ๐Ÿ˜

12/06/2026

Most leadership teams are asking, "What's our AI strategy?"
Francesco Cilurzo suggests a better question:
"๐™’๐™๐™–๐™ฉ ๐™ ๐™ž๐™ฃ๐™™ ๐™ค๐™› ๐™˜๐™ค๐™ข๐™ฅ๐™–๐™ฃ๐™ฎ ๐™™๐™ค ๐™ฌ๐™š ๐™ฌ๐™–๐™ฃ๐™ฉ ๐™ฉ๐™ค ๐™—๐™š๐™˜๐™ค๐™ข๐™š ๐™ž๐™ฃ ๐™–๐™ฃ ๐˜ผ๐™„-๐™จ๐™๐™–๐™ฅ๐™š๐™™ ๐™ข๐™–๐™ง๐™ ๐™š๐™ฉ?"

In this webinar, he shares five questions every leadership team should bring to their next board meeting - not to get the perfect answers, but to uncover blind spots.

One quote that stuck with us:
๐Ÿ’ฌ "๐˜“๐˜ช๐˜ด๐˜ต๐˜ฆ๐˜ฏ ๐˜ธ๐˜ฉ๐˜ฆ๐˜ณ๐˜ฆ ๐˜ต๐˜ฉ๐˜ฆ ๐˜ด๐˜ช๐˜ญ๐˜ฆ๐˜ฏ๐˜ค๐˜ฆ๐˜ด ๐˜ข๐˜ณ๐˜ฆ. ๐˜›๐˜ฉ๐˜ฐ๐˜ด๐˜ฆ ๐˜ถ๐˜ฏ๐˜ค๐˜ฐ๐˜ฎ๐˜ง๐˜ฐ๐˜ณ๐˜ต๐˜ข๐˜ฃ๐˜ญ๐˜ฆ ๐˜ด๐˜ช๐˜ญ๐˜ฆ๐˜ฏ๐˜ค๐˜ฆ๐˜ด ๐˜ธ๐˜ช๐˜ญ๐˜ญ ๐˜ต๐˜ฆ๐˜ญ๐˜ญ ๐˜บ๐˜ฐ๐˜ถ ๐˜ธ๐˜ฉ๐˜ฆ๐˜ณ๐˜ฆ ๐˜บ๐˜ฐ๐˜ถ๐˜ณ ๐˜ˆ๐˜ ๐˜ข๐˜ฎ๐˜ฃ๐˜ช๐˜ต๐˜ช๐˜ฐ๐˜ฏ ๐˜ช๐˜ด ๐˜ถ๐˜ฏ๐˜ค๐˜ญ๐˜ฆ๐˜ข๐˜ณ."

If AI is on your board agenda, these five questions should be too.

๐ŸŽฅ Watch the full recording and take the questions to your next leadership meeting:
https://hubs.la/Q04l15jW0

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