AWS

147 posts tagged AWS  ยท  all tags

2026

AI-Assisted Talk Prep: The Recording-Analysis-Iterate Loop

TL;DR: I prepared my AWS Summit Hamburg talk through 6 recorded dry runs, each analyzed by a structured AI skill. The skill transcribes via Amazon Transcribe, counts fillers with word-level timestampsโ€ฆ

8 AWS Guides for Agentic AI โ€” Mapped to the 4 Pillars That Get You to Production

The Gap Between Demo and Deployment TL;DR: AWS released 8 prescriptive guides for building production-ready agentic AI. This post maps each guide to the four pillars that get agents from demo to deploโ€ฆ

Intelligence Is About Time, Not Parameters

The Question Every SA Gets Beyond a complexity threshold, larger models become less insightful โ€” the savant regime. โ€œWhich model should I use?โ€ I hear it in almost every customer conversation about geโ€ฆ

Humorphism: The Interface AI Deserves

Two weeks ago, AWS held its โ€œWhatโ€™s Next with AWSโ€ event. Among the big announcements, one thing caught my attention that wasnโ€™t a product launch. It was a design philosophy. Humorphism. A word I hadnโ€ฆ

๐—™๐—ฟ๐—ผ๐—บ ๐—–๐—ฎ๐—น๐—น ๐—–๐—ฒ๐—ป๐˜๐—ฒ๐—ฟ ๐˜๐—ผ ๐—”๐—œ ๐—”๐—ด๐—ฒ๐—ป๐˜ ๐—›๐˜‚๐—ฏ: ๐—ง๐—ต๐—ฒ ๐—™๐˜‚๐˜๐˜‚๐—ฟ๐—ฒ ๐—ผ๐—ณ ๐—–๐˜‚๐˜€๐˜๐—ผ๐—บ๐—ฒ๐—ฟ ๐—ฆ๐˜‚๐—ฝ๐—ฝ๐—ผ๐—ฟ๐˜ ๐—œ๐˜€ ๐—›๐—ฒ๐—ฟ๐—ฒ

๐—™๐—ฟ๐—ผ๐—บ ๐—–๐—ฎ๐—น๐—น ๐—–๐—ฒ๐—ป๐˜๐—ฒ๐—ฟ ๐˜๐—ผ ๐—”๐—œ ๐—”๐—ด๐—ฒ๐—ป๐˜ ๐—›๐˜‚๐—ฏ: ๐—ง๐—ต๐—ฒ ๐—™๐˜‚๐˜๐˜‚๐—ฟ๐—ฒ ๐—ผ๐—ณ ๐—–๐˜‚๐˜€๐˜๐—ผ๐—บ๐—ฒ๐—ฟ ๐—ฆ๐˜‚๐—ฝ๐—ฝ๐—ผ๐—ฟ๐˜ ๐—œ๐˜€ ๐—›๐—ฒ๐—ฟ๐—ฒ Just returning from an internal Amazon Connect deep[1] dive. I havenโ€™t touched this particular product since maybe 5 years?! Diโ€ฆ

๐— ๐—–๐—ฃ ๐—ง๐—ผ๐—ผ๐—น ๐—–๐—ต๐—ฎ๐—ผ๐˜€ - ๐—ด๐—ผ๐˜ ๐—น๐—ผ๐˜€๐˜ ๐—ถ๐—ป ๐—ฎ๐˜‚๐˜๐—ต๐—ฒ๐—ป๐˜๐—ถ๐—ฐ๐—ฎ๐˜๐—ถ๐—ผ๐—ป ๐—ฎ๐—ป๐—ฑ ๐—ด๐—ผ๐˜ƒ๐—ฒ๐—ฟ๐—ป๐—ฎ๐—ป๐—ฐ๐—ฒ?!

Always takes a customer - my first time in our brand new BER21 in Berlin. Amazing location and Berli

Always takes a customer - my first time in our brand new BER21 in Berlin. Amazing location and Berlin is welcoming us with crispy & bright sunshine. Always great to (re-) connect with colleagues. Bumpโ€ฆ

๐Ÿš€ Caught up on AWSโ€™s open-sourcing of API models in Smithy format (slipped my radar earlier this yea

๐Ÿš€ Caught up on AWSโ€™s open-sourcing of API models in Smithy format (slipped my radar earlier this year, but timeless value!). There is a GitHub Repository [4] available with AWS API smithy models for 2โ€ฆ

โ€œGood Morning! said Bilbo, and he meant it. The sun was shining, and the grass was very green. But G

โ€œGood Morning!" said Bilbo, and he meant it. The sun was shining, and the grass was very green. But Gandalf looked at him from under long bushy eyebrows that stuck out further than the brim of his shaโ€ฆ

This could have been a good new year's resolution: Don't make funny prediction about the future if y

This could have been a good new yearโ€™s resolution: Donโ€™t make funny prediction about the future if youโ€™re not ready to deal with them becoming true ๐Ÿ˜ƒ. On my way to: WS User Group Cologne and Bonn withโ€ฆ

2025

Dennis Kieselhorst is #hiring. Know anyone who might be interested?

Dennis Kieselhorst is #hiring. Know anyone who might be interested? If you donโ€™t know Dennis Kieselhorst, you should get to know him. If you do know him, you already know one reason why this job is woโ€ฆ

๐Ÿšจ Callout for my local network in the Cologne/Bonn/Dรผsseldorf region!

๐Ÿšจ Callout for my local network in the Cologne/Bonn/Dรผsseldorf region! Diana and I will be providing a Re:Invent Recap for the AWS User Group Cologne (AWSUGCGN [1]) on the 7th January, so save the dateโ€ฆ

Jeff Harman in on fireย - pun intendedย in this talk '๐—”๐—ช๐—ฆ ๐—ฟ๐—ฒ:๐—œ๐—ป๐˜ƒ๐—ฒ๐—ป๐˜ ๐Ÿฎ๐Ÿฌ๐Ÿฎ๐Ÿฑ - ๐—”๐—ฑ๐—ง๐—ฒ๐—ฐ๐—ต

Everything changes all the time - Open Mind for a different view. And nothing el

๐—ช๐—ต๐—ฎ๐˜ ๐—ต๐—ฎ๐—ฝ๐—ฝ๐—ฒ๐—ป๐—ฒ๐—ฑ ๐˜๐—ต๐—ถ๐˜€ ๐˜†๐—ฒ๐—ฎ๐—ฟ ๐˜„๐—ถ๐˜๐—ต ๐˜๐—ต๐—ฒ ๐—ด๐—ฒ๐—ป๐—ฒ๐—ฟ๐—ฎ๐˜๐—ถ๐˜ƒ๐—ฒ ๐—”๐—œ ๐˜๐—ต๐—ถ๐—ป๐—ด๐˜† ๐—ฎ๐˜ ๐—”๐—ป๐˜๐—ต๐—ฟ๐—ผ๐—ฝ๐—ถ๐—ฐ? ๐—ช๐—ต๐—ฎ๐˜ ๐—ถ๐˜€ ๐—ฐ๐—ผ๐—บ๐—ถ

๐—ช๐—ต๐—ฎ๐˜ ๐—ต๐—ฎ๐—ฝ๐—ฝ๐—ฒ๐—ป๐—ฒ๐—ฑ ๐˜๐—ต๐—ถ๐˜€ ๐˜†๐—ฒ๐—ฎ๐—ฟ ๐˜„๐—ถ๐˜๐—ต ๐˜๐—ต๐—ฒ ๐—ด๐—ฒ๐—ป๐—ฒ๐—ฟ๐—ฎ๐˜๐—ถ๐˜ƒ๐—ฒ ๐—”๐—œ ๐˜๐—ต๐—ถ๐—ป๐—ด๐˜† ๐—ฎ๐˜ ๐—”๐—ป๐˜๐—ต๐—ฟ๐—ผ๐—ฝ๐—ถ๐—ฐ? ๐—ช๐—ต๐—ฎ๐˜ ๐—ถ๐˜€ ๐—ฐ๐—ผ๐—บ๐—ถ๐—ป๐—ด ๐—ป๐—ฒ๐˜…๐˜? The week(s) after re:invent are typically the time, where a pile of very good content videos pile up at my end โ€ฆ

Amazing keynote by Swami Sivasubramanian. At least the first 40 minutes are super useful, even if yo

Amazing keynote by Swami Sivasubramanian. At least the first 40 minutes are super useful, even if you are not super interested in new service launches. Swami nicely breaks down how AI agents and Agentโ€ฆ

What happens in Las Vegas ... Nah - let's have a look. All things (Gen) AI. Re:Invent 2025 edition

To all my friends, customers, colleagues & partners who are about to leave for #AWSreInvent - have s

To all my friends, customers, colleagues & partners who are about to leave for #AWSreInvent - have safe travels and an awesome time! Pre re:invent phase was crazy already. Take a look at Luc van Donkeโ€ฆ

What happens in Las Vegas ... Nah - let's have a look. All things (Gen) AI.

๐—ก๐—ผ ๐—น๐—ผ๐—ป๐—ฒ๐—น๐˜† ๐—ต๐˜‚๐—บ๐—ฎ๐—ป๐˜€ ๐—ถ๐—ป ๐˜๐—ต๐—ฒ ๐—ณ๐˜‚๐˜๐˜‚๐—ฟ๐—ฒ ๐—ฎ๐—ป๐˜†๐—บ๐—ผ๐—ฟ๐—ฒ?! ๐Ÿค– - ๐—ช๐—ฒ ๐—ฎ๐—น๐—น ๐—ด๐—ฒ๐˜ ๐—ฐ๐—ผ๐˜ƒ๐—ฒ๐—ฟ๐—ฒ๐—ฑ ๐—ฏ๐˜† ๐—ฝ๐—ต๐˜†๐˜€๐—ถ๐—ฐ๐—ฎ๐—น ๐—”๐—œ ๐—ฎ

โฐ Groundhog Day! - another day, another new, superior model!

๐Ÿซ“ vs ๐Ÿ“ˆ AWS introduced flat-rate pricing plans for website delivery and security, that includesย Clou

๐Ÿซ“ vs ๐Ÿ“ˆ AWS introduced flat-rate pricing plans for website delivery and security, that includesย CloudFront, AWS WAF with DDoS protection, Route 53 DNS. Simple. Predictable. Secure. This is what many cuโ€ฆ

Working in monetisation, advertising or markteting and youโ€™re not sure what kind of use cases can be

Working in monetisation, advertising or markteting and youโ€™re not sure what kind of use cases can be enhanced with AI Agents? Found your use case but struggle with implementation as too many choices tโ€ฆ

โšก ๐—•๐—ฒ๐˜†๐—ผ๐—ป๐—ฑ ๐—–๐—ต๐—ฎ๐˜๐—ฏ๐—ผ๐˜๐˜€: ๐—›๐—ผ๐˜„ ๐—–๐—ผ๐˜… ๐—”๐˜‚๐˜๐—ผ๐—บ๐—ผ๐˜๐—ถ๐˜ƒ๐—ฒ ๐—ฎ๐—ป๐—ฑ ๐——๐—ฟ๐˜‚๐˜ƒ๐—ฎ ๐—”๐—ฟ๐—ฒ ๐—•๐˜‚๐—ถ๐—น๐—ฑ๐—ถ๐—ป๐—ด ๐—ฃ๐—ฟ๐—ผ๐—ฑ๐˜‚๐—ฐ๐˜๐—ถ๐—ผ๐—ป ๐—”๐—œ ๐—”๐—ด๐—ฒ๐—ป๐˜๐˜€ ๐—ง๐—ต๐—ฎ๐˜ ๐—”๐—ฐ๐˜๐˜‚๐—ฎ๐—น๐—น๐˜† ๐—ช๐—ผ๐—ฟ๐—ธ

โšก ๐—•๐—ฒ๐˜†๐—ผ๐—ป๐—ฑ ๐—–๐—ต๐—ฎ๐˜๐—ฏ๐—ผ๐˜๐˜€: ๐—›๐—ผ๐˜„ ๐—–๐—ผ๐˜… ๐—”๐˜‚๐˜๐—ผ๐—บ๐—ผ๐˜๐—ถ๐˜ƒ๐—ฒ ๐—ฎ๐—ป๐—ฑ ๐——๐—ฟ๐˜‚๐˜ƒ๐—ฎ ๐—”๐—ฟ๐—ฒ ๐—•๐˜‚๐—ถ๐—น๐—ฑ๐—ถ๐—ป๐—ด ๐—ฃ๐—ฟ๐—ผ๐—ฑ๐˜‚๐—ฐ๐˜๐—ถ๐—ผ๐—ป ๐—”๐—œ ๐—”๐—ด๐—ฒ๐—ป๐˜๐˜€ ๐—ง๐—ต๐—ฎ๐˜ ๐—”๐—ฐ๐˜๐˜‚๐—ฎ๐—น๐—น๐˜† ๐—ช๐—ผ๐—ฟ๐—ธ In this brand new blog post Brad Abrams and Jawhny Cooke showcase why Claude and Bedrock AgentCore โ€ฆ

๐Ÿšจ What a start in the year - Re:Invent Recap Time - Exciting Location update!!!

๐Ÿšจ What a start in the year - Re:Invent Recap Time - Exciting Location update!!! Christian Bonzelet is hosting this event at DFL Digital Sports GmbH in Cologne. Diana and I will be providing a Re:Invenโ€ฆ

โ€žOur AWS Trainium chips, designed in-house for AI workloads, now power more than 50% of Amazon Bedro

โ€žOur AWS Trainium chips, designed in-house for AI workloads, now power more than 50% of Amazon Bedrock token usage. In practice, that means most of the generative AI responses you see from models on Bโ€ฆ

๐Ÿš€ ๐—˜๐˜…๐—ฐ๐—ถ๐˜๐—ถ๐—ป๐—ด ๐—”๐—ช๐—ฆ ๐—”๐—ป๐—ป๐—ผ๐˜‚๐—ป๐—ฐ๐—ฒ๐—บ๐—ฒ๐—ป๐˜ ๐—ณ๐—ผ๐—ฟ ๐—”๐—ฑ๐—ง๐—ฒ๐—ฐ๐—ต ๐—ฃ๐—ฟ๐—ผ๐—ณ๐—ฒ๐˜€๐˜€๐—ถ๐—ผ๐—ป๐—ฎ๐—น๐˜€! ๐Ÿš€

This is huge news for Advertising Customer.

This is huge news for Advertising Customer. AWS RTB Fabric is a newly announced fully managed AWS service designed specifically for real-time bidding workloads in advertising technology. It provides Aโ€ฆ

โœจ Just at #MTM25: Masterclass with Shadi Abou-Zahra and Julian Lang! โœจ

โœจ Just at #MTM25: Masterclass with Shadi Abou-Zahra and Julian Lang! โœจ ๐ŸŽฏ The session โ€œAI-inclusive! KI fรผr Barrierefreiheitโ€ at MEDIENTAGE MรœNCHEN highlights how Amazon Prime Video and AWS use artificโ€ฆ

Awesome talk, I had the pleasure to witness an early version during the dry runs. Well prepared and

Awesome talk, I had the pleasure to witness an early version during the dry runs. Well prepared and packed with amazing details about Sรผddeutsche Zeitungโ€˜s early adapter journey of responsible AI. Notโ€ฆ

One more thing!

One more thing! We prepared the Amazon Web Services (AWS) and Prime Video & Amazon MGM Studios Booth for the #MTM2025. Looking forward to tomorrow and our first day at #MTM2025! Find us in room 11, inโ€ฆ

๐ŸŽจ ๐—š๐—ฎ๐—บ๐—ฒ-๐—–๐—ต๐—ฎ๐—ป๐—ด๐—ฒ๐—ฟ ๐—”๐—น๐—ฒ๐—ฟ๐˜: ๐—ฆ๐˜๐—ฎ๐—ฏ๐—ถ๐—น๐—ถ๐˜๐˜† ๐—”๐—œ ๐—œ๐—บ๐—ฎ๐—ด๐—ฒ ๐—ฆ๐—ฒ๐—ฟ๐˜ƒ๐—ถ๐—ฐ๐—ฒ๐˜€ ๐—ก๐—ผ๐˜„ ๐—Ÿ๐—ถ๐˜ƒ๐—ฒ ๐—ถ๐—ป ๐—”๐—บ๐—ฎ๐˜‡๐—ผ๐—ป ๐—•๐—ฒ๐—ฑ๐—ฟ๐—ผ๐—ฐ๐—ธ! ๐Ÿš€

๐ŸŽจ ๐—š๐—ฎ๐—บ๐—ฒ-๐—–๐—ต๐—ฎ๐—ป๐—ด๐—ฒ๐—ฟ ๐—”๐—น๐—ฒ๐—ฟ๐˜: ๐—ฆ๐˜๐—ฎ๐—ฏ๐—ถ๐—น๐—ถ๐˜๐˜† ๐—”๐—œ ๐—œ๐—บ๐—ฎ๐—ด๐—ฒ ๐—ฆ๐—ฒ๐—ฟ๐˜ƒ๐—ถ๐—ฐ๐—ฒ๐˜€ ๐—ก๐—ผ๐˜„ ๐—Ÿ๐—ถ๐˜ƒ๐—ฒ ๐—ถ๐—ป ๐—”๐—บ๐—ฎ๐˜‡๐—ผ๐—ป ๐—•๐—ฒ๐—ฑ๐—ฟ๐—ผ๐—ฐ๐—ธ! ๐Ÿš€ Closing my week with learning something exciting new. Announcement is kind of a month old already - I guess this is the โ€ฆ

๐—ฆ๐—ผ๐—ณ๐˜๐˜„๐—ฎ๐—ฟ๐—ฒ ๐—ถ๐˜€ ๐—ฒ๐—ฎ๐˜๐—ถ๐—ป๐—ด ๐˜๐—ต๐—ฒ ๐˜„๐—ผ๐—ฟ๐—น๐—ฑ, ๐—ฏ๐˜‚๐˜ ๐˜„๐—ต๐—ฎ๐˜ ๐—ถ๐˜€ ๐˜๐—ต๐—ฒ ๐—ณ๐˜‚๐˜๐˜‚๐—ฟ๐—ฒ ๐—ผ๐—ณ ๐—ฆ๐—ผ๐—ณ๐˜๐˜„๐—ฎ๐—ฟ๐—ฒ?

๐—ฆ๐—ผ๐—ณ๐˜๐˜„๐—ฎ๐—ฟ๐—ฒ ๐—ถ๐˜€ ๐—ฒ๐—ฎ๐˜๐—ถ๐—ป๐—ด ๐˜๐—ต๐—ฒ ๐˜„๐—ผ๐—ฟ๐—น๐—ฑ, ๐—ฏ๐˜‚๐˜ ๐˜„๐—ต๐—ฎ๐˜ ๐—ถ๐˜€ ๐˜๐—ต๐—ฒ ๐—ณ๐˜‚๐˜๐˜‚๐—ฟ๐—ฒ ๐—ผ๐—ณ ๐—ฆ๐—ผ๐—ณ๐˜๐˜„๐—ฎ๐—ฟ๐—ฒ? The phrase โ€œSoftware is eating the worldโ€ was coined by tech investor Marc Andreessen in a 2011 Wall Street Journal article to describโ€ฆ

In the last couple of weeks we had a lot of announcements around enabling payment for agents. The po

In the last couple of weeks we had a lot of announcements around enabling payment for agents. The pocket money moment for AI Agents. But how are agents doing right now in a virtual grocery store? Supeโ€ฆ

๐Ÿšจ Anthropic Claude Sonnet 4.5 released! This is exciting. Looking forward to give it a spin. Amazing

๐Ÿšจ Anthropic Claude Sonnet 4.5 released! This is exciting. Looking forward to give it a spin. Amazing to see the pace of innovation at Anthropic and very pleased to be able to use it from day 1 in Amazโ€ฆ

Super interesting AI content at the upcoming Medientage Mรผnchen. Many interesting talks and people t

Super interesting AI content at the upcoming Medientage Mรผnchen. Many interesting talks and people to meet. #AWS will be at the event. Looking forward to our keynote and masterclass. Details in the evโ€ฆ

๐Ÿšจ Medientage Mรผnchen: #AWS and #Amazon Prime Video on-site ...

๐Ÿšจ Medientage Mรผnchen: #AWS and #Amazon Prime Video on-site โ€ฆ Time is flying fast and empty slots in agendas are gone fast. Hence a quick heads-up. We will be at MEDIENTAGE MรœNCHEN in October (22nd -24โ€ฆ

Wow! Moritz Michael Mรผcke and my colleague Alex talking about the amazing success story of Dyn Media

Wow! Moritz Michael Mรผcke and my colleague Alex talking about the amazing success story of Dyn Media. What a start in the week! Tomasz did a great job in highlighting some of the key facts, but there โ€ฆ

๐Ÿ’ฏ Tech for Good: AWS and The Ocean Cleanup Unite to Remove Plastic from Our Oceans

๐Ÿ’ฏ Tech for Good: AWS and The Ocean Cleanup Unite to Remove Plastic from Our Oceans ๐Ÿ‡ณ๐Ÿ‡ฑ Just returning from the Netherlands, Iโ€™m very happy to read about a fruitful cooperation between a local NGO and Aโ€ฆ

The right ad, at the right time, at the right spot to the right user' - Sounds e

The right ad, at the right time, at the right spot to the right user" - Sounds easy, but how? ๐Ÿค” Iโ€™m just back from IBC - International Broadcasting Convention in Amsterdam! ๐Ÿ‡ณ๐Ÿ‡ฑ I had the opportunity toโ€ฆ

Canโ€™t imagine a better start into a vivid #IBC2025 day. Go out for a nice loop in the park with like

Canโ€™t imagine a better start into a vivid #IBC2025 day. Go out for a nice loop in the park with likeminded folks. Huge shoutout to the organisation - beautifully put together! And serves a good cause!โ€ฆ

Create. Connect. Captivate.

Create. Connect. Captivate. Super thrilled to meet you at this yearโ€™s IBC. Beside ensuring that we hang out over a good cup of coffee (just pm me), check out the attendee guide below to make the best โ€ฆ

๐—œ ๐—น๐—ผ๐˜ƒ๐—ฒ ๐—ถ๐˜ ๐˜„๐—ต๐—ฒ๐—ป ๐—ฎ ๐—ฝ๐—น๐—ฎ๐—ป ๐—ฐ๐—ผ๐—บ๐—ฒ๐˜€ ๐˜๐—ผ๐—ด๐—ฒ๐˜๐—ต๐—ฒ๐—ฟ - IBC 2025 is approaching fast!

๐—œ ๐—น๐—ผ๐˜ƒ๐—ฒ ๐—ถ๐˜ ๐˜„๐—ต๐—ฒ๐—ป ๐—ฎ ๐—ฝ๐—น๐—ฎ๐—ป ๐—ฐ๐—ผ๐—บ๐—ฒ๐˜€ ๐˜๐—ผ๐—ด๐—ฒ๐˜๐—ต๐—ฒ๐—ฟ" - IBC 2025 is approaching fast! ๐Ÿ“ณ Iโ€™m still buzzing from the preview of the incredible demos at this yearโ€™s IBC! The dedication and passion behind these powerful,โ€ฆ

๐—™๐—ฟ๐—ผ๐—บ โ€œ๐— ๐—ผ๐—ฟ๐—ฒ, ๐—™๐—ฎ๐˜€๐˜๐—ฒ๐—ฟ' ๐˜๐—ผ '๐—Ÿ๐—ฒ๐˜€๐˜€ ๐—ถ๐˜€ ๐— ๐—ผ๐—ฟ๐—ฒ': ๐—ต๐—ผ๐˜„ ๐—ฐ๐—ฎ๐—ป ๐˜„๐—ฒ ๐—บ๐—ฎ๐—ธ๐—ฒ ๐—”๐—œ ๐˜€๐˜‚๐˜€๐˜๐—ฎ๐—ถ๐—ป๐—ฎ๐—ฏ๐—น๐—ฒ?!ย - ๐—ฝ๐—ฒ๐—ฎ๐—ธ๐—ถ๐—ป

๐—™๐—ฟ๐—ผ๐—บ โ€œ๐— ๐—ผ๐—ฟ๐—ฒ, ๐—™๐—ฎ๐˜€๐˜๐—ฒ๐—ฟ" ๐˜๐—ผ โ€œ๐—Ÿ๐—ฒ๐˜€๐˜€ ๐—ถ๐˜€ ๐— ๐—ผ๐—ฟ๐—ฒโ€: ๐—ต๐—ผ๐˜„ ๐—ฐ๐—ฎ๐—ป ๐˜„๐—ฒ ๐—บ๐—ฎ๐—ธ๐—ฒ ๐—”๐—œ ๐˜€๐˜‚๐˜€๐˜๐—ฎ๐—ถ๐—ป๐—ฎ๐—ฏ๐—น๐—ฒ?!ย - ๐—ฝ๐—ฒ๐—ฎ๐—ธ๐—ถ๐—ป๐—ด ๐—ถ๐—ป๐˜๐—ผ ๐˜๐—ต๐—ฒ ๐—ง๐—ต๐—ถ๐—ป๐—ธ๐—ถ๐—ป๐—ด ๐— ๐—ฎ๐—ฐ๐—ต๐—ถ๐—ป๐—ฒ ๐—•๐—ผ๐—ผ๐—ธ Just finished โ€œThe Thinking Machineโ€ by Stephen Witt [1]โ€“ a fascinating deep dive into โ€ฆ

This is absolutely brilliant. Go, build your own assistant with Amazon Nova Sonic!

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This is absolutely brilliant. Go, build your own assistant with Amazon Nova Sonic in less than 24h!

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Just uncovered this hidden gem created by Ewa A. Treitz and her AI team.

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Yesterday I tookโ€”after a long break of 5 yearsโ€”an AWS Certification: The AWS Cer

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Today I had a brief coding session with the newly launched Kiro [1]: a new agentic IDE that works al

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๐Ÿ˜‹ What a fantastic recipe - Ingredients: Retail, Agentic AI, Cape Town Result: A unique South Africa

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Garbage in - Garbage out, or in other words: No high quality data, no shiny successful Gen AI produc

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Containers and Hamburg - who could possible come up with a better fit ?!

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Interested to dive deep into technology, hear from other M&E customers what worked - and what not?

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๐Ÿคฟ The last two days I had the pleasure of joining the AWS Deep Dive Days - Gene

๐Ÿคฟ The last two days I had the pleasure of joining the AWS Deep Dive Days - Generative AIย in our Munich office. The name of the event again, 3rd time already, hold the promise. Deep content from techieโ€ฆ

๐Ÿš‚ While Iโ€™m enjoying a smooth train ride, Iโ€™m working on my presentation for the upcoming AWS Summit

๐Ÿš‚ While Iโ€™m enjoying a smooth train ride, Iโ€™m working on my presentation for the upcoming AWS Summit Hamburg on 5th June. Could use some help :) ๐Ÿ‘€ I will be opening the Generative AI track of the summโ€ฆ

๐Ÿ”‡ Looking very much forward to this! Highly recommended event for decision makers responsible for st

๐Ÿ”‡ Looking very much forward to this! Highly recommended event for decision makers responsible for strategic or transformative decisions from media companies (press, newsroom, publishing) and enablemenโ€ฆ

Currently at the airport and reflecting on the NAB and love to share some impres

Currently at the airport and reflecting on the NAB and love to share some impressions andย resources with you . Create. Connect. Captivate. In this yearโ€™s NAB edition AWS focussed on 4 showcase storiesโ€ฆ

A little over a week to go until NAB Show 2025. Make sure to pass by our booth (W1701). A lot of ver

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๐Ÿ—ž๏ธ Awesome news. Great new model launch by Anthropic and so good to see availability through Amazon

๐Ÿ—ž๏ธ Awesome news. Great new model launch by Anthropic and so good to see availability through Amazon Bedrock right from launch day :) ๐Ÿ‘ทโ€โ™€๏ธ Canโ€™t wait to see what customers are going to build with it. ๐Ÿโ€ฆ

๐Ÿงณ On my way back from yesterdayโ€™s โ€œAmazon Ad Tech Summit 2025โ€ in Munich. Looking back at a packed d

๐Ÿงณ On my way back from yesterdayโ€™s โ€œAmazon Ad Tech Summit 2025โ€ in Munich. Looking back at a packed day with loads of insights, new connections and reunion with dear colleagues. ๐Ÿ’ก The ability to deriveโ€ฆ

Last week I had the pleasure of joining Zalando and the Zalando account team at Amazon Web Services

Last week I had the pleasure of joining Zalando and the Zalando account team at Amazon Web Services (AWS) forย a joined community event. During the opening keynote it was coined as โ€œbringing re:invent โ€ฆ

2024

๐Ÿ“– Building your own RAG system is like deciding to build your own email server in 2024. Sure, you c

๐Ÿ“– โ€œBuilding your own RAG system is like deciding to build your own email server in 2024. Sure, you could do it. But why would you want to?โ€ - Alden Do Rosario in his article โ€œDear IT Departments, Pleaโ€ฆ

โš–๏ธ In my conversation with customers, I don't get tired in highlighting how important it is to deco

โš–๏ธ In my conversation with customers, I donโ€™t get tired in highlighting how important it is to decompose applicationโ€™s needs into the different use cases and choose the optimal fitting foundation modeโ€ฆ

๐ŸŽก So, re:invent 2024 is in the books. Just did my final (famous last words ๐Ÿ˜‰ ) edits in my personal

๐ŸŽก So, re:invent 2024 is in the books. Just did my final (famous last words ๐Ÿ˜‰ ) edits in my personal overview article trying to touch on all the significant announcements around (Gen) AI. For me it wasโ€ฆ

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3๏ธโƒฃ Good Morning! Third Day 1 of re:invent is in the books. It took a second coffee this morning as Swami was on fire in his yesterdayโ€™s keynote. But, I updated I updated my All things (Gen) AI articlโ€ฆ

2๏ธโƒฃ Second Day 1 of re:invent is in the books. I updated my All things (Gen) AI article over the mor

2๏ธโƒฃ Second Day 1 of re:invent is in the books. I updated my All things (Gen) AI article over the morning coffee. ๐ŸŽก Very exciting updates including a new entire Model family Amazon Nova with multi-modaโ€ฆ

What happens in Las Vegas ... Nah - let's have a look. All things (Gen) AI.

First version of my re:invent summary on all things Gen AI. Trying to keep up-to-date, putting annou

First version of my re:invent summary on all things Gen AI. Trying to keep up-to-date, putting announcements into perspective and taking you along on this journey. I hope to take the time to update thโ€ฆ

๐Ÿ‘ Kudos to Ioana Blaut for compiling this nice overview post!

๐Ÿ‘ Kudos to Ioana Blaut for compiling this nice overview post! ๐Ÿ’ก Indeed it has been an awesome event. Good to re-connect with customers, partners and colleagues and getting to know some new - very inteโ€ฆ

Three days of MEDIENTAGE MรœNCHEN - loads of insights and resources for you ...

Sharing some positive energy from my morning run and the nice progress in preparation for next week'

Sharing some positive energy from my morning run and the nice progress in preparation for next weekโ€™s MEDIENTAGE MรœNCHEN. Iโ€™m planning to be at the event for all 3 days - happy to meet you there. Iโ€™llโ€ฆ

Now that we have Generative AI and the power of LLMs, we can forget about classic recommender system

Now that we have Generative AI and the power of LLMs, we can forget about classic recommender systems, right?! Maybe not, we will see. Nensi Hakobjanyan and I take you through a journey of understandiโ€ฆ

๐Ÿš€ 2024, the year when Generative AI is hitting production. Strong statement, but

๐Ÿš€ 2024, the year when Generative AI is hitting production. Strong statement, but how? And what is next? ๐Ÿ  This week is a little quiet in terms of traveling for me. Great time to reflect on what happenโ€ฆ

โ‰ Are you into building Generative AI applications an looking for a good way to start?

โ‰ Are you into building Generative AI applications an looking for a good way to start? ๐Ÿฆ„ Oliver Mรถller and I run a webinar on how to build Generative AI Applications. From โ€œjustโ€ using a LLM to more cโ€ฆ

๐Ÿš… On my way to IBC - International Broadcasting Convention 2024. Reflecting on what happened since l

๐Ÿ” Just back from vacation - my heart is full of amazing impressions of the alps - I'm already up to

Last week I had the pleasure to join and present at the AWS GenAI Roundtable: Transforming the Marke

Last week I had the pleasure to join and present at the AWS GenAI Roundtable: Transforming the Marketing, Advertising, and Publishing Industry (https://lnkd.in/epV8Wa26) event. Great opportunity to shโ€ฆ

โ“ Successful Building a GenAI use cases just requires the latest and greatest fr

โ“ Successful Building a GenAI use cases just requires the latest and greatest frontier model, right?! ๐Ÿ” In my conversations with customers I often realize that the choice of the best & shiniest model โ€ฆ

๐Ÿ“ข If you are on the hunt for an image ๐—”๐—ก๐—— ๐—ฉ๐—œ๐——๐—˜๐—ข segmentation model, which is open and you can deploy

๐Ÿ“ข If you are on the hunt for an image ๐—”๐—ก๐—— ๐—ฉ๐—œ๐——๐—˜๐—ข segmentation model, which is open and you can deploy on your own, have a look at the just released ๐—ฆ๐—ฒ๐—ด๐—บ๐—ฒ๐—ป๐˜ ๐—”๐—ป๐˜†๐˜๐—ต๐—ถ๐—ป๐—ด ๐— ๐—ผ๐—ฑ๐—ฒ๐—น ๐Ÿฎ (๐—ฆ๐—”๐—  ๐Ÿฎ). The model capabilitโ€ฆ

๐Ÿ‘ Bagrat Ter-Akopyan, Carmen Heger and team. Congrats and thanks for the nice technical write-up.

๐Ÿ‘ Bagrat Ter-Akopyan, Carmen Heger and team. Congrats and thanks for the nice technical write-up. Itโ€™s amazing to see how you continue to innovate on behalf of your customers. I love the outcome. ๐Ÿ“– Whโ€ฆ

โฐ Early start and back to Zรผrich Airport! ๐Ÿ›ซ Some disturbances grounded me here last night, but I'm

โฐ Early start and back to Zรผrich Airport! ๐Ÿ›ซ Some disturbances grounded me here last night, but Iโ€™m looking back to yesterdayโ€™s amazing Generative AI hackathon with a smile ๐Ÿ˜Š. โ˜• The participants were vโ€ฆ

What a great evening yesterday at the AWS User Group Munich. The quote of the evening for me, yeah I

What a great evening yesterday at the AWS User Group Munich. The quote of the evening for me, yeah I might be a little biased ๐Ÿ˜‰ , was : โ€œThere are multiple model launches in Amazon Bedrock. Launching โ€ฆ

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What a very looong weekend in Stockholm. Loved every second of it. Started of with spectating the #S

What a very looong weekend in Stockholm. Loved every second of it. Started of with spectating the #StockholmMarathon. Would have loved to join, but no last minute (literally) bibs available. Only learโ€ฆ

Prompt Engineering is possibly the single most valuable skill you have to master if you want to get

Prompt Engineering is possibly the single most valuable skill you have to master if you want to get to production with your Generative AI based application. As many customers are working hard towards โ€ฆ

The ones who joined Philipp and me in our session at the #AWSSUMMIT in Berlin last week already got

The ones who joined Philipp and me in our session at the #AWSSUMMIT in Berlin last week already got a preview of the blog post as we run it as a demo. Nice that it is now published and you all can getโ€ฆ

๐Ÿ’กOn my way back from a customer workshop on โ€œPrompt Engineeringโ€ in Den Haag in the Netherlands. Goo

๐Ÿ’กOn my way back from a customer workshop on โ€œPrompt Engineeringโ€ in Den Haag in the Netherlands. Good to connect with nature and an upcoming storm and very interesting to learn from customers about thโ€ฆ

๐Ÿคฉ #AWSSummit #Housewarming is coming to #Stockholm for the first time on June 3, 2024 (the day befor

๐Ÿคฉ #AWSSummit #Housewarming is coming to #Stockholm for the first time on June 3, 2024 (the day before the AWS Summit) with 16 public hands-on workshops in the AWS office in Stockholm, in two servings โ€ฆ

Travelling into a long weekend and looking back to this weekโ€™s family reunion ev

Travelling into a long weekend and looking back to this weekโ€™s family reunion event aka #AWSSummit Berlin. To be honest, Iโ€™m a little exhausted but energised at the same time after meeting so many cusโ€ฆ

AWSSummit Berlin week. 2/5 days already in the books. Super excited to present tomorrow and Thursday

#AWSSummit Berlin week. 2/5 days already in the books. Super excited to present tomorrow and Thursday with Philipp the session โ€œBuild a cost-effective conversational agent with Llama 2โ€. Tech check doโ€ฆ

๐Ÿคฏ Iโ€™m just on my way back from OMR. What a huge and colourful event. At Amazon w

๐Ÿคฏ Iโ€™m just on my way back from OMR. What a huge and colourful event. At Amazon we love to work backwards from our customers. For my visit theย intention was to dive deeper and learn more about our custโ€ฆ

๐ŸŒง โ˜• Kind of trapped in a cafe while a little thunderstorm is cleaning the air in Dรผsseldorf, I fina

๐ŸŒง โ˜• Kind of trapped in a cafe while a little thunderstorm is cleaning the air in Dรผsseldorf, I finally take the time to talk about the upcoming Berlin Summit week - week after next. ๐ŸŽฌ Iโ€™m super thrillโ€ฆ

Exceptions are defining the rule - German post ๐Ÿ˜‰

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๐Ÿ˜ฎ Very exciting times at NAB. Generative AI(GenAI) based solutions are changing the world of Advertising and Marketing. ๐ŸŽ™ Thanks to Anuj Gupta for sharing the solution demo on contextual advertising. โ€ฆ

๐ŸŽก Back at re:invent 2023 it was the first time I talked about the Generative AI

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Wrapping up for the weekend. Spending the last two working hours of the week reflecting on what happ

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AWS Summit Amsterdam is in the books and it has been a blast. Very good energy and loads of good con

AWS Summit Amsterdam is in the books and it has been a blast. Very good energy and loads of good conversations with customers, partners and colleagues. ๐Ÿ”ฆ I was very happy to see so much attention on tโ€ฆ

I hope all of you had a good easter break. I'm now back to work and busy preparing upcoming talks an

I hope all of you had a good easter break. Iโ€™m now back to work and busy preparing upcoming talks and workshops. Iโ€™m excited to meet customers, partners and colleagues in Amsterdam next week โ€ฆ โ›‘ Worksโ€ฆ

As I will be presenting at the AWS Summit in Amsterdam on April 9, 2024, my colleagues Olivier and

As I will be presenting at the AWS Summit in Amsterdam on April 9, 2024, my colleagues Olivier and Tobias and I took the opportunity to run a workshop as part of the AWS HouseWarming happening on the โ€ฆ

๐Ÿš‚ Iโ€™m right now on my way back from Berlin - hopefully I make it back before th

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Right now calming down a little in our Berlin offices. It has been a very intens

Right now calming down a little in our Berlin offices. It has been a very intensive week including two fully packed days drinking from the firehose during the AWS Deep Dive Days 2024 - Generative AI (โ€ฆ

Good morning! On my way to Munich for the Generative Deep Dive Days (https://lnk

Good morning! On my way to Munich for the Generative Deep Dive Days (https://lnkd.in/eueY28Qh). Looking forward to two days packed with deep dive sessions on Generative AI. I travel with two talks in โ€ฆ

2023

๐Ÿง˜โ€โ™‚๏ธ Good morning, what an awesome - despite early - start in the day. On my way to meet the team to

Time is flying and now it is too late to visit the sustainability are at #reinvent2023 , but I have

Time is flying and now it is too late to visit the sustainability are at #reinvent2023 , but I have seen amazing demos there. Feel free to get in touch with Bishesh Adhikari and the other Builders to โ€ฆ

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I left #reinvent2023 in Las Vegas with a big bag of impressions: Countless interactions with Customers, Colleagues and Friends. I had the pleasure to reinvent with customers during Workshops and Chalkโ€ฆ

I spent some amazing time during the workshop. Seeing customer to master all of this in just 2h, cle

I spent some amazing time during the workshop. Seeing customer to master all of this in just 2h, clearly indicates the disruptive power of this technology. My favourite customer quote: โ€œI struggled toโ€ฆ

Just returned super excited from the chalk talk Bishesh Adhikari and I had here at #reinvent on the

Just returned super excited from the chalk talk Bishesh Adhikari and I had here at #reinvent on the topic of generative AI use cases in Advertising & Marketing. ๐Ÿ’ชTogether we developed a GenAI flywheelโ€ฆ

๐ŸŽฌI just arrived in Las Vegas today and already met some customers, partners and colleagues - I love

๐ŸŽฌI just arrived in Las Vegas today and already met some customers, partners and colleagues - I love the vibe. If you are around, give me a buzz that we can meet. ๐Ÿ’ญThis year I took the time and made a โ€ฆ

Loads of awesome sessions on Generative AI next week at #reinvent2023. Check out this guide and make

Loads of awesome sessions on Generative AI next week at #reinvent2023. Check out this guide and make sure that you reserve your seats. Also, this is only a subset of the vast variety of sessions on thโ€ฆ

On my way back from an intense but fulfilling week with customers, partners and colleagues, I got so

On my way back from an intense but fulfilling week with customers, partners and colleagues, I got some timeโ€Šโ€”โ€Šspecifically 6 minutes - in the train to make my own 1st experience with PartyRock(https:/โ€ฆ

Seeking for some inspiration and prescriptive guidance on how to engineer prompts for your marketing

Seeking for some inspiration and prescriptive guidance on how to engineer prompts for your marketing & advertising use cases, I can highly recommend to have a read of this blog post: https://lnkd.in/eโ€ฆ

You are following theย #GenAIย topic and wondering how to apply it in #Advertising and #Marketing use

You are following theย #GenAIย topic and wondering how to apply it in #Advertising and #Marketing use cases? Or maybe you already build something and want to extend your knowledge? Letโ€™s dive deep togetโ€ฆ

Read entirely - Exciting news at the end ๐Ÿ˜ƒ : On my way back from AWS Summit in Johannesburg(https://

The silence before the storm - actually not really as it is super windy today ๐Ÿ˜‰. Nevertheless a qui

On my way to the IBC in Amsterdam.(https://show.ibc.org/) The train just passed the border and I get

On my way to the IBC in Amsterdam.(https://show.ibc.org/) The train just passed the border and I get some time to prepare the upcoming days. My first IBC and very much looking forward to meet customerโ€ฆ

Yesterday we run the Machine Learning for Real-Time Advertising Workshop(https://lnkd.in/eXNiCAex) i

Yesterday we run the Machine Learning for Real-Time Advertising Workshop(https://lnkd.in/eXNiCAex) in our London offices. Absolut thrilling conversations and deep discussion with customers. Some of thโ€ฆ

Mor Tene and Edo Friedman thanks for inviting me over to join you at AWS IL for Advertising and Mark

Mor Tene and Edo Friedman thanks for inviting me over to join you at AWS IL for Advertising and Marketing Technology Executive Meetup(https://lnkd.in/e4WwRW-h) in Tel Aviv. I had loads of good conversโ€ฆ

Last week's Amsterdam Summit is in the books. It has been a blast. A great opportunity to (re-)conne

Last weekโ€™s Amsterdam Summit is in the books. It has been a blast. A great opportunity to (re-)connect with customers, partners and colleagues. Heiko Hotzโ€™s and my talk โ€œGenerative AI - The new way toโ€ฆ

Only a few days left until AWS Summit in Amsterdam. Slides are ready, demos prepared - Heiko Hotz an

Only a few days left until AWS Summit in Amsterdam. Slides are ready, demos prepared - Heiko Hotz and I are looking forward to welcome you to the session โ€žAIM301: Generative AI - The new way to generaโ€ฆ

Just a little bit more than one week left to the AWS Summit in Berlin. On the day before (3rd May) w

Just a little bit more than one week left to the AWS Summit in Berlin. On the day before (3rd May) we organized a bunch of hands-on workshops. Have a look and maybe we meet at https://lnkd.in/ep2sKPB6โ€ฆ

And here we go with the registration page: https://lnkd.in/eJqrGfiy. I'll be running the RTB Intelli

And here we go with the registration page: https://lnkd.in/eJqrGfiy. Iโ€™ll be running the RTB Intelligence Kit Workshop (one time in the morning and another time in the afternoon). If you are interesteโ€ฆ

Wonder how to apply Machine Learning(ML) for your AdTech Use cases?

Wonder how to apply Machine Learning(ML) for your AdTech Use cases? This solution guideline outlines a Framework which minimizes the effort to build and deploy ML models. It comes with a end-2end workโ€ฆ

2022

Re:invent 2022 is in the books. 220.145 steps and more importantly uncountable valuable interactions

Re:invent 2022 is in the books. 220.145 steps and more importantly uncountable valuable interactions with customers, partners and colleagues. Itโ€™s a global world and we all work in distributed teams. โ€ฆ

The keynote is quite a start into the day. Thrilled to explore and push limits with you. If you arou

The keynote is quite a start into the day. Thrilled to explore and push limits with you. If you around in Vegas, make sure to meet tonight. For the German folks: We are ready for you at the Global Louโ€ฆ

It's this time of the year, focus shifts to Las Vegas. Many hours of good work with customers and co

Itโ€™s this time of the year, focus shifts to Las Vegas. Many hours of good work with customers and colleagues turn into a very condensed week of learning, unpacking and exchange. While being a little tโ€ฆ

Re:invent 2022 is approaching fast. A lot of preparation work has been already done. ๐Ÿ˜…๐Ÿ™Œ

Re:invent 2022 is approaching fast. A lot of preparation work has been already done. ๐Ÿ˜…๐Ÿ™Œ If you are around in Las Vegas and are interested in how to apply ML in AdTech use cases without starting from zโ€ฆ

Looking forward to share what we have been working on since a while with our customers at our upcomi

Looking forward to share what we have been working on since a while with our customers at our upcoming โ€œMachine Learning for Real-Time Advertising Workshopโ€ (https://lnkd.in/e3FSWQWv). I am thrilled tโ€ฆ

Time is moving fast. Already 5 years though it feels like I just started. Still Day 1. At Amazon Web

Time is moving fast. Already 5 years though it feels like I just started. Still Day 1. At Amazon Web Services (AWS) I found an awesome place to work with my customers and develop myself. While interviโ€ฆ

AWSSummit 2022 in Berlin has been a blast. Felt like someone accidentally hit the pause button two y

#AWSSummit 2022 in Berlin has been a blast. Felt like someone accidentally hit the pause button two years ago and finally managed to resume. It was awesome to meet people again outside of the countlesโ€ฆ

Berlin here I come! Looking forward to meet you next week at the AWS Summit in Berlin. Taking a litt

Berlin here I come! Looking forward to meet you next week at the AWS Summit in Berlin. Taking a little detour to Innsbruck first to enjoy some fine trails at the Innsbruck Alpin Trailrun Festival and โ€ฆ

In just 14 days it's finally happening: AWS Summit Berlin 2022, May 11 - 12. Can't wait to meet you

In just 14 days itโ€™s finally happening: AWS Summit Berlin 2022, May 11 - 12. Canโ€™t wait to meet you (again) in person! A fully packed agenda is waiting for you and it would be my pleasure if you join โ€ฆ

Dieser Vortrag von Johannes Eiglsperger und Joachim Aumann liefert spannende Einsichten rund um das

Dieser Vortrag von Johannes Eiglsperger und Joachim Aumann liefert spannende Einsichten rund um das Thema Live TV aus der Cloud. Dringende Empfehlung und alleine dieser Vortrag ist schon die Reise nacโ€ฆ

For those of you, who are interested to get a concise recap of re:Invent 2021 the following might be

For those of you, who are interested to get a concise recap of re:Invent 2021 the following might be interesting: Dennis Traub and myself will be hosting an online live event,ย Tuesday, 08. February 20โ€ฆ

2021

Curious how to apply ML for anomaly detection without PhD in AI/ML? - join my demo session at AWS In

Curious how to apply ML for anomaly detection without PhD in AI/ML? - join my demo session at AWS Innovate Online on February 24th! Note that this session is in German, but we have overall 50+ sessionโ€ฆ

[German] Is your workload well-architected? Curious to understand the benefits of an architecture re

[German] Is your workload well-architected? Curious to understand the benefits of an architecture review based on best practices and to figure out how to successfully execute reviews? Tufan ร–zduman anโ€ฆ

Working at AWS brings many positive things. As you know: The only constant in life is change. Today

Working at AWS brings many positive things. As you know: The only constant in life is change. Today our flat changed into a home recording studio. Iโ€™ll be recording a session for the German track at tโ€ฆ

Curious how the Twelve-Factor App methodology can be mapped to #InfrastructureAsCode on #AWS? My col

Curious how the Twelve-Factor App methodology can be mapped to #InfrastructureAsCode on #AWS? My colleague Wladi โ˜๏ธ Mitzel and I are. Give it a read - heads-up: potential extra challenge: article is iโ€ฆ

2020

Great work, Benedikt Stemmildt and team. Pleasure to work with you guys: Die Migration der gesamten

Great work, Benedikt Stemmildt and team. Pleasure to work with you guys: โ€œDie Migration der gesamten Onlineplattform in die AWS Cloud ermรถglichte dem Unternehmen, sein Geschรคft weiter zu skalieren undโ€ฆ

Great to see customer's success. Awsome work with Franรงois Guerraz, Janko Kovaฤeviฤ‡, Gerry Louw and

Great to see customerโ€™s success. Awsome work with Franรงois Guerraz, Janko Kovaฤeviฤ‡, Gerry Louw and the wider team. Optimizing customerโ€™s cost is a daily driver of my work and itโ€™s great to see anotheโ€ฆ

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