Alejandro Saucedo | KubeCon 2025 Europe AI Keynote
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axsaucedo.bsky.social
Alejandro Saucedo | KubeCon 2025 Europe AI Keynote
@axsaucedo.bsky.social
63 followers 13 following 260 posts
Zalando Director of Eng, Science, Product & Analytics | Advisor at the UN, EU Commission, ACM, Institute for Ethical AI & others
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axsaucedo.bsky.social
What happens when you train a model using keyboard inputs to predict images of environments? You end up with interactive 3D AI worlds!

Marble: www.worldlabs.ai/blog/marble-...
NeuralOS: neural-os.com
LeCunn Update: www.nasdaq.com/articles/met...

#ML #MachineLearning #AI
November 21, 2025 at 7:53 AM
axsaucedo.bsky.social
Vector Databases are still skyrocketing: About 56% of orgs reported using vector databases, with 14% using PineconeDB (+9% YoY), about 11% have custom built in-house tools, and 8% use Azure AI (cosmos/search) surprisingly!

Add your input: forms.gle/KF16EckuxNUK... 🔥
November 19, 2025 at 11:00 AM
axsaucedo.bsky.social
The OWASP Foundation has now released the Top 10 Vulnerabilities for 2025!

Although this is focused for application security, these are also critical in production machine learning systems!

OWASP Top 10: owasp.org/Top10/2025/0...
Agentic Reports: genai.owasp.org/resources/

#AI
November 18, 2025 at 6:04 PM
axsaucedo.bsky.social
Stanford CS236 is one of the best in-depth courses on Generative Deep Learning (LLMs, TTS, VAEs, GANs, etc) and provides a super comprehensive deep dive into the key foundational concepts that are now becoming the backbone of modern AI products.

Playlist: www.youtube.com/watch?v=XZ0P...
November 17, 2025 at 11:00 AM
axsaucedo.bsky.social
Exciting news in the machine learning ecosystem this week! Today we dive into the Stanford University Course on Deep Generative Models, the OWASP Foundation Top 10 for 2025, GenAI Foundation Models from World Labs + more 🚀

lnkd.in/eRBQzVcA

#ML #MachineLearning #AI
November 16, 2025 at 6:03 PM
axsaucedo.bsky.social
Agentic systems are becoming ubiquitous, and the PyTorch team enters the race with a new agentic framework TorchForge powered by their new distributed actor framework Monarch:

TorchForge: pytorch.org/blog/introdu...
Monarch: pytorch.org/blog/introdu...

#ML #AI
November 11, 2025 at 6:03 PM
axsaucedo.bsky.social
We are excited to release another preview for our Survey on Production MLOps!! Model Serving is still unstandardised in 2025: About 40% of orgs still run custom wrappers (vs 56% in 2024) for in their ML models! Add your response: forms.gle/KF16EckuxNUK...
November 11, 2025 at 11:01 AM
axsaucedo.bsky.social
For better or for worse, AI-assisted engineering is fast becoming a core capability; DX released their 2025 report with important insights:

Report: getdx.com/uploads/ai-a...
November 10, 2025 at 6:03 PM
axsaucedo.bsky.social
We've entered the ImageNet moment for Tabular Data! A new Tabular Foundational Model is released with TabPFN 2.5 tackling zero-shot predictions; and the sky is the limit in a world that runs on tabular data (spreadsheets anyone?):

Paper: storage.googleapis.com/prior-labs-t...
November 10, 2025 at 11:01 AM
axsaucedo.bsky.social
In case you missed it last week, I share a curated set of resources from the Machine Learning Engineering ecosystem every week! In this #360th edition I dive into the new Tabular Foundation model from Prior Labs + more 🚀

www.linkedin.com/pulse/issue-...

#ML #AI
November 9, 2025 at 6:03 PM
axsaucedo.bsky.social
This is a fantastic example of "learning PyTorch the Hard Way", but often one of the best ways which is by diving into the internals after something doesn't work as expected:

Blog: elanapearl.github.io/blog/2025/th...

#ML #MachineLearning #ArtificialIntelligence #AI
November 5, 2025 at 11:01 AM
axsaucedo.bsky.social
We are excited to release preliminary insights for our Survey on Production MLOps!! About 40% of organisations do NOT have monitoring in their Machine Learning (+10% YoY)! On ML Monitoring tooling, 20% is custom / in-house (-7% YoY) and almost 20% EvidentlyAI (+7% YoY)!
November 4, 2025 at 11:01 AM
axsaucedo.bsky.social
I definitely recommend checking out last week's edition of Lenny with Chip Huyen where they cover all-things AI Engineering! There was really great (foundational) advice throughout:

Podcast: www.youtube.com/watch?v=qbvY...

#ML #MachineLearning #ArtificialIntelligence #AI
November 3, 2025 at 6:04 PM
axsaucedo.bsky.social
Exciting news in the Machine Learning Engineering ecosystem this week! In this edition we dive into the Lenny Podcast with Chip, the 2025 DORA AI-dev report, the EuroLLM launch + more 🚀 Check out the deep dives and resources!

lnkd.in/eRBQzVcA

#ML #MachineLearning #ArtificialIntelligence #AI
November 2, 2025 at 6:03 PM
axsaucedo.bsky.social
Everyone talking only about LLMs is missing the exciting other AI revolutions taking place right now; robotics foundation models are one of the more exciting areas of research no-one is talking about:

Video: www.youtube.com/watch?v=yp5f...

#ML #MachineLearning #AI
October 28, 2025 at 11:01 AM
axsaucedo.bsky.social
Really exciting to see Amazon's latest move in the time-series foundation model race releasing Chronos 2.0; believe it or not, time-series foundation models have been showing impressive practical applications in industry

Blog: www.amazon.science/blog/introdu...

#ML #MachineLearning #AI
October 27, 2025 at 6:05 PM
axsaucedo.bsky.social
There are critical lessons that we can take on from the movement that drives the "Blameless culture in engineering", which focuses on solution vs finger-pointing:

Post: thehustlingengineer.substack.com/p/how-to-bui...

#ML #MachineLearning #ArtificialIntelligence #AI #MLOps #AIOps #DataOps
October 22, 2025 at 10:02 AM
axsaucedo.bsky.social
Some really insightful take-aways on this 2 hour podcast with Andrej Karpathy, such as arguing that "we are in the decade of agents, not the year of agents".

Podcast: www.dwarkesh.com/p/andrej-kar...

#ML #MachineLearning #ArtificialIntelligence #AI #MLOps #AIOps #DataOps
October 21, 2025 at 5:05 PM
axsaucedo.bsky.social
Help us map the MLOps ecosystem for 2025! If you have a few minutes, your contribution will make a significant difference to the whole production ML ecosystem 🥳 The results are mapping the current state of MLOps and more!! docs.google.com/forms/d/1D8c... 🔥
October 21, 2025 at 10:01 AM
axsaucedo.bsky.social
One of the best ways to explain how AI is different to traditional software is by looking at the truths in regular software that are false when applied to AI across monitoring, testing, evaluation, debugging and many many more.

boydkane.com/essays/boss

#ML
October 20, 2025 at 5:32 PM
axsaucedo.bsky.social
Anthropic’s new Claude Skills system released last week may be more transformative than the MCP craze due to a few advantages:

Simon Willison's Deep Dive: simonwillison.net/2025/Oct/16/...
Anthropic Announcement: www.anthropic.com/engineering/...

#ML #MachineLearning #ArtificialIntelligence #AI
October 20, 2025 at 10:01 AM
axsaucedo.bsky.social
Exciting news in the Machine Learning Engineering ecosystem! This week we cover Claude Skills, Truths in Dev vs AI, Karpathy on Agents, Blameless Culture + more 🚀 Check out the deep dives and resources!

lnkd.in/eRBQzVcA

#ML #MachineLearning #ArtificialIntelligence #AI
October 19, 2025 at 5:03 PM
axsaucedo.bsky.social
How do we measure AI productivity? Here is how Google, GitHub, Microsoft, Dropbox, Atlassian and others measure it:

Article: newsletter.pragmaticengineer.com/p/how-tech-c...

#ML #MachineLearning #ArtificialIntelligence #AI #MLOps #AIOps #DataOps
October 13, 2025 at 10:02 AM
axsaucedo.bsky.social
Uber's Michelangelo is one of the first end-to-end MLOps platforms published; it has recently been updated to power the GenAI era, and there are some interesting design choices:

Overview: www.uber.com/en-IT/blog/f...

#ML #MachineLearning #ArtificialIntelligence #AI #MLOps #AIOps
October 12, 2025 at 5:03 PM
axsaucedo.bsky.social
We are still continuing to gather the insights on this year's MLOps Survey! We still need your support to continue collecting diverse perspectives to map the ecosystem! docs.google.com/forms/d/1D8c...

Please help us with your response, as well as by sharing with your colleagues 🚀🚀🚀
October 12, 2025 at 10:01 AM