Personalization may be just the thing that separates you from other businesses using #digitalmarketing#. Learn how to implement personalization into your marketing strategy. Thank you @Raul_Harman for your guest post!

Better personalization starts with faster, more accurate predictions.⚡️ @attentiveHQ went from six systems to one with Snowflake, delivering recommendations at a fraction of the time and cutting infrastructure costs by 30%. See how they did it 👇🏻

As personalization becomes an increasingly important part of serving high-net-worth clients, advisors are looking for ways to deliver tailored investment solutions at scale. Our latest article explores how model portfolios and custom models can help advisors deliver more personalized investment strategies while scaling their practice. Read more:

Generative recommender systems reformulate personalization as sequence modeling over user behavior, and NVIDIA recsys-examples now provides an end-to-end HSTU inference workflow with Dynamo-Triton. PyTorch AOTI compiles HSTU ranking models into native C++ artifacts, while FlexKV-backed KV caching stores reusable attention state to avoid recomputing long user histories. On an @nvidia RTX PRO 6000 Blackwell Workstation Edition GPU, the eight-layer HSTU model achieved up to 5.93x lower latency at batch size 8 with a 100% GPU KV-cache hit rate compared to the same AOTI configuration without caching. Read the full blog post:

One common issue with personalization in all LLMs is how distracting memory seems to be for the models. A single question from 2 months ago about some topic can keep coming up as some kind of a deep interest of mine with undue mentions in perpetuity. Some kind of trying too hard.

A few small updates today - we've added Moodboards and Personalization to Niji V7. We've released a much better web interface for Personalization. And we are sunsetting web rooms as we work on next-gen collab tools (which should make the whole site feel noticeably faster). Enjoy!

"Donald Trump is now viewing the sort of AI doom warnings coming, again, from inside Silicon Valley itself, he's now saying that's some kind of a Democratic hoax ... and it shows the extreme personalization of power," @sbg1 says.

The conversations don't stop when #DF26# ends. Explore Innovator #Sponsor# @Merkle & dentsu's Dreamforce Rewind report for practical insights on AI, data, and personalization from this year's event: