WeAreDevelopers Logo WeAreDevelopers
Sign in
For You LIVE
World Congress 2025 • Aug 20, 2025 • Session details

How to Decipher User Uncertainty with GenAI and Vector Search

Ben Greenberg

Why do traditional search engines fail at vague user queries? Discover how vector search and open-source GenAI create a semantic memory layer to flawlessly decode uncertainty.

Pause
Mute Enter Fullscreen
#1 about 5 min

Solving user search intent and data ambiguity challenges

Ambiguous application data and unstructured natural language queries require semantic categorization to prevent frustrating user drop-off.

#2 about 3 min

Understanding vectors and semantic data embeddings

Translating the semantic and linguistic properties of data into multidimensional arrays enables powerful conceptual indexing.

#3 about 2 min

Measuring distance and closeness in vector space

Applying core mathematical operations allows applications to reliably calculate the conceptual alignment between different data objects.

#4 about 5 min

Demystifying embedding models and generative pre-trained transformers

Machine learning transformers analyze input contexts to capture underlying entity relationships and accurately predict consecutive data states.

#5 about 6 min

Providing context for retrieval augmented generation and agents

Vector embeddings function as the fundamental memory layer that empowers systemic intelligent agents to accurately plan and execute.

#6 about 7 min

Building a decentralized digital commons for foundation models

Embracing open-source distributed computing frameworks ensures transparency and operational autonomy over foundational data modeling methodologies.

Matching moments

3:00 min

Introduction to generative AI and vector search

Mary Grygleski Mary Grygleski · LIVE

3:46 min

Substituting traditional classification models with search-based AI architecture

Erik Bamberg · LIVE

1:24 min

Expanding AI capabilities using retrieval-augmented generation

Cedric Clyburn Cedric Clyburn · World Congress 2024

2:38 min

Enabling contextual responses with retrieval-augmented generation and vector databases

David Leconte David Leconte +1 · World Congress 2024

8:55 min

Audience questions on data integration and future action models

Vijay Krishan Gupta +1 · LIVE

1:39 min

Enabling semantic search with automated query vectorization

Iulia Feroli Iulia Feroli · LIVE

More from World Congress 2025

GenAI Security: Navigating the Unseen Iceberg thumbnail
24:33
11 months ago

GenAI Security: Navigating the Unseen Iceberg

Maish Saidel-Keesing

Behind the Code: How Women Are Powering the Future of AI thumbnail
30:28
about 1 year ago

Behind the Code: How Women Are Powering the Future of AI

Alexandra Wudel, Laura Moritz, Madalina Florean

The AI Hype Filter: What’s Real, What’s Investable, What’s Noise? thumbnail
28:12
about 1 year ago

The AI Hype Filter: What’s Real, What’s Investable, What’s Noise?

Justus Lumpe, Konstantin Vinogradov, Nils Eiteneyer, Stephan Wirris

AI in Leadership: How Technology is Reshaping Executive Roles thumbnail
28:19
about 1 year ago

AI in Leadership: How Technology is Reshaping Executive Roles

Bernd Datler, Jasmin Kaiser, Jeff Hausmann, Sonja Alvarez

The AI-Ready Stack: Rethinking the Engineering Org of the Future thumbnail
28:09
about 1 year ago

The AI-Ready Stack: Rethinking the Engineering Org of the Future

Alex Laubscher, Jan Oberhauser, Keno Dreßel, Mirko Novakovic

AI Sovereignty: What Does It Take? thumbnail
29:13
about 1 year ago

AI Sovereignty: What Does It Take?

Boris Hecker, Clemens Wasner, Robin Hermann, Sonja Alvarez

Upcoming sessions on this topic

Open session

World Congress 2026 North America

September 23, 2026 · 10:00–17:00

Stage 11

Building Stuff with GenAI - The Open Minded Workshop beyond OpenAI

Andreas Erben

CTO for Applied AI and Metaverse at daenet

Andreas Erben
Open session

World Congress 2026 North America

September 24, 2026 · 14:10–14:40

Stage 5

Edge AI: Running Agentic Intelligence Where Internet Can't Reach

Nitin Eusebius

AWS - Principal Solutions Architect

Nitin Eusebius
Open session

World Congress 2026 North America

September 24, 2026 · 14:25–14:35

Outdoor Stage

Agentic commerce's dirty little secret, and what to do about it.

Joe Monastiero

Founder & CEO at visualAI

Joe Monastiero
Open session

World Congress 2026 North America

September 25, 2026 · 14:10–14:40

Stage 2

Store Your AI Agent's Memory and Context in a Knowledge Graph

Guy Korland

CEO of FalkorDB

Guy Korland
Open session

World Congress 2026 North America

September 24, 2026 · 11:00–11:30

Stage 3

Making Science Larger, not just Faster

Yuval Dvir

Commercial Executive, SandboxAQ

Yuval Dvir
Open session

World Congress 2026 North America

September 24, 2026 · 16:10–16:40

Tech Leaders Stage

Shipping AI Features People Actually Use

Ben Kus, Stefan Lederer, Wayne Liu, Floriane Gramlich

Ben Kus
Stefan Lederer
Wayne Liu
Floriane Gramlich

Related videos

Enter the Brave New World of GenAI with Vector Search thumbnail
1:00:56
LIVE • over 2 years ago

Enter the Brave New World of GenAI with Vector Search

Mary Grygleski

Develop AI-powered Applications with OpenAI Embeddings and Azure Search thumbnail
57:52
LIVE • almost 3 years ago

Develop AI-powered Applications with OpenAI Embeddings and Azure Search

Rainer Stropek

Build RAG from Scratch thumbnail
28:04
World Congress 2024 • about 2 years ago

Build RAG from Scratch

philnash

Harry Potter and the Elastic Semantic Search thumbnail
57:52
LIVE • over 2 years ago

Harry Potter and the Elastic Semantic Search

Iulia Feroli

Semantic AI: Why Embeddings Might Matter More Than LLMs thumbnail
26:05
World Congress 2025 • about 1 year ago

Semantic AI: Why Embeddings Might Matter More Than LLMs

Christian Weyer

What comes after ChatGPT? Vector Databases - the Simple and powerful future of ML? thumbnail
59:38
LIVE • almost 3 years ago

What comes after ChatGPT? Vector Databases - the Simple and powerful future of ML?

Erik Bamberg

Related articles

From learning to earning

Jobs that call for the skills explored in this talk.