Berlin Buzzwords 2026 – Charlie Hull on role of Search in AI era

Berlin Buzzwords 2026 – Charlie Hull on role of Search in AI era

https://youtube.com/embed/m8D0iBo0UK4
This episode was recorded LIVE during Berlin Buzzwords 2026

Charlie’s site and blog: https://thesearchjuggler.com/
LinkedIn: https://www.linkedin.com/in/charliehullsearch/

Charlie’s panel at bbuzz, featuring yours truly among a group of distinguished search and ML people: https://www.youtube.com/watch?v=StaPk0k-52Y

Time codes
00:00 Intro
00:42 Charlie’s take on this year’s Berlin Buzzwords
01:55 Based on the panel: Charlie’s first encounter of AI
04:55 Is preserving search still a question?
5:48 Charlie’s “old” search technique to improve quality of search
7:58 Explainability gap
9:03 Did LLMs change Charlie’s life
12:07 Query Understanding is still a complex topic
13:14 Vector search or not
17:28 Meetups and places to learn with Charlie
19:25 Charlie’s message to the search makers
23:00 What is fundamentally missing in our space
26:03 Where to follow Charlie’s work

Show notes:
– Upcoming Vespa conference: http://www.vespaai.live/
– Where find Charlie? On meetups: http://www.searchmeetups.com/
– http://www.thesearchjuggler.com/
– https://searchmeetups.com/
– A neat trick for protecting numbers when using fuzzy search: https://www.youtube.com/watch?v=s34afYwYqyM

Berlin Buzzwords 2026 – Trey Grainger & Doug Turnbull, Role of Search in modern AI and new course

Berlin Buzzwords 2026 – Trey Grainger & Doug Turnbull, Role of Search in modern AI and new course

https://youtube.com/embed/acOGVynTVpM
This episode was recorded LIVE at the Berlin Buzzwords 2026

The cameraman is pure Zoom’s AI 😉

The Course: “AI-Powered Search: Modern Retrieval for Humans & Agents”
aipoweredsearch.com/live-course?promoCode=vector-podcast
Discount Code for course (20% off): “vector-podcast”

AI-Powered Search (Book, Content, Community): aipoweredsearch.com

Timecodes
00:00 Intro
00:30 Doug’s and Trey’s impression of the conference
01:16 How modern AI changed search (if any)
05:48 How to bring AI techniques into existing search engines on a budget
10:44 What the AI-Powered Search course includes
18:02 Staying hands-on
18:47 Guest’s favourite topic that keeps them up at night
27:40 Message to the builders of search tech
32:55 Search continues to be challenging and exciting

Shownotes:
– Upcoming course in detail (grab promo code above to save 20%): https://aipoweredsearch.com/articles/the-frontier-of-ai-search-ai-powered-search-modern-retrieval-for-humans-agents/
– Doug’s blog on search, agents, RAG, LLM as a judge and more: https://softwaredoug.com/
– AI-Powered Search: https://aipoweredsearch.com/
– Berlin Buzzwords:
– MICES: https://mices.co/
– Future of Search conference: https://berlinsearchweek.com/future-of-search/
– Women of Search: https://www.women-of-search.org/
– “AI is here – time to throw away our search engines?” panel hosted by Charlie Hull at Berlin Buzzwords 2026: https://www.youtube.com/watch?v=StaPk0k-52Y
– Dmitry’s prototype of Wormhole vectors idea with OpenSearch: https://aiven.io/blog/beyond-hybrid-search-traversing-vector-spaces-with-wormhole-vectors
– Dmitry’s blog on Medium: https://dmitry-kan.medium.com/
– Dmitry’s Tech Stories on Substack: https://substack.com/@dmitrykan

Beyond Hyperspace – Ohad Levi on Hardware Accelerated Search and Agentic Memory

Beyond Hyperspace – Ohad Levi on Hardware Accelerated Search and Agentic Memory

https://youtube.com/embed/QHcKla6lybY
In this episode we sat down with Ohad Levi, co-founder and CEO of Hyperspace, to discuss the harware-accelerated search product he has built to address the search latency problem.

Ohad also shares his thoughts on Agentic memory and what keeps him at night these days.

Podcast design by https://www.linkedin.com/in/srbhr/

Timecodes:
00:00 Intro
01:35 Ohad’s background
03:30 How idea was born: what was missing in the search landscape
06:52 Top 3 issues with existing search solutions
10:52 The importance of search latency
13:41 Ohad’s solution for latency
19:22 Was Hyperspace up for the challenge?
22:12 New approaches to handling massive scale
26:12 Does latency matter for new agentic AI?
32:12 Agentic AI vs SaaS
35:03 Ohad’s learnings from Hyperspace
38:37 Friction points for the hardware-accelerated search
42:40 Product-led growth way
47:43 What keeps Ohad excited about the AI / search field
51:43 Ohad’s message to the Search community

Shownotes:
Ohad Levi on LinkedIn: https://www.linkedin.com/in/ohad-levi/
Hyperspace: https://www.hyper-space.io/
Dmitry’s blog on Medium: https://dmitry-kan.medium.com/
Dmitry on LinkedIn: https://www.linkedin.com/in/dmitrykan/

Context Engineering with Redis and LangChain (Workshop)

Context Engineering with Redis and LangChain (Workshop)

https://youtube.com/embed/5SLJrLxRnqU
A technical workshop exploring context engineering for AI agents, contrasting it with standard RAG systems. Presenters Robert and Ricardo demonstrate dynamic, user-aware LLM applications using Redis for vector search and memory management, covering agent architecture, scalability patterns, and a live Alexa-integrated long-term memory demo.

✅ Connect with Robert – https://www.linkedin.com/in/roberteshelton/
✅ Connect with Ricardo – https://www.linkedin.com/in/riferrei/

✅ Connect with Optimized AI Conference on LinkedIn – https://www.linkedin.com/company/oaiconference/

✅ Visit Optimized AI Conference Website – https://www.oaiconference.com/

Mastering Agentic Coding and GPUs (Workshop) – Anton Alexander

Mastering Agentic Coding and GPUs (Workshop) – Anton Alexander

https://youtube.com/embed/nG9UzVGrxBs
AWS Senior Generative AI Specialist Anton Alexander demonstrates an agentic coding platform he built to rewrite CUDA kernels on AWS EFA networking, achieving a 20% performance improvement. The workshop covers automated Kubernetes deployment, Docker container management, and GPU-accelerated code optimization using AI agents.

✅ Connect with Anton – https://www.linkedin.com/in/antonalexander/

✅ Connect with Optimized AI Conference on LinkedIn – https://www.linkedin.com/company/oaiconference/

✅ Visit Optimized AI Conference Website – https://www.oaiconference.com/

Multi Agent Architecture using ADK Google (Workshop) – Hamza Farooq

Multi Agent Architecture using ADK Google (Workshop) – Hamza Farooq

https://youtube.com/embed/PhCOEGG1fxg
Hamza Farooq, founder of Traversaal AI, leads a hands-on workshop on building multi-agent architectures using Google’s Agent Development Kit (ADK). Attendees explore a clonable codebase to construct multi-agent ecosystems.

✅ Connect with Hamza – https://www.linkedin.com/in/hamzafarooq/

✅ Connect with Optimized AI Conference on LinkedIn – https://www.linkedin.com/company/oaiconference/

✅ Visit Optimized AI Conference Website – https://www.oaiconference.com/

Optimizing LLM Training and Inference Performance on GPUs (Workshop) – Faradawn Yang

Optimizing LLM Training and Inference Performance on GPUs (Workshop) – Faradawn Yang

https://youtube.com/embed/uV_aY2JDyc0
Faradawn Yang delivers a three-part hands-on workshop covering GPU architecture fundamentals including tensor cores and streaming processors, cost-efficient model training strategies, and inference optimization techniques. Participants gain practical experience with H100 GPUs through live exercises.

✅ Connect with Faradawn – https://www.linkedin.com/in/faradawn/

✅ Connect with Optimized AI Conference on LinkedIn – https://www.linkedin.com/company/oaiconference/

✅ Visit Optimized AI Conference Website – https://www.oaiconference.com/

Optimizing Retrieval for Agentic Systems (Workshop) – Trey Grainger

Optimizing Retrieval for Agentic Systems (Workshop) – Trey Grainger

https://youtube.com/embed/gZP0EDUnifo
Trey Grainger, author of AI-Powered Search, explores retrieval optimization beyond standard lexical, semantic, and hybrid search approaches. The workshop covers the evolution from RAG to agentic search, the search relevance problem, and advanced modern retrieval techniques that improve information retrieval for both traditional search systems and AI-powered agentic applications.

✅ Connect with Trey – https://www.linkedin.com/in/treygrainger/

✅ Connect with Optimized AI Conference on LinkedIn – https://www.linkedin.com/company/oaiconference/

✅ Visit Optimized AI Conference Website – https://www.oaiconference.com/

Deploying Physics Models at the Edge: Quantized AI for Weather & Fluid Simulation on Dell Pro Max

Deploying Physics Models at the Edge: Quantized AI for Weather & Fluid Simulation on Dell Pro Max

https://youtube.com/embed/M8q1gLlF1Sw
AI engineer Lennon Shikhman presents neural PDE solvers that replace traditional numerical methods for physics simulations, enabling deployment on edge devices like the Dell Pro Max. The talk covers model quantization techniques that bring supercomputer-class weather forecasting and fluid dynamics simulations to portable three-pound computers without sacrificing accuracy.

✅ Connect with Lennon – https://www.linkedin.com/in/lennon-shikhman/

✅ Connect with Optimized AI Conference on LinkedIn – https://www.linkedin.com/company/oaiconference/

✅ Visit Optimized AI Conference Website – https://www.oaiconference.com/

Why Marketing Automation Fails — And How to Fix It – Joshua Cazoe

Why Marketing Automation Fails — And How to Fix It – Joshua Cazoe

https://youtube.com/embed/-wFIBMoZAKc
Joshua Cazoe of First Movers shares how AI-powered marketing automation can transform small and medium businesses when implemented correctly. He addresses why most businesses fail at AI adoption and offers practical solutions.

✅ Connect with Joshua – https://www.linkedin.com/in/joshua-cazoe-33586b171/

✅ Connect with Optimized AI Conference on LinkedIn – https://www.linkedin.com/company/oaiconference/

✅ Visit Optimized AI Conference Website – https://www.oaiconference.com/