Name: Lisbon Search & AI User Group #3 hosted by Cloudflare
Start: 2026-06-25T17:00:00.000Z
Location: Cloudflare Lisbon Office

## **Development Backlog & Triage Meeting – ml-commons**

(hosts: Yaliang Wu, Dhrubo Saha, Xun Zhang)

**Agenda:**

**Triage issues** *(add the triaged label once reviewed/ready. They can be also labelled as sprint backlog if we are looking to queueing them up next, or good first issue / help wanted when appropriate.)*

* [Backend ml-commons](https://github.com/opensearch-project/ml-commons/issues)
* [Dashboards ml-commons](https://github.com/opensearch-project/ml-commons-dashboards/issues)

Repeats: Every 2 weeks on Tuesdays at 10:00 America/Los_Angeles

### **Ways to join meeting:**

## **1\. Join from PC\, Mac\, iPad\, or Android**

Join Meeting
If the button above does not work, paste this into your browser: [https://zoom-lfx.platform.linuxfoundation.org/meeting/92049745875?password=2a23241c-7a2c-4a98-8cf1-bba28a017d01](https://zoom-lfx.platform.linuxfoundation.org/meeting/92049745875?password=2a23241c-7a2c-4a98-8cf1-bba28a017d01)

## 2\. Join via audio

**One tap mobile:**
**US:** [+12532158782,,92049745875#,,,,*123730#](tel:+12532158782,,92049745875%23,,,,*123730%23) or [+13462487799,,92049745875#,,,,*123730#](tel:+13462487799,,92049745875%23,,,,*123730%23)
**Or dial:**
**US:** +1 253 215 8782 or +1 346 248 7799 or +1 669 900 6833 or +1 301 715 8592 or +1 312 626 6799 or +1 646 374 8656 or 877 369 0926 (Toll Free) or 855 880 1246 (Toll Free)
**Canada:** +1 647 374 4685 or +1 647 558 0588 or +1 778 907 2071 or +1 204 272 7920 or +1 438 809 7799 or +1 587 328 1099 or 855 703 8985 (Toll Free)
Meeting ID: 92049745875
Meeting Passcode: 123730
[International numbers](https://zoom.us/u/alwnPIaVT)

*By joining the Development Backlog & Triage Meeting, you grant OpenSearch, and our affiliates the right to record, film, photograph, and capture your voice and image during the Development Backlog & Triage Meeting (the “Recordings”). You grant to us an irrevocable, nonexclusive, perpetual, worldwide, royalty-free right and license to use, reproduce, modify, distribute, and translate, for any purpose, all or any part of the Recordings and Your Materials. For example, we may distribute Recordings or snippets of Recordings via our social media outlets.*

OpenSearch Community & Triage Meetings

Dhrubo Saha

Kris Freedain

Development Backlog & Triage Meeting - ml-commons

Online event

**Join Zoom Meeting**
Open Zoom, click "Join", and use the following meeting ID and passcode to join.
**Meeting ID: 9701 5262 880**
**Passcode:** 960633

Generally, in this meeting we cover all aspects of “Search”, including core search functionalities, query capabilities, resiliency, and relevance. We can also use the time to review the roadmap of various streams, and gather broader feedback on planning and releases.

* We welcome community discussion and contribution.
* We are all learning together, even the organizers of this meeting.
* Agendas may look full; it’s a community meeting, so we can take a tangent.
* Please feel free to introduce yourself to the group, especially if you’re speaking, but if you’re just observing, no pressure.

**Standing Topics**

* Brief intro
* Triage New Issues - [https://github.com/orgs/opensearch-project/projects/45](https://github.com/orgs/opensearch-project/projects/45)
* New Contributors Can Pick Up Issues Here: [https://github.com/orgs/opensearch-project/projects/45/views/1?filterQuery=label%3A%22g](https://github.com/orgs/opensearch-project/projects/45/views/1?filterQuery=label%3A%22g). Comment on an issue you want to work on and ask to be assigned.

**Weekly Topics**

* Put your name next to a topic in the Google Doc or add your own topic: [https://docs.google.com/document/d/1cpGSlQVnzd_J6NoFcBbGf4ykGK31l3h59toZmbxUezw/edit?usp=sharing](https://docs.google.com/document/d/1cpGSlQVnzd_J6NoFcBbGf4ykGK31l3h59toZmbxUezw/edit?usp=sharing)
*

\-\-\-
**One tap mobile:**
US: +12532158782,,97015262880#,,,,\*960633# or +13462487799,,97015262880#,,,,\*960633#

**Or dial:**
**US:** +1 253 215 8782 or +1 346 248 7799 or +1 669 900 6833 or +1 301 715 8592 or +1 312 626 6799 or +1 646 374 8656 or 877 369 0926 (Toll Free) or 855 880 1246 (Toll Free)

**Canada:** +1 647 374 4685 or +1 647 558 0588 or +1 778 907 2071 or +1 204 272 7920 or +1 438 809 7799 or +1 587 328 1099 or 855 703 8985 (Toll Free)

Marc Handalian

Michael Froh

Sandesh Kumar

Saurabh Singh

Search Community Meeting - Triage and Backlog Discussion

OpenSearch Project - Seoul 모임이 열립니다.

📣📣📣 OpenSearch Project -Seoul 소개 📣📣📣
OpenSearch 사용자 모임([https://opensearch.org/usergroups/](https://opensearch.org/usergroups/))은 커뮤니티가 주도하는 모임 또는 정기적인 모임으로, OpenSearch 주제에 대해 토론하고, 지식을 공유하고, 관련 솔루션을 제시하고, 더 넓은 오픈 소스 커뮤니티와 네트워크를 형성하는것을 목표로 합니다.

🗓️ 일시 및 장소
일시 : 2026년 06월 18일 목요일 19:00 \~ 21:00
장소 : 서울 강남구 테헤란로 231 센터필드 EAST 18층 18.301, 18.400

🚀 발표 주제
메인 세션 (100m - 90m session + 10m break time):

* **Amazon OpenSearch Service의 운영 백서 - (이승철, AWS Sr TAM - OpenSearch SME)**
**Amazon OpenSearch Service의 운영 AtoZ를 설명합니다. 소규모 부터 대규모까지 다양한 사례에서 발생 가능한 이슈를 소개하고 대응 방안 에 대하여 이야기 드립니다. OpenSearch 내부 구조를 곁들인...**

**세션 후에는 네트워킹을 진행할 예정입니다.**

🚨 참가 안내 (매우중요)
\* 입력하신 휴대폰 번호로 센터필드 출입QR 문자가 전송될 예정입니다.(QR은 행사 전날 오후 또는 당일 오전에 발송됩니다)
건물 출입 등록을 위하여, 밋업 신청 시 신청정보를 필히 입력해주시길 바랍니다. 입력하신 정보는 건물 출입 등록에만 이용됩니다.

🌟 자주 물어보는 질문
**FAQ.**
**Q. 식사 제공 되나요?**
A. 식사는 별도로 제공되지 않습니다. 오시기 전에 간단한 식사를 하고 오시는 것을 권장 드립니다.
**Q. 주차는 가능한가요?**
A. 행사장 건물 특성상 주차 지원은 어렵습니다. 가능한 대중교통을 이용해 주시기 바랍니다.
**Q. 모임 불참석, 발표 희망 등 다른 문의 사항은 어떻게 하나요?**
A. 슬랙 DM으로 문의 부탁드립니다.
**Q. 참가비가 별도로 있나요?**
A. OpenSearch Project - User Group Meetup은 무료로 운영됩니다.

■ 맺음말
모든 공지사항은 AWSKRUG #aiengineering 채널에 우선 전파됩니다. 따라서, 참석자 분들께서는 [slack.awskr.org](https://slack.awskr.org/)를 통해 슬랙 가입 후 ,#aiengineering 채널에 참여 부탁드립니다.([https://www.opensearch.org/slack.html](https://www.opensearch.org/slack.html)에 별도 채널 생성이 완료되면 이동 예정입니다.)
기타 모임 불참석, 발표희망 등의 문의사항은 슬랙 DM으로 문의 부탁드립니다.(@West Kim)
지난 발표 자료는 이 [Github Link](https://github.com/opensearch-project/community/tree/main/presentations/UserGroups-Seoul)에서 확인이 가능하며, 모든 발표자료는 해당 레포지토리를 통해 공유될 예정입니다.

OpenSearch Project - Seoul

West Kim

koolee33

Cho Junho

battlegrand528

최대욱

김청산

권영갑

장병진

Hohyun Kang

김윤재

이은지

Marcel Yeonghyeon Ko

정승호

sumin yang

Hyunmin Kim

hanay000510

신성수

junsung.go

Jang miyoung

dpseoul

OpenSearch Project - Seoul Meetup

센터필드 18층

**Search Reimagined: AI, Speed & Reliability**
Join the OpenSearch Chennai community for yet another exciting meetup dedicated to modern search engineering! Whether you're building AI-powered applications, optimizing search performance, or handling real-world operational challenges, this session is for you.
In this meetup, you'll explore:

* Cutting-edge techniques for search performance and product experience
* AI and machine learning capabilities in OpenSearch, including RAG and vector search
* Practical strategies for monitoring, troubleshooting, and running OpenSearch in production

**Who Should Attend:**

* Developers building search or AI applications
* Engineers working with OpenSearch clusters
* SREs and operators managing production deployments
* Anyone curious about the future of search technology

All skill levels are welcome! Come network with Chennai's Search Engineering community, share knowledge, and take your OpenSearch skills to the next level.

**Talks**

1. **Building RAG With OpenSearch ML Plugins - From PDFs To Voice-Enabled Search**
Speaker - **Kushagra Sharma - Staff Software Engineer, Genesys**

This session shows how to build a complete RAG system using OpenSearch's ML Commons plugin—deploying embedding models directly on your cluster instead of relying on external services. You'll learn to process PDFs, generate embeddings, configure knn_vector indices, implement semantic search, and add voice search using a local Whisper model for a fully self-contained system.

2. **Beyond Search: From 10 Million docs to Lightning-Fast Aggregations**
Speaker - **Shankar, Software Engineer, IBM Software Labs**

Handling millions of documents in OpenSearch can quickly become a performance bottleneck—especially when running complex aggregation queries. This session dives into real-world strategies for scaling OpenSearch to handle 10 million+ documents while keeping aggregation queries fast and reliable.

3. **I gave search a Prompt. It Gave me an application: A live journey into Opensearch Launchpad**
Speaker - **Devisri, Developer Intern, UPS**

Search infrastructure has become one of the most complex parts of building modern AI applications. Developers now need to navigate embeddings, vector search, semantic retrieval, observability, and agent workflows—all at once.

In this practical session, we'll explore the new agentic era of search with OpenSearch and OpenSearch Launchpad. Through a live demo, you'll see how a simple natural language prompt can generate the foundation of an AI-powered search and observability application, including vector search, semantic retrieval, ingest pipelines, and a local search interface.

**4\. Beyond Clusters: Operating 700\+ OpenSearch Nodes for a Multi\-Tenant SaaS Platform**

Speaker: **Seetharam Rajagopal, Freshworks**

Modern SaaS applications rely on search infrastructure to power critical customer experiences. As tenant counts and workloads grow, operating OpenSearch becomes a platform engineering challenge rather than simply managing clusters.
In this session, we'll share our experience building and operating a large-scale OpenSearch platform for a multi-tenant SaaS ecosystem. Today, our platform spans more than 700 nodes, handling approximately 300,000 requests per minute and processing over 11 billion writes and 2.5 billion reads every month. We'll explore how a centralized control plane automates cluster provisioning, migrations, benchmarking, capacity planning, and performance validation, enabling teams to manage self-hosted OpenSearch clusters at scale.

We'll discuss the indexing and tenancy strategies used to support diverse workloads, from multiple accounts sharing shards to dedicated resources for large tenants. This approach helped reduce search latency at the 95th percentile from nearly 1000 ms to 200 ms while maintaining operational efficiency. The session will also cover handling concurrent and out-of-order writes through a robust tombstone-based mechanism that ensures consistency in distributed systems.

Attendees will gain practical insights into the architectural patterns, operational challenges, and engineering trade-offs involved in building and operating a scalable, cost-efficient OpenSearch platform for a modern SaaS environment.

📅 Date: June 20, 2026
🕚 Time: 10:00 AM – 1:00 PM
📍 Location: Genesys Cloud Services India Private Limited,
7th Floor, Global Infocity Park, Block C, MGR, Anna Nedunchalai, Perungudi, Chennai, Tamil Nadu 600096

**Note: Please bring a valid government ID for entry**

**⚖️ Code of Conduct:**
**All attendees are expected to follow the [OpenSearch Code of Conduct](https://opensearch.org/code-of-conduct/)**

OpenSearch Project Chennai

Achanandhi M

Dhivakar Asokan

abdulmaajid7002

SRI VILLIAM SAI

Madhan R

Midhun N

Sujith Vishal 

Govardhanan ks

Sankaravelu

Ravivishnu Dasari

Anbu M

Esai Keshav

jayaganeshk

DUVAJAA A K

Rajesh Kumar

A Vijayarajh

Vetheshwaran

jayalakshmi

salmanwins

nanda86.narayanan

Search Reimagined: AI, Speed & Reliability

Global Infocity Park

Hi, and welcome to the Lisbon Search & AI user group event #3, organized by NetApp and hosted by Cloudflare!

Agenda Soon!

First speaker confirmed!
João Santos - Innergate.ai Co-Founder
[João Simões Santos | LinkedIn](https://www.linkedin.com/in/jo%C3%A3o-sim%C3%B5es-santos-36a1a4305/)

CALL FOR SPEAKERS!! We still have 1 (maybe 2) slots open for this event. Come talk to us If you want to participate!

Lisbon Search and AI User Group

Aoife Hennessy

Bernardo Mendes

Carlos Rolo

David Web

Cristiano F.

António Lourenço

Tetiana Torovets

ISMAN

afonso.mendes92

Iurie Solomon

Daniel Pinto

Olga

Dimitri Baratin

Dani

bruno

Angad Singh

A. Khan

Lisbon Search & AI User Group #3 hosted by Cloudflare

Cloudflare Lisbon Office

OpenSearch Project

Gruppen

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Welcome to the OpenSearch Project Community!

OpenSearch is the trusted vendor-neutral open source platform for AI-powered search, analytics, observability, and vector database solutions. Built for scalability, performance, and extensibility, developers and enterprises rely on OpenSearch to securely manage workloads, without costly licensing. Hosted by the Linux Foundation and backed by the Apache 2.0-license, the OpenSearch platform offers transparent governance, freedom from vendor lock-in, and community-driven innovation.

[Code of Conduct](https://opensearch.org/code-of-conduct/)
[Charter & Guidelines](https://github.com/opensearch-project/community/blob/main/user-groups/charter-guidelines.md).

OpenSearch Project

OpenSearch Project

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