Mary Grygleski
where else to find them
github:mgrygles
bluesky:mgrygles.bsky.social
mastodon:@mgrygles@foojay.social
x:mgrygles
linkedin:mary-grygleski
speakerdeck:mgrygles
devto:mgrygles
what they talk about
all 23 in the filters
where they keep going back
- Great International Developer Summit3 editions2023–2025
- Scale By the Bay3 editions2020–2023
- Conf42 Cloud Native3 editions2021–2023
all 41 in the filters
on a stage with
all 121 in the filters
who talks about the same things
- Karin Wolok13 talks
- Olena Kutsenko31 talks
- Timothy J Spann51 talks
- Dean Wampler29 talks
- Viktor Gamov42 talks
- Aditya Soni21 talks
| title | conference | date |
|---|---|---|
| AI's impact on programming jobs and developer skills | JCON EUROPE 2026 | 2026-04-20 |
Claim: AI reshapes some programming roles but not others, and the useful boundary is a fuzzy-logic vs deterministic split — LLMs are non-deterministic… | ||
| Demystifying AI Agents | JCON EUROPE 2026 | 2026-04-20 |
Claims that AI agents extend LLMs via tool-calling and add memory, planning, reasoning; demonstrates Java examples using langraph4j state graph to model nodes… | ||
| Event-Driven & Multi-Agent Architectures for Gen AI Workflows | AI By the Bay 2025 | 2025-11-17 |
Argues that combining event sourcing + CQRS with multi‑agent orchestration turns one‑shot LLM calls into reproducible, scalable workflows; demonstrates using… | ||
| Building a Coud Native Data Pipeline for Your Real-Time ML & AI Apps | Data on Kubernetes Day NA 2025 | 2025-11-10 |
Practical blueprint for a cloud‑native real‑time ML pipeline: use Apache Pulsar for low‑latency ingestion and CDC feeds, stream into a streaming SQL engine… | ||
| Harnessing Event-Driven and Multi-Agent Architectures for Complex Workflows in Gen... | Open Source Summit North America 2025 | 2025-06-23 |
Proposes combining event-driven streaming (Apache Kafka, Pulsar, brokers) with multi-agent orchestration (Autogen, CrewAI, Strands) and RAG backed by vector… | ||
| Build ChatGPT RAG Data Pipeline with RisingWave Stream Processor & Vector Store | JCON EUROPE 2025 | 2025-05-12 |
Builds a real-time RAG pipeline that wires Kafka -> RisingWave stream processor -> Postgres with PGVector, using OpenAI embeddings and PgVector embeddings… | ||
| Optimizing Complex Workflows with Event - Driven - Multi Agentic Approach | Great International Developer Summit 2025 | 2025-04-22 |
Claims an event-driven, multi-agent pipeline that pairs Kafka/Pulsar-style streams with vector stores and LLMs to scale RAG and complex workflows; shows code… | ||
| Demystifying GenAI: Build a ChatGPT App with Vector Store | Great International Developer Summit 2025 | 2025-04-22 |
Hands-on roadmap for building a ChatGPT-style app using real tools and patterns: PgVector as a Postgres vector store, embeddings + semantic search, and… | ||
| Optimizing Complex Workflows with Event-Driven Multi-Agentic Approach | Jfokus 2025 | 2025-02-03 |
Claims an architecture that wires event streaming + RAG pipeline to multiple specialised agents and demonstrates concrete integrations: Kafka-style topics for… | ||
| Build a ChatGPT RAG Data Pipeline | AppDeveloperCon NA 2024 | 2024-11-12 |
Builds a real‑time RAG pipeline that reads a simulated X/Twitter stream via Kafka message broker, processes and aggregates tweets with RisingWave stream… | ||
| Event Streaming for Multi-Agentic Generative AI Workflows | GOTO Chicago 2024 | 2024-10-21 |
Argues that event streaming can coordinate multi-agent generative workflows by piping real-time inputs through a streaming layer (example: capture tagged… | ||
| Enter the Brave New World of GenAI with Vector Search | JNation 2024 | 2024-06-04 |
45-minute primer that explains why GenAI needs vector embeddings for similarity search, shows the RAG (retrieval-augmented generation) pattern combining a… | ||
| Mary Grygleski at JNation 2024 | JNation 2024 | 2024-06-04 |
Overview of a practical path to add generative AI into Java systems with concrete code and demos rather than high-level hype. Covers using LangChain4J to call… | ||
| Integrating Emerging Technologies in DevOps for Organizational Transformation | DevDays Europe 2024 | 2024-05-20 |
Panel claims that continuous pretraining is prohibitively expensive and that most organizations will consume licensed models and use RAG over bespoke training… | ||
| Enter the Brave New World of GenAI with Vector Search | DevDays Europe 2024 | 2024-05-20 |
Overview of claims tools and proof: explains why generative AI still needs engineering work, shows GPT timelines (GPT‑3.5 Nov 2022, GPT models cutoff 2021) and… | ||
| AI and the Future of Software Development | DevDays Europe 2024 | 2024-05-20 |
Panel claims developers already use co-pilots and ChatGPT to generate code while teams deploy static and runtime analysis models to flag SQL injection and API… | ||
| Enter the Brave New World of GenAI with Vector Search | JCON EUROPE 2024 | 2024-05-13 |
A concise primer that maps generative AI to concrete engineering: explains RAG as a two-part system (a retrieval index plus a generative LLM), shows embeddings… | ||
| Event Driven AI: Supercharging ChatGPT with RAG & LangStream | Great International Developer Summit 2024 | 2024-04-23 |
Argues that combining RAG with event streaming lets ChatGPT-style models answer from live data by wiring retrieval and generation into pipelines. Uses… | ||
| Build a ChatGPT RAG Data Pipeline | Great International Developer Summit 2024 | 2024-04-23 |
A working RAG pipeline is built that ingests a simulated X Twitter feed via Kafka into RisingWave, computes a RisingWave materialized view to extract the top 3… | ||
| Enter the Brave New World of GenAI with Vector Search | Microsoft JDConf 2024 | 2024-03-27 |
Overview of generative AI plus practical vector search fundamentals: explains that text and multimedia become numeric vector embeddings stored as arrays of… | ||
| Enter the Brave New World of GenAI with Vector Search | AI.dev: Open Source GenAI & ML Summit North America 2023 | 2023-12-12 |
Overview of how vector search plugs into GenAI workflows with concrete tooling and a short live demo. Shows Astra (DataStax) managed Cassandra offering with a… | ||
| Building a ChatGPT Data Pipeline with RisingWave Stream Processor and Cassandra Vector Search | Cassandra Summit 2023 | 2023-12-12 |
Shows a working pipeline that ingests Kafka Twitter feeds into RisingWave stream processor, runs SQL transforms and incremental materialized views, chunks text… | ||
| Art of Streaming! Releasing Your Creativity with Apache Pulsar & Kafka | JCON WORLD ONLINE 2023 | 2023-11-20 |
Compares Apache Pulsar and Kafka by showing what each actually does: Pulsar stores logs in Apache BookKeeper, offers built‑in multi‑tenancy, geo‑replication… | ||
| Boost LLMs with Event Streaming and Retrieval Augmented Generation | Scale By the Bay 2023 | 2023-11-13 |
Claim: Retrieval-Augmented Generation (RAG) cuts hallucinations and is far cheaper than re‑training foundation models while letting LLMs use up‑to‑date data… | ||
| PANEL - Streaming. | Scale By the Bay 2023 | 2023-11-13 |
Panel surveys production streaming: why it matters, how teams trade latency, cost and correctness, and which tools actually ship. Examples include using a… | ||
| Enter the Brave New World of GenAI with Vector Search | XtremeJ 2023 | 2023-11-07 |
Generative AI pairs large language models with purpose-built vector databases that store embeddings as arrays of floats (e.g. 1536 dimensions) and use… | ||
| Event Streaming and its Potential for the GenAI World | JDD 2023 | 2023-10-24 |
Introduces LangStream as an open‑source, low‑code event‑streaming library that connects Kafka/Pulsar sources to LLMs (OpenAI, Vertex AI, Hugging Face) and… | ||
| Enter The Brave New World of GenAI with Vector Search | Devoxx Ukraine 2023: AI – Friend or Foe? | 2023-09-22 |
Argues that GenAI needs a purpose-built vector store and shows a working pipeline using Cassandra-based Astra Vector DB, embeddings and an embedding service… | ||
| Panel Discussion: AI- Friend or Foe? | Devoxx Ukraine 2023: AI – Friend or Foe? | 2023-09-22 |
Panel argues AI does not replace developers but becomes a third arm that speeds creative work; common tools mentioned include ChatGPT, GitHub Copilot, local… | ||
| Apache Pulsar: Event Streaming in The Cloud Native World | GOTO Chicago 2023 | 2023-05-22 |
Apache Pulsar claims cloud-native advantage by separating compute and storage (broker + Apache BookKeeper) and adding built-in multi-tenancy, geo-replication… | ||
| Let's Spring Forth and Stream with Apache Pulsar | Spring I/O 2023 | 2023-05-18 |
Shows a runnable demo that wires Spring Boot starters to Apache Pulsar, producing random user JSON and consuming it with imperative and reactive clients, using… | ||
| Build Real time, AI powered Apps | Great International Developer Summit 2023 | 2023-04-25 |
DataStax argues teams can move from nightly batches to subsecond online predictions by combining Cassandra for globally distributed storage, Apache Pulsar… | ||
| Processing Real Time Trading Data with Event Streaming | Great International Developer Summit 2023 | 2023-04-25 |
Shows how to wire a toy trade matching engine using Apache Pulsar and Quarkus with DataStax Astra Streaming as the managed Pulsar cloud, creating a tenant and… | ||
| The Art and Benefits of Computing Eventfully | Great International Developer Summit 2023 | 2023-04-25 |
Survey of eventful computing that names concrete tools and tradeoffs: Apache Pulsar and Kafka for ingestion, Flink/Pinot/StarTree for real‑time processing… | ||
| Event Messaging and Streaming with Apache Pulsar | Great International Developer Summit 2023 | 2023-04-25 |
Apache Pulsar positions itself as a cloud-native event streaming platform that separates compute and storage by delegating durable logs to Apache BookKeeper… | ||
| Best of Both Worlds: Apache Pulsar and Apache Kafka | Devnexus 2023 | 2023-04-04 |
Compares concrete differences and demos: Pulsar separates storage to BookKeeper, auto‑rebalances topics, supports geo‑replication and tiered offload to S3… | ||
| Premiere | Conf42 Cloud Native 2023 | 2023-03-30 |
A compiled session list that names concrete claims and tech: comparisons of OpenStack Magnum versus the Cluster API, Gateway API replacing Ingress, Azure… | ||
| Event Streaming in the Cloud Native World with Apache Pulsar | Cloud Builders: Java Conf 2023 | 2023-03-30 |
Apache Pulsar is presented as a cloud‑native, multi‑tenant streaming platform that separates compute (brokers, Pulsar Functions) from durable storage… | ||
| Event-Driven Change Data Capture pattern | Conf42 Cloud Native 2023 | 2023-03-30 |
Claim: an event-driven CDC pattern built on Apache Pulsar captures DB changes as ordered logs, transforms them with Pulsar functions, and reliably streams to… | ||
| Event-Driven Change Data Capture using Apache Pulsar | Jfokus 2023 | 2023-02-06 |
Describes implementing log‑based CDC by wiring Cassandra (Astra DB) to Apache Pulsar: enabling CDC creates two topics per table (data + lock), Pulsar persists… | ||
| Building a Real-time Analytics Application with Apache Pulsar and Apache Pinot | OSA Con 2022 | 2022-11-15 |
Live pipeline ingests Wikimedia server‑sent events with the Pulsar Python client, publishes to a Pulsar topic, and lets an Apache Pinot real-time table consume… | ||
| Event Messaging and Streaming with Apache Pulsar | Build Stuff 2022 | 2022-11-09 |
Apache Pulsar claims a cloud-native, unified platform that supports both Pub‑Sub and message queues by using stateless Java brokers that delegate durable log… | ||
| Keynote: Is it Reactive or Eventful? Aren't they the Same? | Reactive Summit 2022 | 2022-10-25 |
Argues that reactive and event-driven systems largely overlap but differ in level — reactive as a higher‑level abstraction of goals (responsiveness… | ||
| Optimizing Speed and Scale of Real-Time Analytics Using Apache Pulsar and Apache P... | Reactive Summit 2022 | 2022-10-25 |
Uses Apache Pulsar as high-throughput ingestion and Apache Pinot as a real-time OLAP store, with Pulsar offloading storage to BookKeeper, offering tiered… | ||
| Event Streaming and Processing Using Apache Pulsar | IntelliJ IDEA Conf 2022 | 2022-09-29 |
Apache Pulsar is presented as a cloud‑native event streaming system that separates compute and storage by using BookKeeper for append‑only durable logs and… | ||
| Event Streaming and Processing using Apache Pulsar and Apache Pinot. | Devoxx Ukraine 2022: Secure our Future | 2022-09-02 |
Apache Pulsar is a cloud‑native pub/sub and queueing platform that separates compute and storage by offloading durable logs to Apache BookKeeper, offers native… | ||
| Leveraging Event Streaming to Super-Charge your Business Solutions. | apidays Hong Kong 2022 | 2022-08-24 |
Claims a cloud‑native event streaming platform originally built at Yahoo in the early 2010s and now handling multi‑tenant, horizontally scalable workloads by… | ||
| Benefits of MQTT for IoT Messaging and Beyond | Berlin Buzzwords 2022 | 2022-06-12 |
MQTT started as a satellite oil‑pipeline protocol and now targets cloud‑scale IoT with concrete features: QoS 0/1/2 for delivery guarantees, last will and… | ||
| Event Streaming for the Best of All Worlds | Spring I/O 2022 | 2022-05-26 |
Apache Pulsar presents a cloud‑native event platform that separates compute and storage, delegates durable log storage to Apache BookKeeper, and uses ZooKeeper… | ||
| Exploring Stateful Microservices in the Cloud Native World | Voxxed Days Zürich 2022 | 2022-05-17 |
Argues that cloud native does not require statelessness and shows concrete options: builds examples with Open Liberty and MicroProfile, uses MicroProfile LRA /… | ||
| Premiere | Conf42 Cloud Native 2022 | 2022-04-28 |
A rapid lineup of concrete claims and demos: iterative canary releases with feature toggles that cut rollback time and raise SLOs, a live Argo CD demo… | ||
| Event Streaming and Processing with Apache Pulsar | Conf42 Cloud Native 2022 | 2022-04-28 |
Content gives concrete claims and concrete tools: supports Pub-Sub and Message Queues, offers built-in stream processing and Pulsar Functions for mediation and… | ||
| Benefits Of MQTT For IoT Apps And Beyond | FOSDEM 2022 | 2022-02-05 |
A quick study on several popular MQTT brokers!
We will learn about the benefits of MQTT, which has become the de facto standard for IoT messaging. The MQTT… | ||
| Exploring Stateful Microservices in the Cloud Native World | Devoxx Ukraine 2021 | 2021-11-19 |
Argues that stateful microservices are practical in Kubernetes by showing a simplified shopping‑cart prototype built with Open Liberty and MicroProfile, using… | ||
| Exploring Stateful Microservices in the Cloud Native World | Build Stuff 2021 | 2021-11-17 |
Argues that most real systems (she estimates 95–99%) require stateful behavior and shows concrete patterns and tools: an event-driven shopping cart prototype… | ||
| Retrofit your Java App with a Reactive Flow Pipeline | Build Stuff 2021 | 2021-11-17 |
Shows how to wrap two legacy processors — one Scala using Akka Streams, one Java exposing an RSocket server — with Kafka topics to form a reactive flow… | ||
| Scale By the Bay 2021 intro video by Mary Grygleski and Fabio Tiriticco | Scale By the Bay 2021 | 2021-10-28 |
Retrofits a Java app into a reactive flow pipeline that uses back pressure to protect legacy services from traffic spikes, swaps HTTP for RSocket as a… | ||
| Retrofit your Java App with a Reactive Flow | Scale By the Bay 2021 | 2021-10-28 |
Demo retrofits a monolithic JVM workflow into a reactive pipeline using Kafka as source/sink, Akka Streams on the producer side, an RSocket link, and a Java… | ||
| Exploring Stateful Microservices built with Open Liberty in Kubernetes | JCON-ONLINE 2021 | 2021-10-05 |
Shows how to keep real session state using Open Liberty on Kubernetes by wiring concrete pieces: a live demo of a shopping-cart REST API running in dev mode… | ||
| Retrofit Your Java App with a Reactive Flow Pipeline | Berlin Buzzwords 2021 | 2021-06-15 |
A working demo wires Kafka -> Akka Streams (Scala) -> custom RSocket connector -> Project Reactor (Java) -> Kafka, with a sources producer pushing ~1… | ||
| Exploring Stateful Microservices built with Open Liberty | Conf42 Cloud Native 2021 | 2021-04-29 |
Demonstrates how to keep HTTP session data across containers by running Open Liberty in Kubernetes and using JCache + Hazelcast session persistence; builds a… | ||
| Exploring Stateful Microservices Built with Open Liberty in Kubernetes | Developers Summit 2021 | 2021-02-18 |
Demonstrates keeping HTTP session state using Open Liberty with JCache with Hazelcast to back a simple shopping‑cart REST API (JAX‑RS) and runs locally via mvn… | ||
| Retrofit Your Java App With a Reactive Flow Pipeline | Developers Summit 2021 | 2021-02-18 |
Demo builds a reactive pipeline that wraps two legacy processors as microservices and connects them with Akka Streams -> RSocket -> Kafka. Code runs in Docker… | ||
| Reactive Pipeline Talk | Devnexus 2021 | 2021-02-17 |
A reactive pipeline is implemented end-to-end: a Scala Akka Streams consumer reads Kafka, forwards payloads over Akka Streams + RSocket bridge to a Java… | ||
| Thirst-Quenching Streams for the Reactive Mind | jLove 2020 | 2020-12-04 |
Compares concrete Java libraries—Spring Reactor, Akka Streams, Vert.x (with its event bus and polyglot verticals), Mutiny and RSocket—shows code for a simple… | ||
| Thirst-quenching Streams for the Reactive Mind | Developer Summit 2020 | 2020-11-21 |
Compares concrete libraries—Reactive Streams spec (Java 9 Flow, four interfaces), Spring Reactor (Flux/Mono), RxJava 1 vs RxJava 2 (Observable vs Flowable with… | ||
| Developing and Deploying a Modern Reactive Serverless Container | Developer Summit 2020 | 2020-11-21 |
Explains how a Vert.x 3.9.2 service is written, dockerized and pushed, then deployed to IBM Kubernetes service with Knative YAML; uses the Vert.x event bus, an… | ||
| Teach your Pacman to play with ML and Reactive Streams | Developer Summit 2020 | 2020-11-21 |
A Java implementation streams player inputs and agent actions over RSocket into a central knowledge service and trains agents with case-based reinforcement… | ||
| Deploying a Modern Serverless Reactive Container to the Cloud | Scale By the Bay 2020 | 2020-11-12 |
A live demo builds a polyglot Vert.x application (Java, Kotlin, JavaScript), dockerizes the image, pushes it to Docker Hub and deploys a Knative Service to an… | ||
| Thirst-Quenching Streams for the Reactive Mind | Build Stuff 2020 | 2020-11-11 |
Compares concrete Java implementations — Reactor (Flux and Mono), RxJava (Flowable vs Observable), Vert.x and Akka — with code showing a Vert.x HTTP server… | ||
| Deploying a Modern Serverless Reactive container to the Cloud | Code Mesh LDN 2020 | 2020-11-05 |
Shows a small polyglot Vert.x service composed of polyglot verticles (Java, Kotlin, JavaScript) wired over the Vert.x event bus, built with Maven, packaged… | ||
| Growing the Technical Community | DevFest WI 2020 | 2020-10-24 |
Chicago Java Users Group grows from 2,500 in 2017 to 3,046 in Oct 2020 by switching to virtual programming, running monthly (now twice-monthly) Meetups and… | ||
| Thirst Quenching Streams for the Reactive Mind | Global Summit for Java Devs 2020 | 2020-08-01 |
Compares concrete Java implementations (Project Reactor, RxJava 2/3, Vert.x, Akka Streams, MicroProfile, RSocket, OSGi push streams), explains the Reactive… | ||
| Thirst Quenching Streams for the Reactive Mind | Devnexus 2020 | 2020-02-19 |
Compares the Reactive Streams spec (the four interfaces: Publisher Subscriber Subscription Processor and the TCK) against real Java implementations and… | ||
| Reactive for the Impatient - A Gentle Intro to Reactive Java | GeeCON 2019 | 2019-05-15 |
Explains why reactive Java matters, shows concrete APIs and code patterns and compares real libraries: RxJava and Spring Reactor with map/flux/mono examples… | ||
| Reactive for the Impatient (A Gentle Intro to Reactive Java) | DevDays Europe 2019 | 2019-05-14 |
Content surveys the concrete claims and tradeoffs: RxJava, Spring Reactor, Akka, Vert.x are compared with code snippets and a running ramen-shop example that… | ||
| Reactive for the Impatient - A Gentle Intro to Reactive Programming and Systems | Greach 2019 | 2019-03-28 |
Quick practical intro that explains why reactivity aims for responsiveness, elasticity and resilience and shows concrete Java tooling: RxJava, Reactor, Akka… | ||
| Reactive for the Impatient | Windcity DevFest 2019 | 2019-02-01 |
Claims that reactive techniques tame asynchronicity by combining nonblocking streams, message-driven design and fault supervisors, and demonstrates actual Java… | ||
| Enterprise Hybrid Mobile App development | DevFest Florida 2019 | 2019-01-19 |
Converts an existing web ecommerce site into an enterprise Android and iOS app under a 24‑hour pressure scenario, using Ionic on top of Apache Cordova, Cordova… | ||
| nothing matches | ||