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Mary Grygleski

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AI's impact on programming jobs and developer skillsJCON EUROPE 20262026-04-20
Claim: AI reshapes some programming roles but not others, and the useful boundary is a fuzzy-logic vs deterministic split — LLMs are non-deterministic…
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Demystifying AI AgentsJCON EUROPE 20262026-04-20
Claims that AI agents extend LLMs via tool-calling and add memory, planning, reasoning; demonstrates Java examples using langraph4j state graph to model nodes…
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Event-Driven & Multi-Agent Architectures for Gen AI WorkflowsAI By the Bay 20252025-11-17
Argues that combining event sourcing + CQRS with multi‑agent orchestration turns one‑shot LLM calls into reproducible, scalable workflows; demonstrates using…
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Building a Coud Native Data Pipeline for Your Real-Time ML & AI AppsData on Kubernetes Day NA 20252025-11-10
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…
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Harnessing Event-Driven and Multi-Agent Architectures for Complex Workflows in Gen...Open Source Summit North America 20252025-06-23
Proposes combining event-driven streaming (Apache Kafka, Pulsar, brokers) with multi-agent orchestration (Autogen, CrewAI, Strands) and RAG backed by vector…
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Build ChatGPT RAG Data Pipeline with RisingWave Stream Processor & Vector StoreJCON EUROPE 20252025-05-12
Builds a real-time RAG pipeline that wires Kafka -> RisingWave stream processor -> Postgres with PGVector, using OpenAI embeddings and PgVector embeddings…
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Optimizing Complex Workflows with Event - Driven - Multi Agentic ApproachGreat International Developer Summit 20252025-04-22
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…
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Demystifying GenAI: Build a ChatGPT App with Vector StoreGreat International Developer Summit 20252025-04-22
Hands-on roadmap for building a ChatGPT-style app using real tools and patterns: PgVector as a Postgres vector store, embeddings + semantic search, and…
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Optimizing Complex Workflows with Event-Driven Multi-Agentic ApproachJfokus 20252025-02-03
Claims an architecture that wires event streaming + RAG pipeline to multiple specialised agents and demonstrates concrete integrations: Kafka-style topics for…
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Build a ChatGPT RAG Data PipelineAppDeveloperCon NA 20242024-11-12
Builds a real‑time RAG pipeline that reads a simulated X/Twitter stream via Kafka message broker, processes and aggregates tweets with RisingWave stream…
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Event Streaming for Multi-Agentic Generative AI WorkflowsGOTO Chicago 20242024-10-21
Argues that event streaming can coordinate multi-agent generative workflows by piping real-time inputs through a streaming layer (example: capture tagged…
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Enter the Brave New World of GenAI with Vector SearchJNation 20242024-06-04
45-minute primer that explains why GenAI needs vector embeddings for similarity search, shows the RAG (retrieval-augmented generation) pattern combining a…
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Mary Grygleski at JNation 2024JNation 20242024-06-04
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…
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Integrating Emerging Technologies in DevOps for Organizational TransformationDevDays Europe 20242024-05-20
Panel claims that continuous pretraining is prohibitively expensive and that most organizations will consume licensed models and use RAG over bespoke training…
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Enter the Brave New World of GenAI with Vector SearchDevDays Europe 20242024-05-20
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…
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AI and the Future of Software DevelopmentDevDays Europe 20242024-05-20
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…
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Enter the Brave New World of GenAI with Vector SearchJCON EUROPE 20242024-05-13
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…
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Event Driven AI: Supercharging ChatGPT with RAG & LangStreamGreat International Developer Summit 20242024-04-23
Argues that combining RAG with event streaming lets ChatGPT-style models answer from live data by wiring retrieval and generation into pipelines. Uses…
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Build a ChatGPT RAG Data PipelineGreat International Developer Summit 20242024-04-23
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…
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Enter the Brave New World of GenAI with Vector SearchMicrosoft JDConf 20242024-03-27
Overview of generative AI plus practical vector search fundamentals: explains that text and multimedia become numeric vector embeddings stored as arrays of…
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Enter the Brave New World of GenAI with Vector SearchAI.dev: Open Source GenAI & ML Summit North America 20232023-12-12
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…
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Building a ChatGPT Data Pipeline with RisingWave Stream Processor and Cassandra Vector SearchCassandra Summit 20232023-12-12
Shows a working pipeline that ingests Kafka Twitter feeds into RisingWave stream processor, runs SQL transforms and incremental materialized views, chunks text…
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Art of Streaming! Releasing Your Creativity with Apache Pulsar & KafkaJCON WORLD ONLINE 20232023-11-20
Compares Apache Pulsar and Kafka by showing what each actually does: Pulsar stores logs in Apache BookKeeper, offers built‑in multi‑tenancy, geo‑replication…
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Boost LLMs with Event Streaming and Retrieval Augmented GenerationScale By the Bay 20232023-11-13
Claim: Retrieval-Augmented Generation (RAG) cuts hallucinations and is far cheaper than re‑training foundation models while letting LLMs use up‑to‑date data…
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PANEL - Streaming.Scale By the Bay 20232023-11-13
Panel surveys production streaming: why it matters, how teams trade latency, cost and correctness, and which tools actually ship. Examples include using a…
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Enter the Brave New World of GenAI with Vector SearchXtremeJ 20232023-11-07
Generative AI pairs large language models with purpose-built vector databases that store embeddings as arrays of floats (e.g. 1536 dimensions) and use…
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Event Streaming and its Potential for the GenAI WorldJDD 20232023-10-24
Introduces LangStream as an open‑source, low‑code event‑streaming library that connects Kafka/Pulsar sources to LLMs (OpenAI, Vertex AI, Hugging Face) and…
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Enter The Brave New World of GenAI with Vector SearchDevoxx 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…
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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…
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Apache Pulsar: Event Streaming in The Cloud Native WorldGOTO Chicago 20232023-05-22
Apache Pulsar claims cloud-native advantage by separating compute and storage (broker + Apache BookKeeper) and adding built-in multi-tenancy, geo-replication…
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Let's Spring Forth and Stream with Apache PulsarSpring I/O 20232023-05-18
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…
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Build Real time, AI powered AppsGreat International Developer Summit 20232023-04-25
DataStax argues teams can move from nightly batches to subsecond online predictions by combining Cassandra for globally distributed storage, Apache Pulsar…
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Processing Real Time Trading Data with Event StreamingGreat International Developer Summit 20232023-04-25
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…
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The Art and Benefits of Computing EventfullyGreat International Developer Summit 20232023-04-25
Survey of eventful computing that names concrete tools and tradeoffs: Apache Pulsar and Kafka for ingestion, Flink/Pinot/StarTree for real‑time processing…
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Event Messaging and Streaming with Apache PulsarGreat International Developer Summit 20232023-04-25
Apache Pulsar positions itself as a cloud-native event streaming platform that separates compute and storage by delegating durable logs to Apache BookKeeper…
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Best of Both Worlds: Apache Pulsar and Apache KafkaDevnexus 20232023-04-04
Compares concrete differences and demos: Pulsar separates storage to BookKeeper, auto‑rebalances topics, supports geo‑replication and tiered offload to S3…
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PremiereConf42 Cloud Native 20232023-03-30
A compiled session list that names concrete claims and tech: comparisons of OpenStack Magnum versus the Cluster API, Gateway API replacing Ingress, Azure…
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Event Streaming in the Cloud Native World with Apache PulsarCloud Builders: Java Conf 20232023-03-30
Apache Pulsar is presented as a cloud‑native, multi‑tenant streaming platform that separates compute (brokers, Pulsar Functions) from durable storage…
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Event-Driven Change Data Capture patternConf42 Cloud Native 20232023-03-30
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…
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Event-Driven Change Data Capture using Apache PulsarJfokus 20232023-02-06
Describes implementing log‑based CDC by wiring Cassandra (Astra DB) to Apache Pulsar: enabling CDC creates two topics per table (data + lock), Pulsar persists…
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Building a Real-time Analytics Application with Apache Pulsar and Apache PinotOSA Con 20222022-11-15
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…
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Event Messaging and Streaming with Apache PulsarBuild Stuff 20222022-11-09
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…
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Keynote: Is it Reactive or Eventful? Aren't they the Same?Reactive Summit 20222022-10-25
Argues that reactive and event-driven systems largely overlap but differ in level — reactive as a higher‑level abstraction of goals (responsiveness…
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Optimizing Speed and Scale of Real-Time Analytics Using Apache Pulsar and Apache P...Reactive Summit 20222022-10-25
Uses Apache Pulsar as high-throughput ingestion and Apache Pinot as a real-time OLAP store, with Pulsar offloading storage to BookKeeper, offering tiered…
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Event Streaming and Processing Using Apache PulsarIntelliJ IDEA Conf 20222022-09-29
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…
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Event Streaming and Processing using Apache Pulsar and Apache Pinot.Devoxx Ukraine 2022: Secure our Future2022-09-02
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…
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Leveraging Event Streaming to Super-Charge your Business Solutions.apidays Hong Kong 20222022-08-24
Claims a cloud‑native event streaming platform originally built at Yahoo in the early 2010s and now handling multi‑tenant, horizontally scalable workloads by…
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Benefits of MQTT for IoT Messaging and BeyondBerlin Buzzwords 20222022-06-12
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…
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Event Streaming for the Best of All WorldsSpring I/O 20222022-05-26
Apache Pulsar presents a cloud‑native event platform that separates compute and storage, delegates durable log storage to Apache BookKeeper, and uses ZooKeeper…
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Exploring Stateful Microservices in the Cloud Native WorldVoxxed Days Zürich 20222022-05-17
Argues that cloud native does not require statelessness and shows concrete options: builds examples with Open Liberty and MicroProfile, uses MicroProfile LRA /…
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PremiereConf42 Cloud Native 20222022-04-28
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…
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Event Streaming and Processing with Apache PulsarConf42 Cloud Native 20222022-04-28
Content gives concrete claims and concrete tools: supports Pub-Sub and Message Queues, offers built-in stream processing and Pulsar Functions for mediation and…
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Benefits Of MQTT For IoT Apps And BeyondFOSDEM 20222022-02-05
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…
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Exploring Stateful Microservices in the Cloud Native WorldDevoxx Ukraine 20212021-11-19
Argues that stateful microservices are practical in Kubernetes by showing a simplified shopping‑cart prototype built with Open Liberty and MicroProfile, using…
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Exploring Stateful Microservices in the Cloud Native WorldBuild Stuff 20212021-11-17
Argues that most real systems (she estimates 95–99%) require stateful behavior and shows concrete patterns and tools: an event-driven shopping cart prototype…
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Retrofit your Java App with a Reactive Flow PipelineBuild Stuff 20212021-11-17
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…
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Scale By the Bay 2021 intro video by Mary Grygleski and Fabio TiriticcoScale By the Bay 20212021-10-28
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…
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Retrofit your Java App with a Reactive FlowScale By the Bay 20212021-10-28
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…
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Exploring Stateful Microservices built with Open Liberty in KubernetesJCON-ONLINE 20212021-10-05
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…
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Retrofit Your Java App with a Reactive Flow PipelineBerlin Buzzwords 20212021-06-15
A working demo wires Kafka -> Akka Streams (Scala) -> custom RSocket connector -> Project Reactor (Java) -> Kafka, with a sources producer pushing ~1…
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Exploring Stateful Microservices built with Open LibertyConf42 Cloud Native 20212021-04-29
Demonstrates how to keep HTTP session data across containers by running Open Liberty in Kubernetes and using JCache + Hazelcast session persistence; builds a…
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Exploring Stateful Microservices Built with Open Liberty in KubernetesDevelopers Summit 20212021-02-18
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…
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Retrofit Your Java App With a Reactive Flow PipelineDevelopers Summit 20212021-02-18
Demo builds a reactive pipeline that wraps two legacy processors as microservices and connects them with Akka Streams -> RSocket -> Kafka. Code runs in Docker…
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Reactive Pipeline TalkDevnexus 20212021-02-17
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…
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Thirst-Quenching Streams for the Reactive MindjLove 20202020-12-04
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…
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Thirst-quenching Streams for the Reactive MindDeveloper Summit 20202020-11-21
Compares concrete libraries—Reactive Streams spec (Java 9 Flow, four interfaces), Spring Reactor (Flux/Mono), RxJava 1 vs RxJava 2 (Observable vs Flowable with…
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Developing and Deploying a Modern Reactive Serverless ContainerDeveloper Summit 20202020-11-21
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…
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Teach your Pacman to play with ML and Reactive StreamsDeveloper Summit 20202020-11-21
A Java implementation streams player inputs and agent actions over RSocket into a central knowledge service and trains agents with case-based reinforcement…
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Deploying a Modern Serverless Reactive Container to the CloudScale By the Bay 20202020-11-12
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…
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Thirst-Quenching Streams for the Reactive MindBuild Stuff 20202020-11-11
Compares concrete Java implementations — Reactor (Flux and Mono), RxJava (Flowable vs Observable), Vert.x and Akka — with code showing a Vert.x HTTP server…
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Deploying a Modern Serverless Reactive container to the CloudCode Mesh LDN 20202020-11-05
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…
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Growing the Technical CommunityDevFest WI 20202020-10-24
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…
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Thirst Quenching Streams for the Reactive MindGlobal Summit for Java Devs 20202020-08-01
Compares concrete Java implementations (Project Reactor, RxJava 2/3, Vert.x, Akka Streams, MicroProfile, RSocket, OSGi push streams), explains the Reactive…
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Thirst Quenching Streams for the Reactive MindDevnexus 20202020-02-19
Compares the Reactive Streams spec (the four interfaces: Publisher Subscriber Subscription Processor and the TCK) against real Java implementations and…
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Reactive for the Impatient - A Gentle Intro to Reactive JavaGeeCON 20192019-05-15
Explains why reactive Java matters, shows concrete APIs and code patterns and compares real libraries: RxJava and Spring Reactor with map/flux/mono examples…
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Reactive for the Impatient (A Gentle Intro to Reactive Java)DevDays Europe 20192019-05-14
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…
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Reactive for the Impatient - A Gentle Intro to Reactive Programming and SystemsGreach 20192019-03-28
Quick practical intro that explains why reactivity aims for responsiveness, elasticity and resilience and shows concrete Java tooling: RxJava, Reactor, Akka…
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Reactive for the ImpatientWindcity DevFest 20192019-02-01
Claims that reactive techniques tame asynchronicity by combining nonblocking streams, message-driven design and fault supervisors, and demonstrates actual Java…
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Enterprise Hybrid Mobile App developmentDevFest Florida 20192019-01-19
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…
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