#springai — Public Fediverse posts
Live and recent posts from across the Fediverse tagged #springai, aggregated by home.social.
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Adding an LLM is easy. Building a reliable AI system isn't. Damiana Nascimento shows how Spring AI and Java 26 simplify orchestration, concurrency and observability for production AI.
Discover how to build AI into your architecture: https://javapro.io/2026/08/13/building-ai-driven-java-systems-with-spring-ai-and-java-26/
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Adding an LLM is easy. Building a reliable AI system isn't. Damiana Nascimento shows how Spring AI and Java 26 simplify orchestration, concurrency and observability for production AI.
Discover how to build AI into your architecture: https://javapro.io/2026/08/13/building-ai-driven-java-systems-with-spring-ai-and-java-26/
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Adding an LLM is easy. Building a reliable AI system isn't. Damiana Nascimento shows how Spring AI and Java 26 simplify orchestration, concurrency and observability for production AI.
Discover how to build AI into your architecture: https://javapro.io/2026/08/13/building-ai-driven-java-systems-with-spring-ai-and-java-26/
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Adding an LLM is easy. Building a reliable AI system isn't. Damiana Nascimento shows how Spring AI and Java 26 simplify orchestration, concurrency and observability for production AI.
Discover how to build AI into your architecture: https://javapro.io/2026/08/13/building-ai-driven-java-systems-with-spring-ai-and-java-26/
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Adding an LLM is easy. Building a reliable AI system isn't. Damiana Nascimento shows how Spring AI and Java 26 simplify orchestration, concurrency and observability for production AI.
Discover how to build AI into your architecture: https://javapro.io/2026/08/13/building-ai-driven-java-systems-with-spring-ai-and-java-26/
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Most #AI demos show isolated prompts. This one shows product design, architecture, & integration patterns. Florian Sommer uses an AI-driven RPG to explore multi-model setups, context engineering, and deterministic workflows with #SpringAI. See the lessons: https://javapro.io/2026/04/21/building-an-ai-powered-rpg-to-learn-enterprise-ai-integration/
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Most #AI demos show isolated prompts. This one shows product design, architecture, & integration patterns. Florian Sommer uses an AI-driven RPG to explore multi-model setups, context engineering, and deterministic workflows with #SpringAI. See the lessons: https://javapro.io/2026/04/21/building-an-ai-powered-rpg-to-learn-enterprise-ai-integration/
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Most #AI demos show isolated prompts. This one shows product design, architecture, & integration patterns. Florian Sommer uses an AI-driven RPG to explore multi-model setups, context engineering, and deterministic workflows with #SpringAI. See the lessons: https://javapro.io/2026/04/21/building-an-ai-powered-rpg-to-learn-enterprise-ai-integration/
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Most #AI demos show isolated prompts. This one shows product design, architecture, & integration patterns. Florian Sommer uses an AI-driven RPG to explore multi-model setups, context engineering, and deterministic workflows with #SpringAI. See the lessons: https://javapro.io/2026/04/21/building-an-ai-powered-rpg-to-learn-enterprise-ai-integration/
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Most #AI demos show isolated prompts. This one shows product design, architecture, & integration patterns. Florian Sommer uses an AI-driven RPG to explore multi-model setups, context engineering, and deterministic workflows with #SpringAI. See the lessons: https://javapro.io/2026/04/21/building-an-ai-powered-rpg-to-learn-enterprise-ai-integration/
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Prompt injection, provider outages, runaway costs or missing observability — production #AI comes with challenges prototypes never reveal.
Read Mihaela Gheorghe-Roman's guide to building safer #AI agents with #SpringAI & #MCP: https://javapro.io/2026/06/25/from-prototype-to-production-building-safe-and-reliable-ai-agents-with-spring-ai-and-mcp/#Resilience4j @SpringCentral
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Prompt injection, provider outages, runaway costs or missing observability — production #AI comes with challenges prototypes never reveal.
Read Mihaela Gheorghe-Roman's guide to building safer #AI agents with #SpringAI & #MCP: https://javapro.io/2026/06/25/from-prototype-to-production-building-safe-and-reliable-ai-agents-with-spring-ai-and-mcp/#Resilience4j @SpringCentral
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Prompt injection, provider outages, runaway costs or missing observability — production #AI comes with challenges prototypes never reveal.
Read Mihaela Gheorghe-Roman's guide to building safer #AI agents with #SpringAI & #MCP: https://javapro.io/2026/06/25/from-prototype-to-production-building-safe-and-reliable-ai-agents-with-spring-ai-and-mcp/#Resilience4j @SpringCentral
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Prompt injection, provider outages, runaway costs or missing observability — production #AI comes with challenges prototypes never reveal.
Read Mihaela Gheorghe-Roman's guide to building safer #AI agents with #SpringAI & #MCP: https://javapro.io/2026/06/25/from-prototype-to-production-building-safe-and-reliable-ai-agents-with-spring-ai-and-mcp/#Resilience4j @SpringCentral
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Prompt injection, provider outages, runaway costs or missing observability — production #AI comes with challenges prototypes never reveal.
Read Mihaela Gheorghe-Roman's guide to building safer #AI agents with #SpringAI & #MCP: https://javapro.io/2026/06/25/from-prototype-to-production-building-safe-and-reliable-ai-agents-with-spring-ai-and-mcp/#Resilience4j @SpringCentral
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Your #AI agent works in a demo. But can it handle failures, outages, prompt injections & traffic? Join Mihaela Gheorghe-Roman to learn how #SpringAI, #MCP, guardrails & observability turn prototypes into production systems: https://javapro.io/2026/06/25/from-prototype-to-production-building-safe-and-reliable-ai-agents-with-spring-ai-and-mcp/
#Resilience4j @SpringCentral
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Your #AI agent works in a demo. But can it handle failures, outages, prompt injections & traffic? Join Mihaela Gheorghe-Roman to learn how #SpringAI, #MCP, guardrails & observability turn prototypes into production systems: https://javapro.io/2026/06/25/from-prototype-to-production-building-safe-and-reliable-ai-agents-with-spring-ai-and-mcp/
#Resilience4j @SpringCentral
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Your #AI agent works in a demo. But can it handle failures, outages, prompt injections & traffic? Join Mihaela Gheorghe-Roman to learn how #SpringAI, #MCP, guardrails & observability turn prototypes into production systems: https://javapro.io/2026/06/25/from-prototype-to-production-building-safe-and-reliable-ai-agents-with-spring-ai-and-mcp/
#Resilience4j @SpringCentral
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Your #AI agent works in a demo. But can it handle failures, outages, prompt injections & traffic? Join Mihaela Gheorghe-Roman to learn how #SpringAI, #MCP, guardrails & observability turn prototypes into production systems: https://javapro.io/2026/06/25/from-prototype-to-production-building-safe-and-reliable-ai-agents-with-spring-ai-and-mcp/
#Resilience4j @SpringCentral
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Wie baut man Systeme, in denen #LLMs nicht nur antworten, sondern Quests erzeugen, Zustände verwalten & Tools nutzen? Florian Sommer nutzt ein KI-RPG als Experimentierfeld für #SpringAI, Structured Output, Tool Calling & Context Engineering: https://javapro.io/de/runes-of-reason-ein-rpg-als-spielwiese-fuer-ki-integration/
@SpringCentral -
Wie baut man Systeme, in denen #LLMs nicht nur antworten, sondern Quests erzeugen, Zustände verwalten & Tools nutzen? Florian Sommer nutzt ein KI-RPG als Experimentierfeld für #SpringAI, Structured Output, Tool Calling & Context Engineering: https://javapro.io/de/runes-of-reason-ein-rpg-als-spielwiese-fuer-ki-integration/
@SpringCentral -
Building AI features with Spring AI but still creating custom WebSockets, JSON protocols & frontend glue code? Read Pascal Wilbrink's article to discover how AG-UI's Java SDK standardizes agent communication, streaming & tool calls—helping you build production-ready AI interfaces faster: https://javapro.io/2026/07/16/solving-spring-ais-ui-challenge-with-ag-uis-java-sdk/
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Building AI features with Spring AI but still creating custom WebSockets, JSON protocols & frontend glue code? Read Pascal Wilbrink's article to discover how AG-UI's Java SDK standardizes agent communication, streaming & tool calls—helping you build production-ready AI interfaces faster: https://javapro.io/2026/07/16/solving-spring-ais-ui-challenge-with-ag-uis-java-sdk/
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Building AI features with Spring AI but still creating custom WebSockets, JSON protocols & frontend glue code? Read Pascal Wilbrink's article to discover how AG-UI's Java SDK standardizes agent communication, streaming & tool calls—helping you build production-ready AI interfaces faster: https://javapro.io/2026/07/16/solving-spring-ais-ui-challenge-with-ag-uis-java-sdk/
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Confused by the exploding number of #AI tools in the #JVM ecosystem? Teams mix #SpringAI, #LangChain4j, MCP & #Ollama without understanding the layers underneath. Artur Skowronski explains what each part of the #Java AI stack is actually for: https://javapro.io/2026/06/03/the-gen-ai-iceberg-java-tooling-edition/
@langchain4j
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Confused by the exploding number of #AI tools in the #JVM ecosystem? Teams mix #SpringAI, #LangChain4j, MCP & #Ollama without understanding the layers underneath. Artur Skowronski explains what each part of the #Java AI stack is actually for: https://javapro.io/2026/06/03/the-gen-ai-iceberg-java-tooling-edition/
@langchain4j
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Confused by the exploding number of #AI tools in the #JVM ecosystem? Teams mix #SpringAI, #LangChain4j, MCP & #Ollama without understanding the layers underneath. Artur Skowronski explains what each part of the #Java AI stack is actually for: https://javapro.io/2026/06/03/the-gen-ai-iceberg-java-tooling-edition/
@langchain4j
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Wer mit #AI entwickelt, kennt das Problem: Nicht das Modell ist die Herausforderung, sondern Kontext, Zustände und die Orchestrierung verschiedener Fähigkeiten. Florian Sommer teilt seine Learnings aus einem KI-gestützten RPG mit #SpringAI: https://javapro.io/de/runes-of-reason-ein-rpg-als-spielwiese-fuer-ki-integration/
@springcentral
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Wer mit #AI entwickelt, kennt das Problem: Nicht das Modell ist die Herausforderung, sondern Kontext, Zustände und die Orchestrierung verschiedener Fähigkeiten. Florian Sommer teilt seine Learnings aus einem KI-gestützten RPG mit #SpringAI: https://javapro.io/de/runes-of-reason-ein-rpg-als-spielwiese-fuer-ki-integration/
@springcentral
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Your #AI agent works in a demo. But can it handle failures, outages, prompt injections & traffic? Join Mihaela Gheorghe-Roman to learn how #SpringAI, #MCP, guardrails & observability turn prototypes into production systems: https://javapro.io/2026/06/25/from-prototype-to-production-building-safe-and-reliable-ai-agents-with-spring-ai-and-mcp/
#Resilience4j @SpringCentral
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Your #AI agent works in a demo. But can it handle failures, outages, prompt injections & traffic? Join Mihaela Gheorghe-Roman to learn how #SpringAI, #MCP, guardrails & observability turn prototypes into production systems: https://javapro.io/2026/06/25/from-prototype-to-production-building-safe-and-reliable-ai-agents-with-spring-ai-and-mcp/
#Resilience4j @SpringCentral
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Ein #KI-Agent, der sich an Gespräche erinnert, Firmenwissen versteht & APIs nutzt? Mit #Java und #SpringAI wird das plötzlich real. Yuriy Bezsonov & @sascha242 nehmen dich mit in die Architektur produktionsreifer #AI Agents.
Dive in: https://javapro.io/de/produktionsreife-ki-agenten-mit-java-und-spring-ai-entwickeln/
#AgenticAI @awscloud
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Ein #KI-Agent, der sich an Gespräche erinnert, Firmenwissen versteht & APIs nutzt? Mit #Java und #SpringAI wird das plötzlich real. Yuriy Bezsonov & @sascha242 nehmen dich mit in die Architektur produktionsreifer #AI Agents.
Dive in: https://javapro.io/de/produktionsreife-ki-agenten-mit-java-und-spring-ai-entwickeln/
#AgenticAI @awscloud
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Wie baut man Systeme, in denen #LLMs nicht nur antworten, sondern Quests erzeugen, Zustände verwalten und Werkzeuge nutzen?
Florian Sommer nutzt ein KI-RPG als Experimentierfeld für #SpringAI, Structured Output, Tool Calling und Context Engineering:
https://javapro.io/de/runes-of-reason-ein-rpg-als-spielwiese-fuer-ki-integration/
@SpringCentral -
Wie baut man Systeme, in denen #LLMs nicht nur antworten, sondern Quests erzeugen, Zustände verwalten und Werkzeuge nutzen?
Florian Sommer nutzt ein KI-RPG als Experimentierfeld für #SpringAI, Structured Output, Tool Calling und Context Engineering:
https://javapro.io/de/runes-of-reason-ein-rpg-als-spielwiese-fuer-ki-integration/
@SpringCentral -
Spring News Roundup: Point Releases of Boot, Security, Integration, Modulith and Spring AI 2.0
There was a flurry of activity in the Spring ecosystem during the week of June…
#NewsBeep #News #US #USA #UnitedStates #UnitedStatesOfAmerica #Artsanddesign #AMQP #ApacheKafka #Architecture&Design #Arts #ArtsAndDesign #Design #development #Entertainment #gRPC #Java #LDAP #SpringAI #SpringBoot #SpringData #SpringIntegration #springnewsroundupjun082026 #SpringSecurity
https://www.newsbeep.com/us/707101/ -
Spring News Roundup: Point Releases of Boot, Security, Integration, Modulith and Spring AI 2.0
There was a flurry of activity in the Spring ecosystem during the week of June…
#NewsBeep #News #US #USA #UnitedStates #UnitedStatesOfAmerica #Artsanddesign #AMQP #ApacheKafka #Architecture&Design #Arts #ArtsAndDesign #Design #development #Entertainment #gRPC #Java #LDAP #SpringAI #SpringBoot #SpringData #SpringIntegration #springnewsroundupjun082026 #SpringSecurity
https://www.newsbeep.com/us/707101/ -
https://www.europesays.com/ie/537265/ Spring News Roundup: Point Releases of Boot, Security, Integration, Modulith and Spring AI 2.0 #AMQP #ApacheKafka #Architecture&Design #Arts #ArtsAndDesign #ArtsAndDesign #ArtsDesign #Design #Development #Éire #Entertainment #gRPC #IE #Ireland #Java #LDAP #SpringAI #SpringBoot #SpringData #SpringIntegration #SpringNewsRoundupJun082026 #SpringSecurity
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Spring AI 2.0 is now available 🚀 it supports both Spring Boot 4.0 and 4.1. I worked on automated OpenRewrite recipes to upgrade your applications to the new version, taking care of many breaking changes introduced in this new major. All free and open source.
I'm constantly improving them, so feel free to share your experience if you try them out, so that we can make them even better. Thanks!
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Spring AI 2.0 is now available 🚀 it supports both Spring Boot 4.0 and 4.1. I worked on automated OpenRewrite recipes to upgrade your applications to the new version, taking care of many breaking changes introduced in this new major. All free and open source.
I'm constantly improving them, so feel free to share your experience if you try them out, so that we can make them even better. Thanks!
-
Spring AI 2.0 is now available 🚀 it supports both Spring Boot 4.0 and 4.1. I worked on automated OpenRewrite recipes to upgrade your applications to the new version, taking care of many breaking changes introduced in this new major. All free and open source.
I'm constantly improving them, so feel free to share your experience if you try them out, so that we can make them even better. Thanks!