#springai — Public Fediverse posts

220,000 tokens and 7 LLM calls down to 5,579 with a JSONata workflow, in a fraction of the time. Interpretable workflows beat code mode, no sandboxes needed. #JSONata #Tokens #SpringAI

Everyone says code mode solves MCP round trips. This dev disagrees: sandboxing, security, and LLM-written executable code on the fly? Here's the better path. #MCP #AIAgents #SpringAI

Every agentic app hands the LLM the raw tool response, even when it only needs a fraction. The fix: filter tool output before it hits the model. #SpringAI #AIAgents #Tokens

Writing a book about Spring Boot 4 reinvigorated his love of coding. He's shipping a new Spring AI Agents MD starter to the community soon. #SpringBoot #SpringAI #Java

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

Chatting to AI from @ApacheGroovy blog post updated for Groovy 6, JDK 25, LangChain4j 1.20, Spring AI 2.0, Embabel 1.5, Micronaut LangChain4j 2.2, Quarkus LangChain4j 1.13, Ollama4j 1.1.7.
Now with Micronaut tools and native examples.

https://groovy.apache.org/blog/groovy-ai

#groovylang #AI #LangChain4j #SpringAI #Micronaut #Quarkus #GraalVM @TheASF

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

Chat the way you like. 🌱 See how Spring AI’s defaultSystem() turns a generic model reply into “Hello, Spring Fan!” with one prompt resource.

Code: https://github.com/short-spring-tips/spring-ai-system-prompt

#SpringAI #Java

Nächste Woche starten wir nach der Sommerpause wieder durch: @thjanssen123 als "alter Hase" wird mit uns in 60 Minuten eine produktionsnahe #springai Anwendung bauen. Newcomer @mnafshin wird uns zeigen wie ihr euere #Docker Images optimiert. Kommt vorbei und meldet euch an https://www.eventbrite.com/e/spring-ai-live-in-60-minuten-zur-produktionsnahen-llm-anwendung-tickets-1999409282988 #java #spring #genai

I built https://github.com/dashaun/spring-ai-agents-md, a zero-configuration #SpringBoot starter that brings AGENTS.md support to #SpringAI applications.

Add the starter, build your ChatClient normally, and the applicable repository instructions are added automatically.

It supports nested instruction precedence, configurable safety limits, privacy-conscious observability, and a working coding-agent demo.

#Java #AgentsMD #AI #OpenSource

Wir sind quasi aus der Sommerpause zurück🎉 Freut euch auf zwei spannenden Monate. Es geht nächste Woche los mit "alte Hasen und ein Newcomer" mit @thjanssen123 und @mnafshin . Ende des Monats wird uns @sparsick besuchen und im Oktober geht es direkt mit Ronald Dehuysser und #jobrunner weiter. #springai #maven #OpenSource #java

Four Spring vulnerabilities were patched on August 20, spanning Spring Data REST and Spring AI. One enables horizontal privilege escalation.

#Spring #SpringAI #CVE #PrivilegeEscalation #DoS #AppSec

https://securityonline.info/spring-data-rest-spring-ai-vulnerabilities/?utm_source=mastodon&utm_medium=jetpack_social

Stop training their models with your data. Use #SpringAI and #Ollama

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/

#Java #SpringAI #LLM #VirtualThreads #StructuredConcurrency

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/

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

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

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/

#Java #AI #SpringAI AG-UI CopilotKit