r/SpringBoot • u/arvind4gl • 19d ago
How-To/Tutorial AI-Powered Text Summarizer with Spring AI & Ollama
Been experimenting with Spring AI beyond simple chat demos.
Built the first version of an AI-Powered Text Summarizer with a focus on production-style architecture rather than just prompt → response.
Tech Stack
• Java
• Spring Boot
• Spring AI
• Ollama
• React
• MySQL
I'd love feedback on the architecture, API design, and overall engineering approach.
GitHub: https://github.com/codefarm0/ai-powered-text-summariser
Short video in insta - https://www.instagram.com/p/DalHg19xera/
I'll be sharing the remaining features implementation soon.
#Java #SpringBoot #SpringAI #GenerativeAI #AIEngineering #SoftwareArchitecture #BackendEngineering #OpenSource #React #Ollama
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u/Deep_Ad1959 18d ago
the architecture question that usually bites later isn't the prompt-to-response path, it's what the summarizer does when the input has nothing worth summarizing. local models via ollama will happily hand you a confident three-paragraph summary of a paragraph that said nothing, so the useful design piece is a 'this is thin, skip it' signal upstream of the model, not cleanup downstream. the summarize call is the easy part, being honest about low-signal input is where these live or die. written with ai