{"id":29292754,"url":"https://github.com/bootcamptoprod/spring-ai-parallelization-workflow","last_synced_at":"2026-03-14T22:13:36.699Z","repository":{"id":296576813,"uuid":"993743024","full_name":"BootcampToProd/spring-ai-parallelization-workflow","owner":"BootcampToProd","description":"A simple spring boot app demonstrating how to implement Parallelization Workflow pattern using Spring AI","archived":false,"fork":false,"pushed_at":"2025-06-22T11:05:48.000Z","size":7,"stargazers_count":2,"open_issues_count":0,"forks_count":0,"subscribers_count":0,"default_branch":"main","last_synced_at":"2025-06-22T12:19:43.807Z","etag":null,"topics":["ai-design-pattern","ai-parallellization-pattern","ai-parallellization-workflow-pattern","parallelization-workflow","parallelization-workflow-pattern","parallellization-pattern","spring-ai","spring-ai-parallelization-workflow-pattern","spring-ai-workflow-pattern"],"latest_commit_sha":null,"homepage":"https://bootcamptoprod.com/spring-ai-parallelization-workflow-guide/","language":"Java","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/BootcampToProd.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null}},"created_at":"2025-05-31T12:29:33.000Z","updated_at":"2025-06-22T11:05:51.000Z","dependencies_parsed_at":"2025-06-01T05:10:10.439Z","dependency_job_id":"69f67e30-a03c-4370-80ee-69d8652faecf","html_url":"https://github.com/BootcampToProd/spring-ai-parallelization-workflow","commit_stats":null,"previous_names":["bootcamptoprod/spring-ai-parallelization-workflow"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/BootcampToProd/spring-ai-parallelization-workflow","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/BootcampToProd%2Fspring-ai-parallelization-workflow","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/BootcampToProd%2Fspring-ai-parallelization-workflow/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/BootcampToProd%2Fspring-ai-parallelization-workflow/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/BootcampToProd%2Fspring-ai-parallelization-workflow/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/BootcampToProd","download_url":"https://codeload.github.com/BootcampToProd/spring-ai-parallelization-workflow/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/BootcampToProd%2Fspring-ai-parallelization-workflow/sbom","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":263882293,"owners_count":23524463,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["ai-design-pattern","ai-parallellization-pattern","ai-parallellization-workflow-pattern","parallelization-workflow","parallelization-workflow-pattern","parallellization-pattern","spring-ai","spring-ai-parallelization-workflow-pattern","spring-ai-workflow-pattern"],"created_at":"2025-07-06T10:08:51.973Z","updated_at":"2025-10-18T09:59:44.815Z","avatar_url":"https://github.com/BootcampToProd.png","language":"Java","readme":"# Spring AI - Parallelization Workflow Pattern\n\nThis repository demonstrates the **Spring AI Parallelization Workflow Pattern**, a powerful technique for executing multiple independent LLM tasks concurrently to improve throughput and efficiency in your Java applications.\n\n📖 **Dive Deeper**: For a complete walkthrough, detailed explanations of the Parallelization Workflow pattern, and step-by-step instructions for the example application, read our blog post.\u003cbr\u003e\n👉 [Spring AI Parallelization Workflow: Efficient Concurrent LLM Processing](https://bootcamptoprod.com/spring-ai-parallelization-workflow-guide/)\n\n🎥 **Visual Learning**: Prefer video tutorials? Watch our step-by-step implementation guide on YouTube.\u003cbr\u003e\n👉 [Spring AI Parallelization Workflow: Efficient Concurrent LLM Processing](https://youtu.be/TEPHh2pjTNQ)\n\n---\n\n## 📦 Environment Variables\n\nMake sure to provide these Java environment variables when running the application:\n\n- `GEMINI_API_KEY`: Your Google Gemini API key.\n\n---\n\n## About This Project\n\nThis project implements a **News Summarization System** as a real-world example of the Spring AI Parallelization Workflow. It showcases how to:\n\n*   Set up a Spring Boot application with Spring AI.\n*   Configure Spring AI to use Google Gemini (or other LLMs).\n*   Implement the `ParallelizationWorkflow` to process multiple news articles concurrently.\n*   Send multiple independent summarization requests to an LLM in parallel.\n*   Aggregate the results.\n*   Use Logbook to observe and verify parallel HTTP calls to the LLM.","funding_links":[],"categories":[],"sub_categories":[],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fbootcamptoprod%2Fspring-ai-parallelization-workflow","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fbootcamptoprod%2Fspring-ai-parallelization-workflow","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fbootcamptoprod%2Fspring-ai-parallelization-workflow/lists"}