{"id":25453415,"url":"https://github.com/pranav-kural/ledaa-chat-interface","last_synced_at":"2026-05-08T04:14:50.197Z","repository":{"id":277753066,"uuid":"933381656","full_name":"pranav-kural/ledaa-chat-interface","owner":"pranav-kural","description":"Frontend chat interface for Fragment's Ledger API AI assistant.","archived":false,"fork":false,"pushed_at":"2025-02-19T20:22:41.000Z","size":258,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-07-06T14:03:48.622Z","etag":null,"topics":["chat-application","conversational-ai","langchain","ledaa","nextjs","pinecone"],"latest_commit_sha":null,"homepage":"https://ledaa-chat-interface.vercel.app","language":"TypeScript","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/pranav-kural.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":"2025-02-15T20:21:12.000Z","updated_at":"2025-02-19T20:22:44.000Z","dependencies_parsed_at":"2025-02-15T21:27:45.501Z","dependency_job_id":"4caa3a57-1b87-4f6c-9411-f30375416917","html_url":"https://github.com/pranav-kural/ledaa-chat-interface","commit_stats":null,"previous_names":["pranav-kural/ledaa-chat-interface"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/pranav-kural/ledaa-chat-interface","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/pranav-kural%2Fledaa-chat-interface","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/pranav-kural%2Fledaa-chat-interface/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/pranav-kural%2Fledaa-chat-interface/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/pranav-kural%2Fledaa-chat-interface/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/pranav-kural","download_url":"https://codeload.github.com/pranav-kural/ledaa-chat-interface/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/pranav-kural%2Fledaa-chat-interface/sbom","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":263914030,"owners_count":23529074,"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":["chat-application","conversational-ai","langchain","ledaa","nextjs","pinecone"],"created_at":"2025-02-17T23:54:58.942Z","updated_at":"2026-05-08T04:14:50.104Z","avatar_url":"https://github.com/pranav-kural.png","language":"TypeScript","funding_links":[],"categories":[],"sub_categories":[],"readme":"# LEDAA Chat Interface\n\nLEDAA project is about building a conversational AI assistant for [FRAGMENT (documentation)](https://fragment.dev/docs). Towards this purpose, the **LEDAA Chat Interface** is a web-based conversational interface that allows users to interact with the LEDAA conversational AI assistant.\n\nThis project demonstrates a \u003cstrong\u003econversational AI\u003c/strong\u003e assistant that can help answer queries related to [FRAGMENT (documentation)](https://fragment.dev/docs).\n\nMain priority for this prototype is to demonstrate an AI assistant for FRAGMENT\u0026apos; documentation and to present a \u003cstrong\u003e Retrieval Augmented Generation (RAG)\u003c/strong\u003e-based pipeline and workflow with automation for handling source data updates to ensure AI assistant can answer user queries related to the documentation \u003cstrong\u003eeffectively\u003c/strong\u003e and \u003cstrong\u003eaccurately\u003c/strong\u003e.\n\nTo learn more check: [Building AI Assistant for FRAGMENT documentation](https://www.pkural.ca/blog/posts/fragment/)\n\n## LEDAA Data Process Flow\n\nBelow is the process flow for how ground truth data updates are handled and how the knowledge base is effectively updated.\n\n1. [`ledaa_updates_scanner`](https://github.com/pranav-kural/ledaa-updates-scanner) Lambda function monitors for changes in content of documentation.\n2. On detecting changes, it triggers the [`ledaa_load_data`](https://github.com/pranav-kural/ledaa-load-data) Lambda function passing it the URL of webpage.\n3. `ledaa_load_data` Lambda function invokes the [`ledaa_text_splitter`](https://github.com/pranav-kural/ledaa-text-splitter) Lambda function to initiate the process of scraping data from a given URL and to get a list of strings (representing text chunks or documents) which will be used in data ingestion.\n4. `ledaa_text_splitter` Lambda function invokes the [`ledaa_web_scrapper`](https://github.com/pranav-kural/ledaa-web-scrapper) Lambda function to scrape the URL and store the processed markdown data in S3. `ledaa_web_scrapper` function also stores the hash of the processed data in DynamoDB which will later be compared by `ledaa_updates_scanner` function to detect changes.\n5. On receiving processed document chunks back, `ledaa_load_data` Lambda function stores the data in the vector store.\n\nThis is a [Next.js](https://nextjs.org) project bootstrapped with [`create-next-app`](https://nextjs.org/docs/app/api-reference/cli/create-next-app).\n\n## Local Development\n\nFirst, run the development server:\n\n```bash\nnpm run dev\n# or\nyarn dev\n# or\npnpm dev\n# or\nbun dev\n```\n\nOpen [http://localhost:3000](http://localhost:3000) with your browser to see the result.\n\nYou can start editing the page by modifying `app/page.tsx`. The page auto-updates as you edit the file.\n\nThis project uses [`next/font`](https://nextjs.org/docs/app/building-your-application/optimizing/fonts) to automatically optimize and load [Geist](https://vercel.com/font), a new font family for Vercel.\n\n## LICENSE\n\nThis project is licensed under the MIT License - see the [LICENSE](LICENSE) file for details.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fpranav-kural%2Fledaa-chat-interface","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fpranav-kural%2Fledaa-chat-interface","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fpranav-kural%2Fledaa-chat-interface/lists"}