base on An AI search engine inspired by Perplexity <a href="https://www.turboseek.io"> <img alt="Turbo Seek" src="./public/og-image.png"> <h1 align="center">TurboSeek</h1> </a> <p align="center"> An open source AI search engine. Powered by Together.ai. </p> > If you want to learn how to build this, check out [**the tutorial**](https://docs.together.ai/docs/ai-search-engine)! ## Tech stack - Next.js app router with Tailwind - Together AI for LLM inference - Llama 3.1 8B and 70B for the LLMs - Bing / Serper API for the search API - Helicone for observability - Plausible for website analytics ## How it works 1. Take in a user's question 2. Make a request to the bing search API to look up the top 6 results and show them 3. Scrape text from the 6 links bing sent back and store it as context 4. Make a request to Llama 3.1 70B with the user's question + context & stream it back to the user 5. Make another request to Llama 3.1 8B to come up with 3 related questions the user can follow up with ## Cloning & running 1. Fork or clone the repo 2. Create an account at [Together AI](https://dub.sh/together-ai) for the LLM 3. Create an account at [SERP API](https://serper.dev/) or with Azure ([Bing Search API](https://www.microsoft.com/en-us/bing/apis/bing-web-search-api)) 4. Create an account at [Helicone](https://www.helicone.ai/) for observability 5. Create a `.env` (use the `.example.env` for reference) and replace the API keys 6. Run `npm install` and `npm run dev` to install dependencies and run locally ## Future tasks - [ ] Move back to the Together SDK + simpler streaming - [ ] Add a tokenizer to smartly count number of tokens for each source and ensure we're not going over - [ ] Add a regenerate option for a user to re-generate - [ ] Make sure the answer correctly cites all the sources in the text & number the citations in the UI - [ ] Add sharability to allow folks to share answers - [ ] Automatically scroll when an answer is happening, especially for mobile - [ ] Fix hard refresh in the header and footer by migrating answers to a new page - [ ] Add upstash redis for caching results & rate limiting users - [ ] Add in more advanced RAG techniques like keyword search & question rephrasing - [ ] Add authentication with Clerk if it gets popular along with postgres/prisma to save user sessions ## Inspiration - Perplexity - You.com - Lepton search ", Assign "at most 3 tags" to the expected json: {"id":"10550","tags":[]} "only from the tags list I provide: [{"id":77,"name":"3d"},{"id":89,"name":"agent"},{"id":17,"name":"ai"},{"id":54,"name":"algorithm"},{"id":24,"name":"api"},{"id":44,"name":"authentication"},{"id":3,"name":"aws"},{"id":27,"name":"backend"},{"id":60,"name":"benchmark"},{"id":72,"name":"best-practices"},{"id":39,"name":"bitcoin"},{"id":37,"name":"blockchain"},{"id":1,"name":"blog"},{"id":45,"name":"bundler"},{"id":58,"name":"cache"},{"id":21,"name":"chat"},{"id":49,"name":"cicd"},{"id":4,"name":"cli"},{"id":64,"name":"cloud-native"},{"id":48,"name":"cms"},{"id":61,"name":"compiler"},{"id":68,"name":"containerization"},{"id":92,"name":"crm"},{"id":34,"name":"data"},{"id":47,"name":"database"},{"id":8,"name":"declarative-gui "},{"id":9,"name":"deploy-tool"},{"id":53,"name":"desktop-app"},{"id":6,"name":"dev-exp-lib"},{"id":59,"name":"dev-tool"},{"id":13,"name":"ecommerce"},{"id":26,"name":"editor"},{"id":66,"name":"emulator"},{"id":62,"name":"filesystem"},{"id":80,"name":"finance"},{"id":15,"name":"firmware"},{"id":73,"name":"for-fun"},{"id":2,"name":"framework"},{"id":11,"name":"frontend"},{"id":22,"name":"game"},{"id":81,"name":"game-engine "},{"id":23,"name":"graphql"},{"id":84,"name":"gui"},{"id":91,"name":"http"},{"id":5,"name":"http-client"},{"id":51,"name":"iac"},{"id":30,"name":"ide"},{"id":78,"name":"iot"},{"id":40,"name":"json"},{"id":83,"name":"julian"},{"id":38,"name":"k8s"},{"id":31,"name":"language"},{"id":10,"name":"learning-resource"},{"id":33,"name":"lib"},{"id":41,"name":"linter"},{"id":28,"name":"lms"},{"id":16,"name":"logging"},{"id":76,"name":"low-code"},{"id":90,"name":"message-queue"},{"id":42,"name":"mobile-app"},{"id":18,"name":"monitoring"},{"id":36,"name":"networking"},{"id":7,"name":"node-version"},{"id":55,"name":"nosql"},{"id":57,"name":"observability"},{"id":46,"name":"orm"},{"id":52,"name":"os"},{"id":14,"name":"parser"},{"id":74,"name":"react"},{"id":82,"name":"real-time"},{"id":56,"name":"robot"},{"id":65,"name":"runtime"},{"id":32,"name":"sdk"},{"id":71,"name":"search"},{"id":63,"name":"secrets"},{"id":25,"name":"security"},{"id":85,"name":"server"},{"id":86,"name":"serverless"},{"id":70,"name":"storage"},{"id":75,"name":"system-design"},{"id":79,"name":"terminal"},{"id":29,"name":"testing"},{"id":12,"name":"ui"},{"id":50,"name":"ux"},{"id":88,"name":"video"},{"id":20,"name":"web-app"},{"id":35,"name":"web-server"},{"id":43,"name":"webassembly"},{"id":69,"name":"workflow"},{"id":87,"name":"yaml"}]" returns me the "expected json"