base on Experiments with local as well as models available through an api # CREWAI experiments ------ For my experiments with CrewAI, I decided to try 3 different projects, starting from the easiest to the most complex. The aim of the experiments was to have a team of AI agents do following work for me: 1. Examine my Startup idea 2. Build AI newsletter with Google SERP 3. Build AI newsletter with Reddit Scraper 4. Email classifier [WIP] ## For my experiements I've tried following LLMs: --- ### Available through API calls: 1. OpenAI -> GPT-4 2. Gemini Pro ### Local Models through Ollama + rating of how they performed: 1. **Mistral 7B** - Nice, coherent results - Didn't understand that it should use scraping tool for the output - Result is a bunch of generic text from training data 2. **Mistral 7B instruct** - Nice, coherent results, a lot of emojis - Didn't use any scraping tool for the output - Result is a bunch of generic text from training data. 3. **Open Chat 3.5 7B** - The best and most "newsletter-y" results - But again, didn't use any tool, so generic content 4. **Nous Hermes 7B** - Ok results - didn't use any tool - generic content 5. **Open Hermes 2.5 7B** - The tone and style of writing is great - but generic content - didn't understand that it needs to use tools 6. **Starling 7B** - Ok results - didn't use any tool - generic content 7. **Llama 2 13B** - The only model that "understood" what the task is - but the text wasn't coherent enough, didn's sound like a newsletter 8. **Llama 2 13B chat** - Didn't understand the task or produce any output 9. **Llama 2 13B text** - Didn't understand the task or produce any output 10. **Llama 2 7B** - not coherent - didn't use any tool - no output 11. **Llama 2 7B text** - No actual output - didn't use any tool - generic content 12. **Llama 2 7B chat** - Didn't use any tool - generic content 13. **Phi-2** - The smallest model ran into biggest problems - Lost track of what it's suppose to do, no output", Assign "at most 3 tags" to the expected json: {"id":"7142","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"