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Tech Stack · Future Tasks · Inspiration
This app lets people upload their resumes, fill in some of their interests, and get a list of possible careers they could do.
- Llama-3-70B for the LLM
- Together.ai for the AI API (inference)
- Plausible for website analytics
- Reactflow for the data visualization
- Helicone for LLM observability
- Next.js App Router for the framework
- S3 / ByteScale for the PDF storage
- Vercel for hosting & functions
- Tailwind CSS for styling
- Build in a PII remover so that we can remove people's personal info from their resume
- Add loading state to inform people that it may take up to 15-20 seconds to generate
- Clean up the code to not have default react node data that I have right now
- Add authentication with Clerk to make people create accounts and remember their resumes
- Improve the prompts using synthetic data from GPT-4o for the examples that I specify
- Add sharability to the URLs with nanoid
- Add rate limiting with Redis Upstash
- Add multi-step form where people can add their interests and add this to the prompt of the first endpoint to use someone's interests in there
- Add a settings screen where users can go update their resume and interests overall
- Add functionality to let users suggest new careers themselves and get a developed plan for it
- Use Crew AI agents to make this workflow more robust overall: An agent that takes resume & extra info then outputs a very nice summary with keywords. An agent that comes up with multiple possible career paths from that summary. An agent that then constructs a plan for each career.
- Add functionality for people to alternatively paste in their LinkedIn URL instead of resume with scrapedin
- Who do I want to be more like functionality where users can add a famous person & get suggestions for how to be more like them. This might be good as a separate app
- Fine-tune Llama-3-8B on making the job plan. Maybe fine-tune Llama-3-8B on GPT-4 outputs
- Improve PDF parsing functionality to include image detection and OCR to be able to read resumes even better
I took inspiration from wanderer.space for this app. Check it out for a production version of what I built with even more features!