Stock Analysis with AI Agents, using CrewAI 🚣 Using tools + LangSmith, running on Replit ⠕ A researcher, an analyst and an investment advisor Agents come together to built a recommendation on any stock out there ✨ lmk if you like and want more of this! 😉

@LangChainAI @Replit awesome. stock analyzer bots were some of the first things i built + hosted on replit in 2020/2021. @notjustinshaw throwback to the days of scraping SPACs on and gpt-2 summarization.

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@LangChainAI @Replit Good job 👏 how can this approach be applied for general research on any topic?

@LangChainAI @Replit Pretty easy actually, just a matter of updating the agents and tasks, so it would be only updating prompts, maybe adding / removing agents depending on what you want. I’ll share another example this week of a trip planner crew as well with similar setup

@hwchase17 @LangChainAI @Replit Code?

@hwchase17 @LangChainAI @Replit dropping it next week, probably Tuesday together with a couple articles

@LangChainAI @Replit I did something similar to this but the analysis is still too basic in my opinion, specifically if you really want to do a serious investment. I was thinking to probably create 1K agents to bring this to the next level

@LangChainAI @Replit I think it’s maybe just a matter of having specific crews for what kind of analysis one would want, I tried to make this more generic, but if you want go deep and broad multiple crews are the way to go

@LangChainAI @Replit Is there a link to this tutorial?

@LangChainAI @Replit Not yet, I will be posting in the next couple days together with a couple articles

@LangChainAI @Replit Super cool use of AI agents

@LangChainAI @Replit right? Was pretty fun to build as well, but I have more cool examples to drop later this week 😎👉👉

@LangChainAI @Replit Certified dope.

@LangChainAI @Replit 🫡 I’ll keep it coming

@LangChainAI @Replit What is crew ai

@LangChainAI @Replit A thin framework to build groups of AI Agents ✨

idk if you saw this but another cool example similar to what we talked the other day

@LangChainAI @Replit Currently building something similar… Integrating into our platform…

@LangChainAI @Replit Hello, what is the software you use to record this kind of videos ?

@LangChainAI @Replit Screen Studio, pretty swett!

@LangChainAI @Replit Thanks for video. Really good explanation what's going on.

@LangChainAI @Replit Glad you linked Jan! So many great examples of things to build with AI Agents

@LangChainAI @Replit where’s source code

@LangChainAI @Replit Dropping in the few days together with a couple articles 🫡

check this one out, I think you might like it 😉

@LangChainAI @Replit Any code for this Stock Analysis AI Crew? Sounds like fun.

@LangChainAI @Replit will be sharing it later this week on the 21st together with a couple articles

@LangChainAI @Replit Cool, I built something similar using OpenAI’s assistant API. I found OpenAI to be rather slow, >1m per task run in GPT-4-turbo. Looks like you cut the demo for processing - how long do your agents take to complete their task runs?

@LangChainAI @Replit The whole thing takes around 5-10m, but that's doesn't bother me as much as I face it as basically time back for myself to do other things as it runs. That said smaller local models would be faster but lower quality. You can use them through @OLLAMA super good for simpelr tasks

@LangChainAI @Replit Great Job! Working on a similar project and CrewAI is really helpful 💫

@LangChainAI @Replit Thanks 🙏 I really appreciate hearing back from people using it ✨

@LangChainAI @Replit Good work brother.

@LangChainAI @Replit Thanks buddy! Was really fun to build!

@LangChainAI @Replit Super

@LangChainAI @Replit Great Job, I hope can try it.

@QuanginhNgc1 @LangChainAI @Replit Glad you liked it! CrewAI is opensource so feel free to give it a try, this example will be open sourced this week as well together with a couple articles I’ve been working on

@LangChainAI @Replit Good. Which software do you use for recording your camera ?

@LangChainAI @Replit Screen studio, pretty cool

@LangChainAI @Replit This is cool! Is the Repl public to fork?

@LangChainAI @Replit Will publish this week together with an article 😉

@LangChainAI @Replit 👍

@LangChainAI @Replit Wow😍 how do you ensure the accuracy and reliability of recommendations from these ai agents?

@LangChainAI @Replit Usually I'd measure this agains a testing set but a lot of this is built on live data, so I guess the best approach could be to have the report include all references for the data so you can double check if needed, if you include it in the prompt it should be able to do it

@LangChainAI @Replit this is awesome! great job with this chain.

@LangChainAI @Replit @memdotai mem it

@LangChainAI @Replit 🔘🔳🔲，northerners are all cowards. one or two battles will end the

@LangChainAI @Replit Very cool. What takes the longest in this process - getting openai chat responses / generating embeddings / getting additional data from the internet? BTW is this app related to your framework, or just coincidence :)

@LangChainAI @Replit depends, because it's a non-linear process so sometimes it might do many embedding searches others not so much, but overall the OpenAI responses take the longest. Just a coincidence haha

@LangChainAI @Replit how to use this, website link please. Thank you

@LangChainAI @Replit What can be done to make the UI better?

@LangChainAI @Replit Has the stucked loop issue been fixed? I like this project, so I'd like to keep testing it, especially with Mixtral 8x7B

@LangChainAI @Replit It seems that stuck loop was me putting together a very bad readme example I didn't really tested 🙃 I updated the test but still didn't close the issue as I wanna add guardrails to prevent that. I'm super curious to try it with Mixtral as well! Thinking about fine tuning it

@LangChainAI @Replit .

@LangChainAI @Replit How much did it cost for generating this?

@LangChainAI @Replit seems it was < $1 but I'll run more tests and report back

@LangChainAI @Replit @NotionAddon

@LangChainAI @Replit @memdotai mem it