ringofchaos
But I still can't easily figure out to deploy my apps to a VPS.
So far I have manually set up my server and database.
I want learn more on devops to deploy it using containers.
This will enable me to host mutiple service in a VPS and I don't have to use PAAS solutions.
I can also easily switch providers too.
The app will use genai to extract the details of houses listed for sale and then update my custom database.
For example I can input a youtube url and it will fetch the transcript and use llm to generate Json response based on predefined schema.
I can review and shortlist the houses based on various custom parameters using the web interface.
The mvp is done in a proprietary tech stack, I just need to port it to open source tech stack with React and FastAPI
The first part of converting data to csv works fine with help of ai coding assistant.
The reverse part of csv to database is getting challenging and even claude sonnet 3.7 is not able to escape newline correctly.
I am now implementation the data format in json which is much simpler.
I used it with React. My app is mostly financial data simulation and analysis and echarts fit the need
The documentation is great and with some tweaking you can make it look great. The customizing options are quite good.
I prefer it to some react only charting libraries .
There is a reason why python is used for ML for mathematical calculations. You could do all low level matrix multiplication using custom functions uisng any language. But is that optimal way to dob that.
My use case is similar
Your best option is to create backend api with python frameworks like Django Rest Frameworks or FastAPI. Frontend can be React which can be used for both web and mobile using React Native.
I had previous experience in python but had to learn React to handle similar requirements.
It's always best to use the right tool for right job.
I am actually satisfied that I went this route, added new skills and possibilities
You could also write native astro components which are very close to vanilla html css with added benifit of making reusable components and scoped css. And you can also use svelte or vue components.
I would also in future try to make it generic so that it can crawl any website and store new contents in vector databases. Response to user query then can be returned by combining the vector search and llm
On the other hand my own portfolio has a mutual fund that invest in US stocks for more diversification.
The long term inflation rate has been 7 to 8 percent and bonds have returned par with inflation rates
But I have planned for conservative returns of 12 percent overall
Saved enough money to generate 80 percent of my last drawn salary from my investments.
Now focusing on creating my own fintech web app, with generative ai integration.
I like the feeling of working independently and years of corporate job had taken taken toll on mental health.
Currently building skills in fullstack web development and generative ai. Would take freelance job for some extra cash
Any one who wants to test image generation would want more samples 10 to 20 before making any decision.
Also anyone can use api key with pay as you go model and there are chat uis that let you use your key.
Not sure if user will save user money, but would definitely make you good money if it takes off
I produced my best work when working with my Lead Architect and no Project Management Oversight. Did a complex POC and completed it ahead of expected timeliness and was working alone for most parts.
That POC was approved for incorporating in production and has to be done in agile manner with daily status meetings and biweekly sprint, demos , reviews and whatnot.
Killed my enthusiasm and let another developer take the lead while I moved away from the project
The error won't exactly point me to the source of bug and I was getting vague message that some data was missing .
And there were many instances of same throughout my project experience.
With typescript you will know instantly. The javascript being weakly typed compared to python necessitates use of typescript.
I wanted to check if the use case can be generalized for all situations. For example, the code below will throw a runtime error
* Input should be a valid integer, unable to parse string as an integer [type=int_parsing, input_value='A', input_type=str] *
```
from pydantic import BaseModel
class User(BaseModel):
id: int
name: str
def print_user(user: User):
print(user.name, user.id)
user_1 = User(id="A", name="John")
print_user(user_1)
```I have also been using typescript with React Application and really find it better compared to python due to type checking. But I can still imagine a future when type-checking gets incorporated in native python, unlike javascript/typescript. The groundwork has been laid already with type hints.
Sure way to drive traffic away from site. Must be some better way
I use a similar vscode assistant bit only for shorter code. I am able to complete code faster than an instructor on video.
And this year they announced restructuring of 8000 employees and would try to do same again in Germany
German companies test 4-day work week to fight labour crisis
Now those in non EU countries won't be able to acess other browser's too which will present similar challenge.