Build me a self learning(reinforced) NER, NLP model for poc(experienced people reach out)

I need a NLP solution using Bert or spacy or gpt3 or any better one to do
1) NER and identify custom labels.
2) Based on labels identified a user should be able to train it by giving correct or false identification.
3) User should also be able to input some sentences to train the model like "abc is a software".

Use case: Identify software names and component names from any pdf. Ping for more details

Time: On or before Monday preferably

Note: Don't bid less and ask more. Project will be awarded after seeing some progress to eliminate stagers.