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Enhance Search Engine llm

Why can't search engine perform particular task. For example, Lets create a button for upload a file (resume) and ask search engine to give me job link that matches with my resume. Similarly not limiting searching engine to retrive information, can we ask search engine to perform particular task on the retreived information.

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Hello @FareedShaik ,

Welcome to Google Cloud Community!

Understanding the Limitations of Search Engines

While search engines are incredibly powerful tools for finding information, they have certain limitations when it comes to performing specific tasks:

  1. Data Dependency: Search engines rely on the data that has been indexed and made available to them. If the relevant information is not indexed or accessible, the search engine will not be able to find it.
  2. Task Complexity: Some tasks require more than just retrieving and processing information. They may involve complex reasoning, problem-solving, or real-world interactions that search engines are not designed to handle.
  3. Contextual Understanding: Search engines may struggle to understand the context of a query, especially when it involves complex or ambiguous language. This can lead to inaccurate or irrelevant results.
  4. Real-Time Processing: Search engines typically have a delay between when new information is added to the web and when it becomes searchable. This can limit their ability to perform tasks that require up-to-date information.

Addressing Your Specific Request:

While search engines alone may not be able to fulfill your exact request of uploading a resume and finding matching job links, there are other approaches you can consider:

  1. Specialized Job Search Platforms: Platforms like LinkedIn, Indeed, and Glassdoor are specifically designed for job search and often have features that allow you to upload your resume and find relevant job postings.
  2. AI-Powered Tools: Some AI-powered tools can analyze your resume and suggest potential job matches based on your skills and experience.
  3. Custom Applications: You could develop a custom application that integrates with job search platforms and performs more complex tasks, such as matching your resume to specific job requirements.

In conclusion, while search engines are powerful tools, they have limitations when it comes to performing complex tasks that require real-world interactions or deep understanding of context. For tasks like job search, specialized platforms or custom applications might be more suitable.

I hope the above information is helpful.

Hello @McMaco and @FareedShaik  

 

I agree with Mr. McMaco response on trad search engine limitatations as they intersect searcher user context and nuance, and likely relying on sticky and rev driving content and prioritizing well-optimized content over more relevant information.

Although, LLMs enavle search all day.

They provide more contextually relevant results and even generate guided content tailored to user preferences.

Try integrating LLMs with extensions, APIs, or easy to use AI data scraping tools 

Makes for an intuitive search process.

Perhaps both traditional search and LLMs leveraged together?