How does data drift in RAG systems impact the reliability of autonomous AI agents?
I'm noticing that our agents perform well for a week and then start losing accuracy. Are RAG systems particularly sensitive to changes in the underlying knowledge base, and is this why observabili...
Choosing between AWS and Azure for a Cloud Architect role in 2025?
I am planning my certification path for the next year and I need help deciding which ecosystem to dive into. When comparing , which one provides a better roadmap for someone aiming to become a Solutio...
How will AI change entry level software development jobs?
With automated code generation getting better, I am worried about landing my first job. If AI can write basic scripts, what happens to junior roles in ? Will companies stop hiring beginners because au...
Will automated machine learning eliminate data science jobs?
I am seeing a lot of new AutoML platforms that allow non-technical users to build predictive models with zero coding. Does this mean the demand for traditional data scientists will plummet? If softwar...
Is an AWS certification enough to land a $100k job in the US without a degree?
I see a lot of success stories about people skipping college and just getting an AWS certification to land high-paying roles. Is this still realistic in 2025, or has the American job market shifted to...
What is the most efficient way to handle OAuth2 scopes for multi-tenant apps in FastAPI?
We are building a multi-tenant platform and I am struggling with structuring OAuth2 scopes. I want to use the built-in Security dependencies in FastAPI to restrict access based on tenant-specific role...
Is it viable to use Docker Compose in production or should we use Kubernetes?
Our startup is preparing to launch a new web platform. Currently, our entire development microservices stack is defined in a single Docker Compose file, which works flawlessly on our local machines. W...
What is the best strategy to fine-tune a large language model for legal tech?
Our firm wants to fine-tune a large language model to review complex commercial contracts and extract compliance risks. Since legal text is highly structured, nuanced, and uses precise terminology, st...
What is the difference between Pentesting and Ethical Hacking?
I often see the terms "Penetration Testing" and "Ethical Hacking" used interchangeably in job descriptions. Is there a technical difference between the two, or are they just differ...
What are the key differences between a Data Lake and a Data Warehouse in 2024?
My company is debating whether to invest in a Snowflake-based Data Warehouse or a cloud-based Data Lake like AWS S3 with Athena. We have a mix of structured SQL data and unstructured JSON logs from Io...
