Insights

Career & AI insights for engineering students

Career hacks, AI guides, and industry knowledge — written for the campus-to-career journey.

MLOps From Zero: Ship a Model That Stays Reliable in Production
AI 10 min read
MLOps From Zero: Ship a Model That Stays Reliable in Production

I trained a model' is a student claim. 'I deployed a model with versioned data, automated retraining, and drift...

Agentic AI Pipelines: Build Your First Multi-Step Agent From Scratch
AI 12 min read
Agentic AI Pipelines: Build Your First Multi-Step Agent...

ChatGPT responds to one prompt and stops. AI agents plan, use tools, observe results, and loop until the task is...

The CEO Building AI Says Your Coding Skills Won't Save You. Here's What Will.
AI 11 min read
The CEO Building AI Says Your Coding Skills Won't Save...

The person building AI just told you what it can't do. Anthropic CEO Dario Amodei's career advice to Indian...

You've Heard of RAG. But Can You Actually Build One?
AI 12 min read
You've Heard of RAG. But Can You Actually Build One?

Walk me through your RAG implementation, step by step." If that interview question blanks you, you're not alone -...

Deploy Your ML Model as a Live API in Under 2 Hours
AI 8 min read
Deploy Your ML Model as a Live API in Under 2 Hours

A Jupyter notebook is a project. A public URL that returns predictions via HTTP POST is a product. The gap between...

Fine-Tune a Small LLM on Your Laptop in One Evening
AI 4 min read
Fine-Tune a Small LLM on Your Laptop in One Evening

You don't need a GPU cluster or a research lab. Here's how to fine-tune a real language model on your own machine tonight.

Prompt Engineering Skills That Actually Get You Hired in 2025
AI 5 min read
Prompt Engineering Skills That Actually Get You Hired in 2025

Everyone says learn prompt engineering. Here's what that actually means — with real techniques, tools, and a...

Build Your First AI Agent This Weekend With Basic Python
AI 5 min read
Build Your First AI Agent This Weekend With Basic Python

AI agents aren't just chatbots — they take actions. Here's how to build a real research agent in two days, even if...

The Jobs That Don't Exist Yet: WHAT? Will Define the AI Era!!!
AI 8 min read
The Jobs That Don't Exist Yet: WHAT? Will Define the AI Era!!!

While everyone debates whether AI will replace jobs, entirely new roles are quietly emerging. Context Engineers and...