✍️ AmanAI Lab Blog
Learn AI/ML the right way
In-depth, hands-on guides on Generative AI, LLMs, RAG, AI Agents, fine-tuning, and more — written by a practitioner.
Showing 1–12 of 14 articles
Latest
Interview Prep19 May 2026
How to Crack the RAG System Design Interview
A 7-step framework for designing a production-grade RAG system in 45 minutes — covers chunking, retrieval, reranking, hallucination defenses, and scaling.
8 min read
Fine-Tuning19 May 2026
LoRA vs QLoRA vs DPO: Which Fine-Tuning Method Should You Use?
A practical guide to choosing between LoRA, QLoRA, and DPO for your fine-tuning project — with VRAM math and dataset size guidelines.
6 min read
Career19 May 2026
The 2026 AI/ML Job Market — Honest Compensation and Hiring Trends
Compensation ranges, what companies are actually hiring for, and the skills that moved the needle this cycle.
6 min read
Agents19 May 2026
Building Your First AI Agent: A Realistic Step-by-Step Guide
Skip the LangChain hello-world. This is what actually breaks when you build a working agent — and what to do about each one.
9 min read
Interview Prep19 May 2026
10 LLM Interview Questions That Catch People Off Guard
Surface-level LLM knowledge gets exposed fast. These 10 questions separate candidates who read papers from those who only watched YouTube.
7 min read
Companies19 May 2026
What It’s Actually Like to Interview at Anthropic
A look at the Anthropic interview loop for ML/AI engineers: phone screen, take-home, on-site rounds, and what they actually evaluate.
5 min read
Tools15 May 2026
AI-Augmented Reconnaissance: Mastering LLM Dorking in 2026
Learn how to combine Large Language Models with advanced Google search operators to uncover exposed credentials and vulnerabilities at machine speed.
5 min read
General6 May 2026
The Glasswing Threshold: How Claude Mythos and Project Glasswing are Redefining Cybersecurity
The Glasswing Threshold: How Claude Mythos and Project Glasswing are Redefining Cybersecurity
7 min read
General6 May 2026
The Sentinel Shift: Why AI is the Only Firewall Left in 2026
An in-depth look at how AI agents and predictive analytics are redefining the digital frontlines, featuring real-world case studies of autonomous defense.
7 min read
General4 May 2026
RAG vs Fine-Tuning: Which One Should You Choose?
Complete guide to choosing between RAG and Fine-Tuning for your LLM application. Real world examples, cost comparison and decision framework included.
8 min read
Interview Prep4 May 2026
Top 10 Agentic AI Interview Questions Answered
Complete answers to the most asked Agentic AI interview questions. Covers agents, ReAct, multi-agent systems, memory and frameworks. Perfect for AI Engineer interviews.
9 min read
Tools4 May 2026
Best Free AI Tools for Developers in 2026
Complete list of the best free AI tools for developers in 2026. Covers LLM APIs, RAG frameworks, coding assistants, vector databases and MLOps tools with honest reviews.
7 min read