Nikhilesh Tayal

Reading Time: < 1 minuteEver pushed code thinking, “This should be safe”… and moved on? Most teams do. Because realistically: – You don’t have time to review every edge case – Security audits are expensive and slow – And if…

Reading Time: 3 minutesWhen a multimodal RAG system works with billions of documents (text, images, audio, video), failures are inevitable — nodes crash, indexes corrupt, queries timeout, embeddings become inconsistent, etc. So we have to design large-scale RAG systems that…

Reading Time: 7 minutesMany developers encounter AI agent code for the first time and feel overwhelmed by the number of libraries, APIs, frameworks, and abstractions involved. So, lets simplify everything in this beginner-friendly code walkthrough article. Let’s begin Code Notebook…

Reading Time: < 1 minuteFrameworks -> LangGraph, CrewAI, AutoGen Harnesses -> Claude Code, Cursor, Codex A framework helps “you” build agents. A harness runs them. Frameworks provide building blocks for creating AI Agents, like Tool calling, Memory management, Multi-agent patterns,…

Reading Time: < 1 minuteFor years, whale protection depended on people spotting whales with their eyes or hearing them through underwater microphones. Now AI can see what humans miss. A system called WhaleSpotter uses thermal cameras and AI to detect…

Reading Time: < 1 minuteBecause AI tries to be “too nice.” The more the AI agrees with you, the more you like it The more you like it, the more influence it has Now, the same behaviour that: Causes harm…

Reading Time: < 1 minute1. Invented Functions or APIs pandas.read_excel_fast() Looks real.Does not exist. 2. Security Vulnerabilities AI often ignores security unless explicitly asked. query = “SELECT * FROM users WHERE name = ‘” + username + “‘” Very dangerous.…