Blog

Articles, deep dives, and tutorials on machine learning, LLMs, AI agents, and applied AI engineering from AI-ML Companion.

• The Real Obstacle to Learning AI
• The Mathematical Symbols of AI & ML
• Sakana Fugu: A team of LLMs, working as one
• The Agentic AI Glossary: Every Term you need to know
• Prompt Engineering was never the end goal. Welcome to Loop Engineering.
• Why Building with AI feels less exciting than it should
• The Fresher Playbook for AI Engineering Placements in India 2026
• Context Engineering is where AI Agents succeed or fail
• The Technical Architecture of Agentic AI & Multi-Agent Systems
• The Top 16 GenAI Patterns: Agentic vs Non-Agentic
• Production AI Engineering in 2026
• Every system inside aimlcompanion.ai in production
• AI reduced coding effort. Engineering talent is still scarce.
• What Breaks when a Million People use your AI App
• Interview Que: Debug an AI Agent that's only sometimes Wrong