Blog
Articles, deep dives, and tutorials on machine learning, LLMs, AI agents, and applied AI engineering from AI-ML Companion.
- What you need before you launch an App
- How LLM Watermarking works
- Meta's Muse Glimmer: An Agentic AI Model
- Inside a Production Multi-Agent GenAI System
- How to run Claude Code cheaply on a big codebase
- 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 question, debug an AI agent that is only sometimes wrong
- Is Agentic AI just Old Software Engineering with New Names?
- How to Evaluate AI Systems with Real Code
- ML System Design Patterns
- How to Learn AI/ML effectively without getting lost