Beyond the Hype: What Truly Makes an AI a Great Coding Partner?

What makes an AI coding assistant actually good in 2025. Beyond HumanEval benchmarks to real-world capabilities: architecture understanding, debugging, security awareness, code generation vs code comprehension.