Thought Artisan

Jan 3, 2026 · Artificial Intelligence

SE4AI: What Makes AI Software Engineering Different?

The article distinguishes general software engineering practices — observability, security, reliability — from AI-specific challenges like LLM uncertainty, safety guardrails, agent frameworks, memory engineering, and MLOps, referencing Ant Group's open-source LLM landscape.