Publication

Most multi-agent architectures I see should be one agent with better tools. My rule: start with one agent and good tools. Split only for true parallel work or real context overflow. Every handoff loses context and adds cost. #AgenticAI #AIArchitecture t.co/eIVBRZJrq8

1/ On 23 October, OpenAI switched off a dozen legacy API models in one day, GPT-4, o1 and o3-mini among them, with no automatic redirect. Another wave lands in January. Every model you depend on has a shutdown date. Here are 9 layers of a model-proof AI stack 🧵