Instant Consumer Technology Team

Nov 5, 2025 · Artificial Intelligence

Why AI Agents Fail: 70% Failure Rate & How Interleaved Thinking Improves Reliability

Recent CMU and Salesforce studies reveal that top‑tier AI agents like Gemini 2.5 Pro, Claude 3.7 Sonnet and GPT‑4o fail in 69‑70% of multi‑step tasks, but MiniMax‑M2’s Interleaved Thinking reduces failure dramatically, highlighting that execution mechanisms, not model size, are key to reliable AI agents.