AI Engineer YouTube · July 17, 2026

Claude for Long-Horizon Tasks — Lance Martin, Anthropic

Claude for Long-Horizon Tasks — Lance Martin, Anthropic video thumbnail
Why it matters

Claude is capable of long horizon tasks. In this talk, we'll share lessons learned about building agent harnesses for reliable and secure long-horizon work. This include decoupling the brain and hands, self-verification, self-learning, and design for evolving agent harnesses. ### Lance Martin Member of Technical Staff

My takeaway: Claude for Long-Horizon Tasks — Lance Martin, Anthropic is an agent-security signal. The practical read is that autonomy, memory, tool permissions, and third-party integrations are the control surface that needs threat modeling and monitoring.