# Can Coding Agents Sustain Continual Evolution without Forgetting? > Source: > Published: 2026-11-03 09:30:17+00:00 Recently, harness self-evolution has emerged as an important paradigm for improving agent performance. Prior studies show that evolving the agent harness can effectively enhance agent capabilities without modifying the foundation model's parameters. We find that existing approaches largely study age