Stop Writing Prompts: How to Build Self-Evolving AI Agents That Learn From Their Own Mistakes

Imagine deploying an autonomous AI agent to handle your production database migrations, customer support, or code reviews. On day one, it performs beautifully. On day two, it encounters a novel edge case, misinterprets its instructions, and fails. In a traditional software engineering workflow, this failure triggers a frantic manual patch. An engineer opens a prompt file, manually rewrites the instructions to handle the edge case, redeploys, and prays that the modification doesn't break ten ot...