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Agents Without Prompts: When LLMs Finally Learn to Check Their Own Homework

Agents Without Prompts: When LLMs Finally Learn to Check Their Own Homework Instructions are usually treated as the beginning of an AI workflow. A user, developer, or system designer writes a prompt. The model produces an output. Then, if the output looks wrong, someone writes another prompt telling the model how to check it, another prompt telling it how to repair it, and eventually a small mountain of prompt glue accumulates around what was supposed to be an automated system. ...

December 3, 2025 · 18 min · Zelina