We’ve been stuck in “chatbot mode.” → Ask a question
→ Get a response
→ Manually do the work That’s augmentation. Agents are different. You define a goal. It:
→ Scans your local folders → Detects duplicates → Proposes categories → Suggests naming conventions →
From Chatbots to Agents: Beyond Manual Augmentation
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