From prompts to systems

1. 2024

   Better prompts would unlock better products.

   ↓
2. 2025

   Agents and tool protocols matter more than clever wording.

   Reason: Building real workflows showed prompt-only thinking hit a ceiling.

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   • Beyond Copilots: Why AI Agents Changed My Daily Workflow
   ↓
3. 2026 → Current

   The end of prompt engineering is the start of maintainable AI architecture.

   Reason: Shipping alone with AI made quality gates and systems the real craft.

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   • How I Build Products Alone with AI: From Idea to Launch