Fayez

A practical framework for evolving AI prompt usage from casual chatting to production-grade engineering specifications. The author presents an 8-level progression system: from basic questions (Levels 1-2) through structured prompts (3-4), reusable templates (5), hardened prompts with self-checks (6), multi-step workflows (7), to company-wide standards (8). The approach emphasizes forcing AI to declare assumptions, justify decisions, and expose weaknesses rather than just generating answers. A real-world case study demonstrates implementing TOTP 2FA without login sessions using Symfony and React, with security-reviewed workflows that treat prompts as auditable specifications. All templates and examples are available in a public GitHub repository.

From Chatting to Engineering: How I Built Production-Grade AI Prompts (Levels 1–8)

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