10-Component Prompt Architecture

1. Task context (role/persona)
2. Tone context (register)
3. Background data (docs, code, guides)
4. Detailed task description and rules
5. Examples (1-2 ideal outputs)
6. Conversation history
7. Immediate task description
8. Think step-by-step instructions
9. Output formatting
10. Prefilled response (advanced)

Strategic Implications

For Developers:

• AI tools have more access than most employees
• Leaked prompting framework is freely adoptable
• Treat "leaked code" repos as malware

For Tech Leaders:

• Demand transparency on internal vs external differences
• Build dark code governance before incidents
• Apply vendor security assessment to AI tools

For AI Strategy:

• Moat is model + trust, not harness
• Architecture secrecy is weak advantage
• Partial transparency worse than full transparency

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