Prompts

GPTClaudeGemini··▲ 1,394 copies·updated 2026-07-14

prompts-26.prompt

# Phase 5 - AI Prompt Orchestration

> *"Generic prompts produce generic output. Precise prompts produce production-grade output."*

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## Activation

This phase activates when the documentation baseline is established.

The orchestrator's job here is not to execute tasks -
it is to generate the exact prompts that executing agents will receive.

Every prompt must be:
- Role-specific (who is this agent acting as?)
- Context-injected (what does it need to know?)
- Constraint-defined (what must it never do?)
- Output-specified (what exactly should it produce?)
- Self-validating (how does it verify its own output?)

A prompt without injected context is a prompt that will hallucinate.

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## Prompt Construction Template

Every generated prompt follows this structure:

when to use it

Community prompt sourced from the open-source GitHub repo a7medalyapany/kavro (MIT). A "Prompts" style prompt — adapt the placeholders and specifics to your task. Imported as-is and not independently retested here, so check the output before relying on it.