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Frontier Cloud AI Key (Optional)
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Storage Policy:
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Authority level, specific domain background, and perspective
Generic persona definitions yield generic answers. Instead of saying "Act as an expert", define specific seniority, domain specialization, and operational authority.
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Primary goal, core deliverable, and concrete instructions
Do not ask the model to do 10 things at once in a single run. Define a clear primary deliverable, and sequence secondary goals logically.
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Operational environment, stakeholders, and existing tech stack
Without explicit environment details, LLMs make plausible-sounding assumptions that often contradict your company's actual stack.
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What the AI must NOT do; tone, style, and quality boundaries
Contradictory constraints force models into erratic behavior. Prioritize depth over breadth.
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Structure, sections, length, and format
Without a declared output format, models default to rambling conversational text. Enforce exact headers.
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Show the AI what good output looks like
Few-shot examples calibrate complex custom syntax, tone calibration, and boundary edge cases.
✨ AI ENHANCERS — Polish & Strengthen Prompt
Finished drafting? Apply reasoning, anti-hallucination guardrails, or automatic polish:
⚠ Common Prompt Anti-Patterns — Mistakes to Avoid
1. Vague Persona Assignment
Saying "act as an expert" without declaring specific experience or domain.
✓ Fix: Specify years in field and architectural authority.
2. Conflicting Instructions
Commanding "be brief yet exhaustive".
✓ Fix: Define exact word ceilings.
3. Unstructured Output
Leaving format unspecified leads to chatty intros.
✓ Fix: Mandate a Markdown template with zero preamble.
4. Lack of Negative Constraints
Only stating what to do without establishing guardrails.
✓ Fix: Explicitly list forbidden terms and filler.
5. Context Starvation
Omitting audience, stack, and deployment environment.
✓ Fix: Name specific technologies and scale.
6. Contradictory Examples
Providing examples that violate rules.
✓ Fix: Ensure every sample strictly adheres to rules.
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