General
PromptBeginner5 minmarkdown
4. Introduce techniques to maintain focus
track progress
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General
PromptBeginner5 minmarkdown
- Target Audience: This will be the ultimate consumer of the output that your prompt creates. It can include demographic information
geographic information
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General
PromptBeginner5 minmarkdown
- Role: This section defines the type of experience the LLM has
its skill set
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General
PromptBeginner5 minmarkdown
2) Once you are clear about the topic or theme
please also review the Format and Example provided below.
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General
PromptBeginner5 minmarkdown
3) If necessary
the prompt should include “fill in the blank” elements for the user to populate based on their needs.
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General
PromptBeginner5 minmarkdown
1) Before you begin writing this prompt
you will first look to receive the prompt topic or theme. If I don’t provide the topic or theme for you
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General
PromptBeginner5 minmarkdown
We are going to create one of the best AI prompts ever written. The best prompts include comprehensive details to fully inform the Large Language Model (LLM) of the prompt’s: goals
required areas of expertise
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General
PromptBeginner5 minmarkdown
Be clear and direct
This is the single reference for prompt engineering with Claude's latest models, including Claude Opus 4.6, Claude Sonnet 4.6, and Claude Haiku 4.5. It covers foundational techniques, output control, tool use, thinking, and agentic systems. Jump to the section that matches your situation.
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General
PromptBeginner5 minmarkdown
12-Month AI and Computer Vision Roadmap for Defense Applications
{
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General
PromptBeginner5 minmarkdown
- Elevated Grok to top-tier in AI engine recommendations (real-time
tool use
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General
PromptBeginner5 minmarkdown
### Version 1.5 (January 11
2026)
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Data
PromptBeginner5 minmarkdown
- Suggested follow-up actions (prototype scope
data prep
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General
PromptBeginner5 minmarkdown
- Instead
suggest non-AI or hybrid alternatives (e.g.
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General
PromptBeginner5 minmarkdown
- Keep it minimal and adaptable
including placeholders for iteration or error handling
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General
PromptBeginner5 minmarkdown
- Key risks or dependencies to monitor (e.g.
bias checks)
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General
PromptBeginner5 minmarkdown
- Lightweight/chat-only models (older 7B–13B models
mini variants) — usually lack depth/context/tool reliability
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General
PromptBeginner5 minmarkdown
- **Gemini 2.5 Pro / Flash (Google)** — Outstanding multimodal (especially video/document understanding)
very large context windows
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General
PromptBeginner5 minmarkdown
- **Mistral Large 2 / Devstral** — Very strong price/performance
fast
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Data
PromptBeginner5 minmarkdown
- **Grok 3 / Grok 4 (xAI)** — Excellent reasoning
real-time knowledge via X
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Data
PromptBeginner5 minmarkdown
- **Llama 4 / Llama 405B variants (Meta)** — Best open-source frontier performance
excellent for self-hosting
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General
PromptBeginner5 minmarkdown
- **Claude 4 Opus/Sonnet (Anthropic)** — Exceptional long-form reasoning
writing quality
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General
PromptBeginner5 minmarkdown
If AI is viable
recommend which AI engines are best suited and why.
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General
PromptBeginner5 minmarkdown
Current Best-in-Class Ranking (January 2026 – general guidance
always tailor to the process):
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General
PromptBeginner5 minmarkdown
- Tool use
function calling
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