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@AndrewBolis
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@AndrewBolis

Importance score: 5 • Posted: February 22, 2026 at 12:15

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Most people still prompt like it’s 2022. Here’s how to go from basic to expert-level: [ bookmark 🔖 this post for later ] Level 1: Surface Prompts - Zero-shot prompt: Just ask without examples and hope for the best. - One-shot prompt: Provide one example to get slightly better results. - Few-shot prompt: Share multiple examples to guide the answer. - Easy tasks: Summarize, rewrite, brainstorm, explain like I'm 5. This is where most stop. It's quick, but basic. You get generic answers, not high-quality output. Level 2: Real Work Zone - Role: Tell the AI who to be and how to sound. - Tone and style: Define the voice, clarity, or formality. - Plan → Act → Summarize: Direct the process. - Define the task: Be specific about what you want. - Add constraints: Set clear limits and boundaries. - Provide context: Share background, audience & restrictions. - Temporary chats: Use ChatGPT without its memory of you. - Define output format: Bullets, tables, or any structure. - Tool policy: Turn web browsing on or off. - Share examples of quality outputs: Set the standard. - Memory management: Keep projects organized. This is where quality improves. You get targeted, practical, and useful results. Level 3: Where the Magic Happens - Pick the right model: Select the best tool for the job. - Thinking vs Fast: Decide if you want thorough or quick answers. - Reasoning instructions: Tell the AI to think step-by-step. - Chain-of-Thought: Guide logic instead of just giving commands. - Iteration loop: Review, revise, and improve responses. - Problem-solving: Focus on the 20% that gets 80% of results. - Combine role, context, examples & revision for expert-level output. The deeper you go, the better your results get. 📌 Get Advanced ChatGPT Guide (free): https://bit.ly/3StIB3z 👉 Follow me @AndrewBolis for more and 🔄 Repost this to help others use AI

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Detailed guide on advanced prompting levels from basic to expert, covers chain-of-thought etc., relevant to prompting techniques.

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not related to ruby programming ai and machine learning prompt engineering social media strategy content creation productivity tips
Tweet ID: 2025544877963157930
Prompt source: ai-news
Fetched at: February 23, 2026 at 06:02