Smart Advanced LLM Prompting Presentation

SamanthaCulbertson4 0 views 8 slides Oct 06, 2025
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About This Presentation

This presentation introduces smart, advanced prompting techniques for large language models (LLMs). It explains how effective communication, structure, and strategy improve AI output.

Main Points:
• Prompting = guiding the model.
• Context and clarity are key.
• Use constraints to shape re...


Slide Content

Smart Advanced LLM Prompting Unlocking Real Intelligence from Artificial Intelligence

What Is Prompting? Prompting = communicating with a language model to get the output you want. The prompt is your steering wheel — the model is just the engine. “Garbage in, garbage out. Genius in, genius out.”

From Simple Queries to Strategic Prompts Old-school prompting: “Write me an email.” Smart prompting: “Write a concise, persuasive email to a supplier requesting a 10% discount. Use professional tone and include a closing call-to-action.” This moves from task-based to context-aware communication.

The 4 Core Prompting Principles 1️⃣ Context is king — Feed the model background, goals, and audience. 2️⃣ Constraints drive clarity — Set tone, format, and word limits. 3️⃣ Iteration wins — Treat prompts like prototypes: test, refine, repeat. 4️⃣ Role assignment works — Start with “You are a data analyst…” to define behavior.

Advanced Tactics • Chain-of-Thought Prompting: Ask the model to explain reasoning before the answer. • Few-Shot Prompting: Show 2–3 examples of ideal answers to 'train' the model. • Self-Critique / Reflection: “Now critique your own response and improve it.” • Prompt Chaining: Build workflows where one prompt’s output becomes the next input.

Real-World Applications • Business automation (reports, market summaries) • Coding and debugging • Policy analysis or document synthesis • Education and training modules • Creative content generation

Golden Rule “Treat the LLM like a junior analyst — not a genie.” Give direction, context, and feedback — and it’ll surprise you every time.

Closing Line Smart prompting isn’t about tricking the AI — it’s about partnering with it. The better you communicate, the smarter it becomes for you.