
Muhammad Faizan
PWA AI Automation Expert
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Prompt Engineer
Upwork • Freelance
Dec 2024 - Feb 2026 • 1 yr 2 mos
1. Zero-shot Prompting: Asking a direct question without any background or examples (e.g., "Write a marketing email"). 2. Few-shot Prompting: Providing the AI with a few examples of exactly how you want the task completed so it can mimic the pattern. 3. Persona Assignment: Giving the AI a specific role (e.g., "Act as a senior software engineer") to tailor its vocabulary and expertise. 4. Chain-of-Thought (CoT): Asking the AI to "think step-by-step" before delivering a final answer, which drastically improves accuracy in math or logic tasks. 5. System Prompt Design: Crafting the foundational instructions that dictate how a model acts (e.g., tone, persona, constraints). 6. Prompt Orchestration & Chaining: Designing multi-stage systems where the output of one prompt becomes the input for another. 7. Systematic Testing & Evaluation: Creating frameworks to test model responses, track errors (hallucinations), and ensure output consistency. 8. Model Fine-Tuning: Preparing and structuring training datasets to improve base AI models for specific company tasks