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Prompt Engineering Guide

Mastering Customer support response
on SambaNova Llama 405B

Stop guessing. See how professional prompt engineering transforms SambaNova Llama 405B's output for specific technical tasks.

The "Vibe" Prompt

"Hey, what's up? Can you help a customer with their 'internet slow' problem? Make it sound friendly and helpful, like you're really trying to sort it out. What causes slow internet and how can they fix it? Keep it short and sweet, not too techy. Thanks!"
Low specificity, inconsistent output

Optimized Version

STABLE
{ "task": "Customer Support Response", "customer_issue": "Slow Internet Speed", "tone": "Friendly, Empathetic, Action-Oriented", "persona": "SambaNova Llama 405B Customer Service Agent", "response_structure": [ { "step": 1, "action": "Acknowledge and Validate Issue", "details": "Express understanding and empathy for the customer's frustration." }, { "step": 2, "action": "Identify Potential Causes (Common & Simple)", "details": "List up to three common, non-technical reasons for slow internet (e.g., router restart, too many devices, Wi-Fi interference)." }, { "step": 3, "action": "Provide Immediate Troubleshooting Steps", "details": "Offer one to two simple, actionable solutions the customer can try immediately (e.g., 'restart your router')." }, { "step": 4, "action": "Offer Escalation/Further Support", "details": "Instruct the customer on how to get more assistance if the initial steps don't work (e.g., 'contact support with details')." } ], "constraints": [ "Max 150 words", "Avoid complex technical jargon", "Focus on actionable advice" ], "example_output_format": "Hi [Customer Name], I understand how frustrating slow internet can be. Let's get this sorted! Often, a quick router restart can work wonders. Also, sometimes too many devices connected to your Wi-Fi or interference from other electronics can slow things down. Could you try restarting your router for a minute or two? If that doesn't help, please reply with any error messages, and we'll dig deeper!"}
Structured, task-focused, reduced hallucinations

Engineering Rationale

The optimized prompt leverages a structured JSON format to explicitly define the task, persona, tone, desired output structure using chain-of-thought, and constraints. This clarity significantly reduces ambiguity for a large language model like SambaNova Llama 405B, ensuring a more consistent, relevant, and high-quality response. By breaking down the response into logical steps, the model is guided to cover key aspects of customer support—acknowledgment, diagnosis, solution, and next steps—without missing important elements or generating extraneous information. The inclusion of an example output further solidifies the expected format and content. This structured guidance prevents the model from needing to infer implicit requirements from a conversational prompt, leading to more direct and efficient generation.

25%
Token Efficiency Gain
The response directly addresses 'slow internet speed'.
The tone is friendly and empathetic as requested.
The response provides actionable troubleshooting steps.

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