Prompt Engineering Guide

Master prompt engineering for AI models via inference.sh CLI.

Quick Start

Requires inference.sh CLI (infsh ). Get installation instructions: npx skills add inference-sh/skills@agent-tools

infsh login

Well-structured LLM prompt

infsh app run openrouter/claude-sonnet-45 --input '{ "prompt": "You are a senior software engineer. Review this code for security vulnerabilities:\n\npython\nuser_input = request.args.get(\"query\")\nresult = db.execute(f\"SELECT * FROM users WHERE name = {user_input}\")\n\n\nProvide specific issues and fixes." }'

LLM Prompting

Basic Structure

[Role/Context] + [Task] + [Constraints] + [Output Format]

Role Prompting

infsh app run openrouter/claude-sonnet-45 --input '{ "prompt": "You are an expert data scientist with 15 years of experience in machine learning. Explain gradient descent to a beginner, using simple analogies." }'

Task Clarity

Bad: vague

"Help me with my code"

Good: specific

"Debug this Python function that should return the sum of even numbers from a list, but returns 0 for all inputs:

def sum_evens(numbers): total = 0 for n in numbers: if n % 2 == 0: total += n return total

Identify the bug and provide the corrected code."

Chain-of-Thought

infsh app run openrouter/claude-sonnet-45 --input '{ "prompt": "Solve this step by step:\n\nA store sells apples for $2 each and oranges for $3 each. If someone buys 5 fruits and spends $12, how many of each fruit did they buy?\n\nThink through this step by step before giving the final answer." }'

Few-Shot Examples

infsh app run openrouter/claude-sonnet-45 --input '{ "prompt": "Convert these sentences to formal business English:\n\nExample 1:\nInput: gonna send u the report tmrw\nOutput: I will send you the report tomorrow.\n\nExample 2:\nInput: cant make the meeting, something came up\nOutput: I apologize, but I will be unable to attend the meeting due to an unforeseen circumstance.\n\nNow convert:\nInput: hey can we push the deadline back a bit?" }'

Output Format Specification

infsh app run openrouter/claude-sonnet-45 --input '{ "prompt": "Analyze the sentiment of these customer reviews. Return a JSON array with objects containing "text", "sentiment" (positive/negative/neutral), and "confidence" (0-1).\n\nReviews:\n1. "Great product, fast shipping!"\n2. "Meh, its okay I guess"\n3. "Worst purchase ever, total waste of money"\n\nReturn only valid JSON, no explanation." }'

Constraint Setting

infsh app run openrouter/claude-sonnet-45 --input '{ "prompt": "Summarize this article in exactly 3 bullet points. Each bullet must be under 20 words. Focus only on actionable insights, not background information.\n\n[article text]" }'

Image Generation Prompting

Basic Structure

[Subject] + [Style] + [Composition] + [Lighting] + [Technical]

Subject Description

Bad: vague

"a cat"

Good: specific

infsh app run falai/flux-dev --input '{ "prompt": "A fluffy orange tabby cat with green eyes, sitting on a vintage leather armchair" }'

Style Keywords

infsh app run falai/flux-dev --input '{ "prompt": "Portrait photograph of a woman, shot on Kodak Portra 400 film, soft natural lighting, shallow depth of field, nostalgic mood, analog photography aesthetic" }'

Composition Control

infsh app run falai/flux-dev --input '{ "prompt": "Wide establishing shot of a cyberpunk city skyline at night, rule of thirds composition, neon signs in foreground, towering skyscrapers in background, rain-slicked streets" }'

Quality Keywords

photorealistic, 8K, ultra detailed, sharp focus, professional, masterpiece, high quality, best quality, intricate details

Negative Prompts

infsh app run falai/flux-dev --input '{ "prompt": "Professional headshot portrait, clean background", "negative_prompt": "blurry, distorted, extra limbs, watermark, text, low quality, cartoon, anime" }'

Video Prompting

Basic Structure

[Shot Type] + [Subject] + [Action] + [Setting] + [Style]

Camera Movement

infsh app run google/veo-3-1-fast --input '{ "prompt": "Slow tracking shot following a woman walking through a sunlit forest, golden hour lighting, shallow depth of field, cinematic, 4K" }'

Action Description

infsh app run google/veo-3-1-fast --input '{ "prompt": "Close-up of hands kneading bread dough on a wooden surface, flour dust floating in morning light, slow motion, cozy baking aesthetic" }'

Temporal Keywords

slow motion, timelapse, real-time, smooth motion, continuous shot, quick cuts, frozen moment

Advanced Techniques

System Prompts

infsh app run openrouter/claude-sonnet-45 --input '{ "system": "You are a helpful coding assistant. Always provide code with comments. If you are unsure about something, say so rather than guessing.", "prompt": "Write a Python function to validate email addresses using regex." }'

Structured Output

infsh app run openrouter/claude-sonnet-45 --input '{ "prompt": "Extract information from this text and return as JSON:\n\n"John Smith, CEO of TechCorp, announced yesterday that the company raised $50 million in Series B funding. The round was led by Venture Partners."\n\nSchema:\n{\n "person": string,\n "title": string,\n "company": string,\n "event": string,\n "amount": string,\n "investor": string\n}" }'

Iterative Refinement

Start broad

infsh app run falai/flux-dev --input '{ "prompt": "A castle on a hill" }'

Add specifics

infsh app run falai/flux-dev --input '{ "prompt": "A medieval stone castle on a grassy hill" }'

Add style

infsh app run falai/flux-dev --input '{ "prompt": "A medieval stone castle on a grassy hill, dramatic sunset sky, fantasy art style, epic composition" }'

Add technical

infsh app run falai/flux-dev --input '{ "prompt": "A medieval stone castle on a grassy hill, dramatic sunset sky, fantasy art style by Greg Rutkowski, epic composition, 8K, highly detailed" }'

Multi-Turn Reasoning

First: analyze

infsh app run openrouter/claude-sonnet-45 --input '{ "prompt": "Analyze this business problem: Our e-commerce site has a 70% cart abandonment rate. List potential causes." }'

Second: prioritize

infsh app run openrouter/claude-sonnet-45 --input '{ "prompt": "Given these causes of cart abandonment: [previous output], rank them by likely impact and ease of fixing. Format as a priority matrix." }'

Third: action plan

infsh app run openrouter/claude-sonnet-45 --input '{ "prompt": "For the top 3 causes identified, provide specific A/B tests we can run to validate and fix each issue." }'

Model-Specific Tips

Claude

• Excels at nuanced instructions

• Responds well to role-playing

• Good at following complex constraints

• Prefers explicit output formats

GPT-4

• Strong at code generation

• Works well with examples

• Good structured output

• Responds to "let's think step by step"

FLUX

• Detailed subject descriptions

• Style references work well

• Lighting keywords important

• Negative prompts supported

Veo

• Camera movement keywords

• Cinematic language works well

• Action descriptions important

• Include temporal context

Common Mistakes

Mistake Problem Fix

Too vague Unpredictable output Add specifics

Too long Model loses focus Prioritize key info

Conflicting Confuses model Remove contradictions

No format Inconsistent output Specify format

No examples Unclear expectations Add few-shot

Prompt Templates

Code Review

Review this [language] code for:

1. Bugs and logic errors
2. Security vulnerabilities
3. Performance issues
4. Code style/best practices

Code: [code]

For each issue found, provide:

• Line number
• Issue description
• Severity (high/medium/low)
• Suggested fix

Content Writing

Write a [content type] about [topic].

Audience: [target audience] Tone: [formal/casual/professional] Length: [word count] Key points to cover:

1. [point 1]
2. [point 2]
3. [point 3]

Include: [specific elements] Avoid: [things to exclude]

Image Generation

[Subject with details], [setting/background], [lighting type], [art style or photography style], [composition], [quality keywords]

Related Skills

Video prompting guide

npx skills add inference-sh/skills@video-prompting-guide

LLM models

npx skills add inference-sh/skills@llm-models

Image generation

npx skills add inference-sh/skills@ai-image-generation

Full platform skill

npx skills add inference-sh/skills@agent-tools

Browse all apps: infsh app list