| name | image-generation |
| description | Generate images from text descriptions using each::sense AI. Create photorealistic photos, illustrations, concept art, digital paintings, logos, and any visual from a text prompt. Supports all styles from hyperrealism to anime, abstract to architectural. 7 specialized models including flux-2-max, gemini-imagen-4, and seedream-v4-5. Use for: concept art, illustrations, marketing visuals, social media images, product shots, storyboarding, creative exploration. Triggers: generate image, create image, text to image, ai image, image generation, txt2img, ai art, generate picture, create visual, image from text, ai illustration, make image, draw, render |
| allowed-tools | Bash(curl *), WebFetch |
Image Generation
Generate images from text descriptions using each::sense — the intelligent AI agent that automatically selects the best model for your request.
Quick Start
Requires an each::labs API key. Get one at eachlabs.ai.
Using curl
curl -X POST https://eachsense-agent.core.eachlabs.run/v1/chat/completions \
-H "Content-Type: application/json" \
-H "X-API-Key: $EACHLABS_API_KEY" \
-d '{
"messages": [{"role": "user", "content": "A lone astronaut standing on a red desert planet, looking up at a sky filled with three massive moons, cinematic lighting, photorealistic, wide shot"}],
"stream": false
}'
Using Python (OpenAI SDK)
from openai import OpenAI
client = OpenAI(
api_key="YOUR_EACHLABS_API_KEY",
base_url="https://eachsense-agent.core.eachlabs.run/v1"
)
response = client.chat.completions.create(
model="eachsense/beta",
messages=[{"role": "user", "content": "A lone astronaut standing on a red desert planet, looking up at a sky filled with three massive moons, cinematic lighting, photorealistic, wide shot"}]
)
print(response.choices[0].message.content)
With Reference Image
curl -X POST https://eachsense-agent.core.eachlabs.run/v1/chat/completions \
-H "Content-Type: application/json" \
-H "X-API-Key: $EACHLABS_API_KEY" \
-d '{
"messages": [{"role": "user", "content": [
{"type": "text", "text": "Generate an image in the same style as this reference, but change the setting to a futuristic Tokyo street at night"},
{"type": "image_url", "image_url": {"url": "https://example.com/reference-style.jpg"}}
]
}
],
"stream": false
}'
Images are sent inside messages using the OpenAI multimodal content format. Maximum 4 images per request.
Streaming
Set "stream": true for real-time SSE responses, or "stream": false for complete result in a single response. Streaming is useful for showing progress in UIs; non-streaming is simpler for scripts and automation.
Available Models
| Model | Strengths | Best For |
|---|
| flux-2-max | Highest quality, exceptional detail | Hero images, print-ready visuals, portfolio work |
| flux-2-pro | Fast with balanced quality | Rapid iteration, production workflows |
| flux-kontext-pro | Accurate text rendering in images | Posters, signs, logos with readable text |
| nano-banana-pro | Fastest generation speed | Prototyping, bulk generation, real-time previews |
| gemini-imagen-4 | Outstanding photorealism | Product photography, lifestyle shots, realistic scenes |
| seedream-v4-5 | Artistic and stylized outputs | Illustrations, fantasy art, painterly styles |
| kling-text-to-image | Versatile across styles | General-purpose generation, mixed media |
each::sense automatically picks the optimal model based on your prompt. You do not need to specify a model unless you want to override the selection.
Prompt Engineering Guide
Prompt Structure
[subject] + [action/pose] + [environment] + [style] + [lighting] + [camera/composition]
Style Keywords
| Style | Keywords |
|---|
| Photorealistic | photorealistic, ultra-realistic, DSLR photo, 8K, raw photo, unedited |
| Illustration | digital illustration, vector art, hand-drawn, watercolor, ink drawing |
| Cinematic | cinematic, film still, movie scene, dramatic lighting, anamorphic lens |
| Anime | anime style, manga, cel shading, Studio Ghibli, Makoto Shinkai |
| 3D Render | 3D render, octane render, unreal engine, isometric, blender render |
| Oil Painting | oil painting, impasto, classical art, Renaissance, Baroque |
| Pixel Art | pixel art, 16-bit, retro game, 8-bit, sprite art |
| Minimalist | minimalist, flat design, simple, clean lines, geometric |
Aspect Ratios
Specify aspect ratio in your prompt to control image dimensions:
"... landscape format, 16:9 aspect ratio"
"... square format, 1:1"
"... portrait format, 9:16, vertical"
"... ultrawide, 21:9 cinematic"
Quality Boosters
masterpiece, highly detailed, sharp focus, professional,
studio quality, award-winning, 8K resolution, HDR
Negative Guidance
Describe what you do not want to improve results:
"... avoid blurry, no watermarks, no text overlays, avoid distorted faces"
Examples
Photorealistic Landscape
curl -X POST https://eachsense-agent.core.eachlabs.run/v1/chat/completions \
-H "Content-Type: application/json" \
-H "X-API-Key: $EACHLABS_API_KEY" \
-d '{
"messages": [{"role": "user", "content": "A misty fjord in Norway at sunrise, mirror-like water reflecting snow-capped mountains, a small red fishing cabin on the shore, photorealistic, 8K, golden hour lighting, shot on Hasselblad"}],
"stream": false
}'
Digital Illustration
curl -X POST https://eachsense-agent.core.eachlabs.run/v1/chat/completions \
-H "Content-Type: application/json" \
-H "X-API-Key: $EACHLABS_API_KEY" \
-d '{
"messages": [{"role": "user", "content": "A cozy bookstore interior with a cat sleeping on a stack of old books, warm lamp light, plants hanging from the ceiling, digital illustration, Studio Ghibli style, soft colors, whimsical atmosphere"}],
"stream": false
}'
Product Photography
curl -X POST https://eachsense-agent.core.eachlabs.run/v1/chat/completions \
-H "Content-Type: application/json" \
-H "X-API-Key: $EACHLABS_API_KEY" \
-d '{
"messages": [{"role": "user", "content": "A sleek wireless earbud case on a marble surface, soft studio lighting, product photography, shallow depth of field, clean minimalist background, commercial quality, 1:1 square format"}],
"stream": false
}'
Concept Art
curl -X POST https://eachsense-agent.core.eachlabs.run/v1/chat/completions \
-H "Content-Type: application/json" \
-H "X-API-Key: $EACHLABS_API_KEY" \
-d '{
"messages": [{"role": "user", "content": "A floating cyberpunk city above the clouds, neon lights reflecting off chrome towers, flying vehicles streaming between buildings, concept art, matte painting, epic scale, dramatic perspective, 16:9 cinematic"}],
"stream": false
}'
Text-in-Image (Poster)
curl -X POST https://eachsense-agent.core.eachlabs.run/v1/chat/completions \
-H "Content-Type: application/json" \
-H "X-API-Key: $EACHLABS_API_KEY" \
-d '{
"messages": [{"role": "user", "content": "A vintage concert poster for a band called SOLAR DRIFT, playing at The Echo Lounge, June 15th. Retro psychedelic style with swirling colors, 60s typography, orange and purple palette, portrait format"}],
"stream": false
}'
Batch Generation Workflow
PROMPTS=(
"A medieval castle on a cliff at sunset, oil painting style"
"A medieval castle on a cliff at sunset, photorealistic, drone shot"
"A medieval castle on a cliff at sunset, anime style, Makoto Shinkai"
"A medieval castle on a cliff at sunset, pixel art, 16-bit"
)
for PROMPT in "${PROMPTS[@]}"; do
curl -X POST https://eachsense-agent.core.eachlabs.run/v1/chat/completions \
-H "Content-Type: application/json" \
-H "X-API-Key: $EACHLABS_API_KEY" \
-d "{
\"messages\": [{\"role\": \"user\", \"content\": \"$PROMPT\"}],
\"stream\": false
}"
echo "---"
done
Common Pitfalls
- Vague prompts produce generic results. Be specific about subject, style, and mood.
- Too many subjects in one prompt cause confusion. Focus on one main subject per image.
- Text rendering can be unreliable in most models. Use flux-kontext-pro for text-heavy images.
- Hands and fingers can be distorted. Crop or pose hands carefully if they are the focus.
- Contradictory styles (e.g., "photorealistic watercolor") confuse the model. Pick one.
- Overloaded prompts with 50+ words often degrade quality. Aim for 15-40 words of focused description.
Related Skills
Documentation
