{
 "schema_version": 1,
 "generated": "2026-10-23",
 "id": "callirra-ai-gpt-image-2-5-prompt-atlas--write-full-engineering-image-brief",
 "repo": "callirra-ai/gpt-image-2-5-prompt-atlas",
 "repo_url": "https://github.com/callirra-ai/gpt-image-2-5-prompt-atlas",
 "repo_slug": "callirra-ai-gpt-image-2-5-prompt-atlas",
 "title": "Write a full engineering brief for an image that must be right",
 "page_title": "How to write a full engineering brief for an image that must be right with GPT Image 2 5 Prompt Atlas",
 "summary": "Use the thirty craft cases as models for long, specified prompts that control canvas, light, and text.",
 "who": "A prompt engineer or art director who must ship a frame with exact text, counts, and lighting.",
 "problem": "Short prompts leave most decisions to the model, which makes precise frames hard to repeat.",
 "outcome": "The user has a detailed brief modeled on a craft case, adapted to their own subject and checked against the output.",
 "steps": [
  "Open the Craft cases section and pick the case closest to your target, since these run from 400 to 4,500 words.",
  "Read the prompt file for that case to see how canvas, light, materials, exact text, and counts are specified.",
  "Replace the subject and details with your own, keeping the same structure.",
  "Generate the frame on Callirra and compare it against the case frame to check the level of control you got."
 ],
 "agent_prompt": "Using the Craft cases in callirra-ai/gpt-image-2-5-prompt-atlas as a template, write a brief for <target image> that specifies canvas, light, materials, and exact text. Output the finished brief. Verify it follows the structure of the closest case and contains no em dashes.",
 "agents": [
  "any"
 ],
 "difficulty": "Intermediate",
 "time": "45 minutes",
 "basis": "readme",
 "caveat": "The craft cases show how detailed briefs were written for this atlas, and a long brief does not guarantee a correct frame on every render.",
 "category": "Content",
 "tags": [
  "Content"
 ],
 "lang": "",
 "requirements": [
  "A web browser",
  "Access to the Callirra gpt-image-2.5 form for generating images from a deep link"
 ],
 "risk": "none",
 "seen_in_the_wild": false,
 "mentioned_publicly": false,
 "risks": [],
 "best": false,
 "score": 0.8,
 "evidence": [],
 "url": "https://dedupedai.com/use-cases/callirra-ai-gpt-image-2-5-prompt-atlas/write-full-engineering-image-brief/",
 "md": "https://dedupedai.com/use-cases/callirra-ai-gpt-image-2-5-prompt-atlas/write-full-engineering-image-brief/index.md",
 "disclaimer": "Deduped lists open-source repositories that belong to other people. We do not own, maintain, audit, or vouch for any of them, and a repo appearing here is not an endorsement or a safety check. The use cases, steps, and prompts are written by AI and may be incomplete, outdated, or just wrong. Where a use case is marked \"Seen in the wild\", we link to public posts where someone described something similar, but we have not verified those posts and the use case itself is still our AI's own write-up. Use all of this at your own risk. Only run code, commands, or agents on systems and accounts you are authorized to use, and read the code and every command before you run it, especially anything that touches credentials, files, or the network. Nothing here is professional, security, legal, or financial advice. All trademarks and project names belong to their respective owners, and their use here does not imply affiliation. Content is provided as is, without warranties of any kind. Found a mistake, a safety problem, or something you want removed? Email hello@dedupedai.com and we will look at it promptly.",
 "api": "https://dedupedai.com/api/v1/usecases/callirra-ai-gpt-image-2-5-prompt-atlas--write-full-engineering-image-brief.json",
 "api_version": "v1"
}