{
 "schema_version": 1,
 "generated": "2026-10-24",
 "id": "elite588-hacker--find-ai-security-references-for-llm-review",
 "repo": "Elite588/Hacker",
 "repo_url": "https://github.com/Elite588/Hacker",
 "repo_slug": "elite588-hacker",
 "title": "Find vetted AI security references for an LLM review",
 "page_title": "How to find vetted AI security references for an LLM review with Hacker",
 "summary": "Locate the AI security and LLM engineering references in the ai folder for an app review.",
 "who": "An AppSec engineer who has been asked to review a feature that sends user input to a large language model and needs reference material before the review.",
 "problem": "Searching the web for AI security guidance returns mixed quality results with no clear structure.",
 "outcome": "A short list of AI security and LLM engineering resources from the repo, each with its path and purpose, to use as review references.",
 "steps": [
  "Run `git clone https://github.com/Elite588/Hacker.git` to get a local copy, or browse the repo on GitHub. (inferred, check the README)",
  "Open the ai/ folder, which the README says contains AI security and LLM engineering resources.",
  "List the files and subfolders that cover AI security.",
  "Note each resource path, title, and what it covers.",
  "Read the chosen resources and record which review checks they support."
 ],
 "agent_prompt": "Using the GitHub repository Elite588/Hacker, open the ai/ folder and list the AI security and LLM engineering resources relevant to reviewing <target LLM application>. Report a table with resource name, path, and one-line purpose. Verify that every path you report exists in the repository tree before including it.",
 "agents": [
  "any"
 ],
 "difficulty": "Intermediate",
 "time": "30 minutes",
 "basis": "readme",
 "caveat": "The README gives only folder-level descriptions, so the specific files inside ai/ must be opened and checked before you rely on them.",
 "category": "Security and science",
 "tags": [
  "Security and science"
 ],
 "lang": "jupyter notebook",
 "requirements": [
  "A web browser to read the repository on GitHub",
  "git, if you want a local clone (optional)",
  "Time to read the folder pages and check the license of any tool you plan to use"
 ],
 "risk": "dual-use",
 "seen_in_the_wild": false,
 "mentioned_publicly": false,
 "risks": [],
 "best": true,
 "score": 1.0,
 "evidence": [],
 "url": "https://dedupedai.com/use-cases/elite588-hacker/find-ai-security-references-for-llm-review/",
 "md": "https://dedupedai.com/use-cases/elite588-hacker/find-ai-security-references-for-llm-review/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/elite588-hacker--find-ai-security-references-for-llm-review.json",
 "api_version": "v1"
}