# AI use cases for Hacker (TaroYamada08/Hacker)

Repo: [TaroYamada08/Hacker](https://github.com/TaroYamada08/Hacker) | Use cases: 4 | Page: https://dedupedai.com/use-cases/taroyamada08-hacker/

A large Jupyter Notebook based collection of cybersecurity references, scripts, labs, and training material organized by domain, AI security, certifications, and lab building.

This file holds every use case of this repo. Each one starts with a "## " heading and ends with its URL.

- Map a security learning path by domain: https://dedupedai.com/use-cases/taroyamada08-hacker/map-security-domain-learning-path/
- Build an AI security reading list from the ai folder: https://dedupedai.com/use-cases/taroyamada08-hacker/build-ai-security-reading-list/
- Collect certification prep material in one place: https://dedupedai.com/use-cases/taroyamada08-hacker/collect-certification-prep-material/
- Plan a personal cyber range from the lab section: https://dedupedai.com/use-cases/taroyamada08-hacker/plan-personal-cyber-range/

## How to map a security learning path by domain with Hacker

Repo: [TaroYamada08/Hacker](https://github.com/TaroYamada08/Hacker) | Difficulty: Beginner | Time: 15 minutes | Basis: From the README

Use the domain taxonomy to find the right starting resources for one security area.

**Who it is for:** A junior security analyst or student who wants a structured path into one area, such as application security or cloud security.

**The problem:** Cybersecurity topics are broad, and beginners often do not know which areas to study first or where the references sit.

**The outcome:** A short ordered list of domain landing pages and linked tools, labs, and references for the chosen area.

### Steps

1. Open https://github.com/TaroYamada08/Hacker in a browser.
2. Open the cybersecurity-domains folder and read the domain taxonomy.
3. Pick one domain, such as application security or cloud and container security, and open its landing page.
4. Follow the linked tools, labs, and references and note five items to study in order.
5. Save the ordered list in a notes file for weekly review. (inferred, check the README)

### Prompt to paste into your agent

```text
Using the repository TaroYamada08/Hacker, open the cybersecurity-domains folder and find the landing page for <domain>. Return an ordered list of five linked resources with one line on why each fits a beginner. Verify that every link points to a path that exists in the repository.
```

### Caveat

The README is truncated, so confirm each linked path exists in the current repository before relying on it.

Risk, reverse engineering: The domain taxonomy covers offensive areas, so practice only on systems you own or are authorized to test.

Dual-use notice: only use this on software, sites and systems you own or are authorized to test.

Disclaimer: Third-party repos we don't own or vouch for. AI-generated use cases can be wrong: review everything and run at your own risk. Full text: https://dedupedai.com/disclaimer/

URL: https://dedupedai.com/use-cases/taroyamada08-hacker/map-security-domain-learning-path/

## How to build an AI security reading list from the ai folder with Hacker

Repo: [TaroYamada08/Hacker](https://github.com/TaroYamada08/Hacker) | Difficulty: Beginner | Time: 15 minutes | Basis: From the README

Collect AI security, LLM engineering, and AI-assisted incident response references in one list.

**Who it is for:** A security engineer or AI product owner who needs to review LLM risks before shipping a feature.

**The problem:** AI security material is spread across many sources, which makes a focused review slow and uneven.

**The outcome:** A reading list grouped by AI security, LLM engineering, incident response automation, and AI governance.

### Steps

1. Open the ai folder in https://github.com/TaroYamada08/Hacker.
2. Read the top-level files to see how AI security, LLM engineering, and incident response automation are organized.
3. Open the AI ethics, privacy, and governance resources and list the items that match your review.
4. Group the chosen items into the four topics and add a one-line note for each.
5. Share the grouped list with your team as the starting point for an AI risk review. (inferred, check the README)

### Prompt to paste into your agent

```text
Using the repository TaroYamada08/Hacker, read the ai folder and produce a grouped reading list with four topics: AI security, LLM engineering, AI-assisted incident response, and AI ethics, privacy, and governance. Output three items per topic with file paths. Verify that each path exists in the repository.
```

### Caveat

The README describes the ai folder only at a high level, so check each resource's content and date before citing it in a review.

Dual-use notice: only use this on software, sites and systems you own or are authorized to test.

Disclaimer: Third-party repos we don't own or vouch for. AI-generated use cases can be wrong: review everything and run at your own risk. Full text: https://dedupedai.com/disclaimer/

URL: https://dedupedai.com/use-cases/taroyamada08-hacker/build-ai-security-reading-list/

## How to collect certification prep material in one place with Hacker

Repo: [TaroYamada08/Hacker](https://github.com/TaroYamada08/Hacker) | Difficulty: Beginner | Time: 15 minutes | Basis: From the README

Find roadmaps and exam topic references for a chosen certification without mixing domains.

**Who it is for:** A professional preparing for a certification exam who wants study material kept apart from the general domain content.

**The problem:** Exam preparation material is easy to lose among general security content, which slows study planning.

**The outcome:** A short study folder with the roadmap and exam topic references for one certification.

### Steps

1. Open the certifications folder in https://github.com/TaroYamada08/Hacker.
2. Find the roadmap for your target certification, such as the CompTIA, ISC2, or Kubernetes and CNCF entries.
3. Open the supplemental exam topics that match your certification.
4. Copy the links into a study plan with one week per topic.
5. Track practice completion in the same plan and review it each week. (inferred, check the README)

### Prompt to paste into your agent

```text
Using the repository TaroYamada08/Hacker, open the certifications folder and find the roadmap and supplemental exam topics for <certification>. Return a week-by-week study plan with links to each topic. Verify that each linked file exists in the repository.
```

### Caveat

Exam requirements change, so check the official certification body for current objectives before you schedule an exam.

Dual-use notice: only use this on software, sites and systems you own or are authorized to test.

Disclaimer: Third-party repos we don't own or vouch for. AI-generated use cases can be wrong: review everything and run at your own risk. Full text: https://dedupedai.com/disclaimer/

URL: https://dedupedai.com/use-cases/taroyamada08-hacker/collect-certification-prep-material/

## How to plan a personal cyber range from the lab section with Hacker

Repo: [TaroYamada08/Hacker](https://github.com/TaroYamada08/Hacker) | Difficulty: Intermediate | Time: 60 minutes | Basis: From the README

Use the build-your-own-lab resources to design a practice environment for security exercises.

**Who it is for:** A security trainer or student who wants a private environment for hands-on practice.

**The problem:** Setting up a safe practice environment takes planning, and it is easy to build something that does not match the training goal.

**The outcome:** A written lab plan that lists the resources to use and the systems to build.

### Steps

1. Open the build-your-own-lab folder in https://github.com/TaroYamada08/Hacker.
2. Read the lab-building and cyber range resources and note which ones match your training goal.
3. Check the labs and practice material under cybersecurity-domains for exercises that fit the lab.
4. Write a plan that lists each system, its purpose, and the resource that describes it.
5. Build the lab only on hardware or cloud accounts you own or are allowed to use. (inferred, check the README)

### Prompt to paste into your agent

```text
Using the repository TaroYamada08/Hacker, read the build-your-own-lab folder and draft a lab plan for <training goal>. The plan should list each system, its purpose, and the linked resource. Verify that every resource named in the plan exists in the repository.
```

### Caveat

The README gives only a short description of the lab section, so the actual lab setup steps must be read from the linked files.

Risk, reverse engineering: Lab exercises may include exploit and vulnerability work, so run them only in isolated environments you control.

Dual-use notice: only use this on software, sites and systems you own or are authorized to test.

Disclaimer: Third-party repos we don't own or vouch for. AI-generated use cases can be wrong: review everything and run at your own risk. Full text: https://dedupedai.com/disclaimer/

URL: https://dedupedai.com/use-cases/taroyamada08-hacker/plan-personal-cyber-range/