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+---
+tags:
+  - Documentation
+  - Bookstack
+  - Notes
+---
+# AI Development
+
+# AI Development Prompt Templates
+
+Here is a clean, professional, and well-structured markdown template based on your provided prompts. I have eliminated redundancies (like the duplicated review points), organized the sections into logical modules, and formatted it so you can quickly copy-paste it whenever you need AI-assisted development.
+
+# AI Development Prompt Templates
+
+## 1. Code Generation
+
+Use this prompt when you need to build a new class, module, or specific functionality from scratch.
+
+<div class="code-block ng-tns-c1605810258-63 ng-animate-disabled ng-trigger ng-trigger-codeBlockRevealAnimation" id="bkmrk-plaintext"><div class="formatted-code-block-internal-container ng-tns-c1605810258-63"><div class="animated-opacity ng-tns-c1605810258-63"><div class="code-block-decoration header-formatted gds-emphasized-body-m ng-tns-c1605810258-63 ng-star-inserted"><span class="ng-tns-c1605810258-63">Plaintext</span><div class="buttons ng-tns-c1605810258-63 ng-star-inserted"></div></div></div></div></div>```
+Act as an expert software engineer. I need to implement the following functionality:
+- **Task:** [e.g., Create a class/module for a rate-limiter]
+- **Language/Framework:** [programming language/framework]
+
+### Key Requirements
+1. [Requirement 1]
+2. [Requirement 2]
+3. [Requirement 3]
+
+### Implementation Guidelines
+- Include a proper constructor/initialization method.
+- Implement main public methods with clear docstrings.
+- Break down complex logic into private helper methods where appropriate.
+- Ensure proper encapsulation and strict adherence to OOP principles.
+- Implement thorough error handling and guard against edge cases.
+- Optimize for performance and follow best practices for [language/framework].
+- Do not unnecessarily remove any context. Include clear inline comments explaining the core logic.
+
+```
+
+<div class="code-block ng-tns-c1605810258-63 ng-animate-disabled ng-trigger ng-trigger-codeBlockRevealAnimation" id="bkmrk--1"><div class="formatted-code-block-internal-container ng-tns-c1605810258-63"><div class="animated-opacity ng-tns-c1605810258-63"></div></div></div>## 2. Code Review &amp; Explanation
+
+Use this prompt when you want to deeply understand an existing piece of code and identify potential vulnerabilities or flaws.
+
+<div class="code-block ng-tns-c1605810258-64 ng-animate-disabled ng-trigger ng-trigger-codeBlockRevealAnimation" id="bkmrk-plaintext-1"><div class="formatted-code-block-internal-container ng-tns-c1605810258-64"><div class="animated-opacity ng-tns-c1605810258-64"><div class="code-block-decoration header-formatted gds-emphasized-body-m ng-tns-c1605810258-64 ng-star-inserted"><span class="ng-tns-c1605810258-64">Plaintext</span><div class="buttons ng-tns-c1605810258-64 ng-star-inserted"></div></div></div></div></div>```
+Act as a senior code reviewer. Please review and explain the following code snippet in detail:
+
+---
+[PASTE CODE HERE]
+---
+
+### Analysis Requested
+1. **Purpose:** What is the primary objective of this code section?
+2. **Step-by-Step Walkthrough:** How does it execute line-by-line?
+3. **Evaluation:** Are there any potential issues or limitations with this approach?
+
+### Evaluation Criteria
+Please evaluate the code against the following lenses:
+- **Code Quality:** Readability, maintainability, and adherence to clean code standards.
+- **Robustness:** Potential bugs, unhandled edge cases, or missing error states.
+- **Performance:** Execution bottlenecks or optimization opportunities.
+- **Security:** Any vulnerabilities or safety concerns.
+
+Provide specific suggestions for improvement and explain the reasoning behind each recommendation.
+
+```
+
+<div class="code-block ng-tns-c1605810258-64 ng-animate-disabled ng-trigger ng-trigger-codeBlockRevealAnimation" id="bkmrk--4"><div class="formatted-code-block-internal-container ng-tns-c1605810258-64"><div class="animated-opacity ng-tns-c1605810258-64"></div></div></div>## 3. Code Refactoring &amp; Rewriting
+
+Use this prompt when you have working code but want to elevate it to production-grade quality.
+
+<div class="code-block ng-tns-c1605810258-65 ng-animate-disabled ng-trigger ng-trigger-codeBlockRevealAnimation" id="bkmrk-plaintext-2"><div class="formatted-code-block-internal-container ng-tns-c1605810258-65"><div class="animated-opacity ng-tns-c1605810258-65"><div class="code-block-decoration header-formatted gds-emphasized-body-m ng-tns-c1605810258-65 ng-star-inserted"><span class="ng-tns-c1605810258-65">Plaintext</span><div class="buttons ng-tns-c1605810258-65 ng-star-inserted"></div></div></div></div></div>```
+Act as a principal engineer. Please review and rewrite the following code to make it production-ready, highly optimized, and maintainable.
+
+---
+[PASTE CODE HERE]
+---
+
+### Refactoring Requirements
+Please refactor the code while prioritizing the following:
+- **Robustness:** Add comprehensive error handling and address edge cases.
+- **Performance:** Optimize execution time and memory footprint where applicable.
+- **Security:** Fix any potential security vulnerabilities.
+- **Clean Code:** Improve readability, maintainability, and alignment with modern language best practices.
+
+Please provide the final refactored code with clear comments, accompanied by a brief summary of the key improvements made and why they were necessary.
+```