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+# Ability Acquisition: Enhancing Your Agent's Capabilities
+
+## Introduction
+- Understanding the Importance of Ability Acquisition
+- The Concept of Abilities in AutoGPT
+
+## Section 1: Identifying Necessary Abilities
+- Analyzing the Requirements for Your Agent
+- Categorizing Abilities: Core vs. Supplementary
+
+## Section 2: Developing Abilities for Your Agent
+- Integrating Existing Abilities from the Forge
+- Developing Custom Abilities: A Step-by-step Guide
+
+## Section 3: Implementing and Executing Abilities
+- Utilizing the Agent Protocol for Ability Implementation
+- Executing Abilities: Task and Step Execution
+- Example: Developing and Executing an Ability using Task and Step Schemas
+
+## Section 4: Encoding Abilities in Prompts for LLM Selection
+- Understanding the Concept of Prompt Engineering
+- Strategies for Effective Ability Encoding in Prompts
+- Practical Examples: Encoding Various Abilities in Prompts
+
+## Section 5: Testing and Debugging Abilities
+- Employing Test-Driven Development for Ability Testing
+- Debugging Common Issues in Ability Implementation
+
+## Conclusion
+- Recap of the Tutorial
+- Preparing Your Agent for Ability Integration and Enhancement
+
+## Additional Resources
+- Links to Documentation and Ability Development Guides
+- Community Discussions on Ability Development
+
+## Appendix
+- Examples of Ability Implementations
+- Glossary of Ability-Related Terms
+
diff --git a/autogpts/forge/tutorials/005_adding_skills.md b/autogpts/forge/tutorials/005_adding_skills.md
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-# Skill Acquisition: Enhancing Your Agent's Capabilities
-
-## Introduction
-- Understanding the Importance of Skill Acquisition
-- The Concept of Skills in AutoGPT
-
-## Section 1: Identifying Necessary Skills
-- Analyzing the Requirements for Your Agent
-- Categorizing Skills: Core vs. Supplementary
-
-## Section 2: Developing Skills for Your Agent
-- Integrating Existing Skills from the Forge
-- Developing Custom Skills: A Step-by-step Guide
-
-## Section 3: Implementing and Executing Skills
-- Utilizing the Agent Protocol for Skill Implementation
-- Executing Skills: Task and Step Execution
-- Example: Developing and Executing a Skill using Task and Step Schemas
-
-## Section 4: Encoding Skills in Prompts for LLM Selection
-- Understanding the Concept of Prompt Engineering
-- Strategies for Effective Skill Encoding in Prompts
-- Practical Examples: Encoding Various Skills in Prompts
-
-## Section 5: Testing and Debugging Skills
-- Employing Test-Driven Development for Skill Testing
-- Debugging Common Issues in Skill Implementation
-
-## Conclusion
-- Recap of the Tutorial
-- Preparing Your Agent for Skill Integration and Enhancement
-
-## Additional Resources
-- Links to Documentation and Skill Development Guides
-- Community Discussions on Skill Development
-
-## Appendix
-- Examples of Skill Implementations
-- Glossary of Skill-Related Terms