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Generative AI Programmer / Subject

Intermediate

Develop advanced code prompts, repository RAG, code embeddings, coding agents, tool integrations, repository intelligence, secure AI workflows and customized code models.

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Intermediate

127 topics
  1. Prompt Architecture
  2. Prompt Chaining
  3. Multi-Step Prompting
  4. Decomposition
  5. Self-Consistency Techniques
  6. Context Engineering
  7. Context Selection
  8. Context Compression
  9. Dynamic Prompt Construction
  10. Prompt Versioning
  11. Prompt Testing
  12. Prompt Evaluation
  13. Prompt Optimization
  14. Reusable Prompt Libraries
  15. RAG Fundamentals
  16. Code RAG
  17. Repository RAG
  18. Document Retrieval
  19. Code Retrieval
  20. Semantic Code Search
  21. Embeddings
  22. Code Embeddings
  23. Vector Databases
  24. Chunking Source Code
  25. AST-Aware Chunking
  26. Metadata Filtering
  27. Hybrid Search
  28. Reranking
  29. Query Transformation
  30. Context Assembly
  31. Repository Indexing
  32. Documentation RAG
  33. API Documentation RAG
  34. Introduction to Coding Agents
  35. Agent Architecture
  36. Agent Loops
  37. Planning Agents
  38. Tool-Using Agents
  39. Autonomous Coding Agents
  40. Repository Agents
  41. Terminal Agents
  42. Browser Agents
  43. Testing Agents
  44. Debugging Agents
  45. Code Review Agents
  46. Documentation Agents
  47. Multi-Agent Programming
  48. Agent Memory
  49. Agent State Management
  50. Agent Context Management
  51. Agent Tool Selection
  52. Agent Permissions
  53. Agent Sandboxing
  54. Human-in-the-Loop Agents
  55. Agent Observability
  56. Function Calling
  57. Tool Calling
  58. File System Tools
  59. Terminal Tools
  60. Shell Tools
  61. Git Tools
  62. GitHub Tools
  63. Database Tools
  64. Browser Tools
  65. Search Tools
  66. Compiler Tools
  67. Interpreter Tools
  68. Testing Tools
  69. Deployment Tools
  70. External API Tools
  71. Custom Tool Development
  72. Repository Understanding
  73. Repository Mapping
  74. Codebase Indexing
  75. Dependency Analysis
  76. Call Graph Analysis
  77. Symbol Search
  78. Semantic Code Search
  79. Cross-File Reasoning
  80. Repository Instructions
  81. Large Repository Context Management
  82. Repository-Wide Refactoring
  83. Repository-Wide Testing
  84. Repository Migration
  85. Automated Pull Request Generation
  86. Requirements-to-Code
  87. Specification-Driven Development
  88. AI-Assisted System Design
  89. Architecture Generation
  90. Database Schema Generation
  91. API Schema Generation
  92. Infrastructure-as-Code Generation
  93. CI/CD Generation
  94. Dependency Management
  95. Code Quality Automation
  96. Technical Debt Analysis
  97. AI-Assisted Code Maintenance
  98. AI-Assisted Software Migration
  99. Secure AI Code Generation
  100. AI Code Vulnerability Detection
  101. Static Analysis with LLMs
  102. Dependency Vulnerability Analysis
  103. Secret Detection
  104. Prompt Injection
  105. Indirect Prompt Injection
  106. Tool Injection
  107. Data Exfiltration Risks
  108. Agent Permission Security
  109. Sandbox Security
  110. Supply Chain Security
  111. Secure Tool Calling
  112. AI-Generated Code Auditing
  113. Model Selection
  114. Model Routing
  115. Fine-Tuning Fundamentals
  116. Fine-Tuning for Code
  117. Instruction Tuning
  118. Supervised Fine-Tuning
  119. Preference Optimization
  120. Synthetic Programming Data
  121. Code Dataset Preparation
  122. Data Cleaning
  123. Data Deduplication
  124. Model Evaluation
  125. Quantization
  126. Model Distillation
  127. Local Code Models

Topics

127 published topics

  1. 101 Static Analysis with LLMsLearn Static Analysis with LLMs through a detailed Generative AI Programmer lesson with a relevant example, verification, exercises, safety analysis and practice questions.Intermediate · 16 min read · 120 min learning
  2. 102 Dependency Vulnerability AnalysisLearn Dependency Vulnerability Analysis through a detailed Generative AI Programmer lesson with a relevant example, verification, exercises, safety analysis and practice questions.Intermediate · 16 min read · 120 min learning
  3. 103 Secret DetectionLearn Secret Detection through a detailed Generative AI Programmer lesson with a relevant example, verification, exercises, safety analysis and practice questions.Intermediate · 16 min read · 120 min learning
  4. 104 Prompt InjectionLearn Prompt Injection through a detailed Generative AI Programmer lesson with a relevant example, verification, exercises, safety analysis and practice questions.Intermediate · 15 min read · 120 min learning
  5. 105 Indirect Prompt InjectionLearn Indirect Prompt Injection through a detailed Generative AI Programmer lesson with a relevant example, verification, exercises, safety analysis and practice questions.Intermediate · 15 min read · 120 min learning
  6. 106 Tool InjectionLearn Tool Injection through a detailed Generative AI Programmer lesson with a relevant example, verification, exercises, safety analysis and practice questions.Intermediate · 16 min read · 120 min learning
  7. 107 Data Exfiltration RisksLearn Data Exfiltration Risks through a detailed Generative AI Programmer lesson with a relevant example, verification, exercises, safety analysis and practice questions.Intermediate · 15 min read · 120 min learning
  8. 108 Agent Permission SecurityLearn Agent Permission Security through a detailed Generative AI Programmer lesson with a relevant example, verification, exercises, safety analysis and practice questions.Intermediate · 16 min read · 120 min learning
  9. 109 Sandbox SecurityLearn Sandbox Security through a detailed Generative AI Programmer lesson with a relevant example, verification, exercises, safety analysis and practice questions.Intermediate · 16 min read · 120 min learning
  10. 110 Supply Chain SecurityLearn Supply Chain Security through a detailed Generative AI Programmer lesson with a relevant example, verification, exercises, safety analysis and practice questions.Intermediate · 16 min read · 120 min learning
  11. 111 Secure Tool CallingLearn Secure Tool Calling through a detailed Generative AI Programmer lesson with a relevant example, verification, exercises, safety analysis and practice questions.Intermediate · 16 min read · 120 min learning
  12. 112 AI-Generated Code AuditingLearn AI-Generated Code Auditing through a detailed Generative AI Programmer lesson with a relevant example, verification, exercises, safety analysis and practice questions.Intermediate · 16 min read · 120 min learning
  13. 113 Model SelectionLearn Model Selection through a detailed Generative AI Programmer lesson with a relevant example, verification, exercises, safety analysis and practice questions.Intermediate · 15 min read · 120 min learning
  14. 114 Model RoutingLearn Model Routing through a detailed Generative AI Programmer lesson with a relevant example, verification, exercises, safety analysis and practice questions.Intermediate · 15 min read · 120 min learning
  15. 115 Fine-Tuning FundamentalsLearn Fine-Tuning Fundamentals through a detailed Generative AI Programmer lesson with a relevant example, verification, exercises, safety analysis and practice questions.Intermediate · 16 min read · 120 min learning
  16. 116 Fine-Tuning for CodeLearn Fine-Tuning for Code through a detailed Generative AI Programmer lesson with a relevant example, verification, exercises, safety analysis and practice questions.Intermediate · 16 min read · 120 min learning
  17. 117 Instruction TuningLearn Instruction Tuning through a detailed Generative AI Programmer lesson with a relevant example, verification, exercises, safety analysis and practice questions.Intermediate · 15 min read · 120 min learning
  18. 118 Supervised Fine-TuningLearn Supervised Fine-Tuning through a detailed Generative AI Programmer lesson with a relevant example, verification, exercises, safety analysis and practice questions.Intermediate · 16 min read · 120 min learning
  19. 119 Preference OptimizationLearn Preference Optimization through a detailed Generative AI Programmer lesson with a relevant example, verification, exercises, safety analysis and practice questions.Intermediate · 16 min read · 120 min learning
  20. 120 Synthetic Programming DataLearn Synthetic Programming Data through a detailed Generative AI Programmer lesson with a relevant example, verification, exercises, safety analysis and practice questions.Intermediate · 16 min read · 120 min learning