How harrypatria/agentic-ai-masterclass-handbook-usecases-convergeni works
This repository is a code companion to a sixteen-chapter handbook, not one deployed application. Its product workflow is for a reader to explore runnable examples that progress from AI and prompt foundations through retrieval, agents, and operational deployment. The graph preserves the major documented branches; arrows are limited to relationships visible in the README or sampled source. Many chapter examples were not sampled, so their internal calls and connections are left unspecified.
Main entry points: 01_the_six_stage_ingestion_pipeline.py Vector Knowledge Base · 01_the_ai_health_copilot.py Health Copilot · 02_wrapping_the_chapter_10_model_as_a_real_fastapi_service.py Prediction API · 02_a_fifteen_line_rag_agent.py RAG Agent
Components 23
Retrieval Systems
- Document Ingestion
chapter_03/01_the_six_stage_ingestion_pipeline.py - Vector Knowledge Base
chapter_03/01_the_six_stage_ingestion_pipeline.py - RAG Agent
chapter_03/02_a_fifteen_line_rag_agent.py - Hybrid Retrieval
chapter_04/01_hybrid_search.py - Retrieval Evaluation
chapter_04/02_a_retrieval_evaluation_harness.py
Agents and Reasoning
- Natural Language SQL
chapter_05/01_a_natural_language_to_sql_tool.py - Investment Agent
chapter_06/01_a_multi_tool_investment_analyst.py - n8n Automation
chapter_07/01_reading_a_real_n8n_workflow_s_exported_json.py - Specialist Supervisor
chapter_08/01_a_three_specialist_supervisor_team.py - Human Checkpoint
chapter_09/01_adding_a_human_checkpoint_to_a_real_sequential_pipeline.py - Vision Agent
chapter_11/01_a_vision_agent.py
ML and Operations
- Health Copilot
chapter_10/01_the_ai_health_copilot.py - QLoRA Fine-Tuning
chapter_11/02_qlora_fine_tuning.py - Prediction API
chapter_12/02_wrapping_the_chapter_10_model_as_a_real_fastapi_service.py - Multi-Service Deployment
chapter_12/01_a_real_multi_service_docker_compose_file.py - Request Security
chapter_13/01_hardening_the_chapter_12_deployment_with_rate_limiting_and_i.py - SHAP Explainability
chapter_14/01_real_shap_values.py - ITDO Operations
chapter_14/02_bolting_an_operation_layer_onto_the_chapter_10_health_copilo.py
Foundations and Cases
- AI Foundations
chapter_01/01_tracing_the_perceive.py - Prompt Engineering
chapter_02/01_measuring_the_ladder_s_first_three_rungs_on_one_real_questio.py - Capstone Evaluation
chapter_15/01b_evaluation_harness_go_no_go.py - Field Case Patterns
chapter_16
Other components
- Handbook Reader
Connections 13
- Handbook Reader → AI Foundations: explores examples
README.md - Handbook Reader → Prompt Engineering: explores examples
README.md - Handbook Reader → Document Ingestion: explores examples
README.md - Handbook Reader → Health Copilot: explores examples
README.md - Handbook Reader → Field Case Patterns: explores examples
README.md - Document Ingestion → Vector Knowledge Base: adds chunks
chapter_03/01_the_six_stage_ingestion_pipeline.py - Document Ingestion → Vector Knowledge Base: queries chunks
chapter_03/01_the_six_stage_ingestion_pipeline.py - RAG Agent → Vector Knowledge Base: uses knowledge base
chapter_03/02_a_fifteen_line_rag_agent.py - Hybrid Retrieval → Vector Knowledge Base: retrieves chunks
chapter_04/01_hybrid_search.py - Retrieval Evaluation → Vector Knowledge Base: queries collection
chapter_04/02_a_retrieval_evaluation_harness.py - Health Copilot → Prediction API: serves predictions
chapter_12/02_wrapping_the_chapter_10_model_as_a_real_fastapi_service.py - Prediction API → Request Security: hardens endpoint
chapter_12/02_wrapping_the_chapter_10_model_as_a_real_fastapi_service.py - Health Copilot → ITDO Operations: extends prediction workflow
chapter_14/02_bolting_an_operation_layer_onto_the_chapter_10_health_copilo.py