2025-10-17

topics

I. CORE GENERATIVE AI & ORCHESTRATION

RAG Architecture

• Sub-Skills: Enterprise RAG Pipeline Design, Advanced Retrieval, Data Pre-processing
• Topics:
  • Retrieval-Augmented Generation (RAG)
  • Hybrid Search, Graph RAG, Re-ranking, Context Compression
  • Intelligent Text Chunking, Embedding Workflows, Parsing (LlamaParse/Unstructured.io)

Agent Engineering

• Sub-Skills: Autonomous Systems, Workflow Tools
• Topics:
  • CrewAI, LangGraph, AutoGen
  • LangChain, LlamaIndex (Workflows), Multi-Step Reasoning

Model & Prompting

• Sub-Skills: LLM Expertise, Cost Control
• Topics:
  • Generative AI Modeling, LLM Prompt Engineering
  • LLM API Integration (OpenAI, Claude, Gemini/Bedrock)
  • Intelligent Model Routing, Token Cost Optimization

II. BACKEND & DATA INFRASTRUCTURE

API & Backend Layer

• Sub-Skills: High-Performance Serving, General Backend
• Topics:
  • Python (Expert Proficiency), FastAPI (Async API), Flask
  • Node.js, Express.js, TypeScript

Knowledge Stores

• Sub-Skills: Vector Databases, Relational/NoSQL
• Topics:
  • Pinecone, Qdrant, AWS OpenSearch (Vector Indexing)
  • PostgreSQL, MongoDB, DynamoDB, SQL

III. MLOPS & PRODUCTION ENGINEERING

Cloud Deployment

• Sub-Skills: Serverless Architecture, High-Load Processing
• Topics:
  • AWS Lambda, API Gateway, AWS S3
  • AWS SQS (Message Queues), AWS Batch, AWS Step Functions

Operational Health

• Sub-Skills: LLMOps & MLOps, Monitoring & Risk
• Topics:
  • Docker, CI/CD Pipelines (GitHub Actions), MLOps Best Practices
  • Model Drift Detection, Semantic Validation, Cost Optimization

IV. FULL-STACK INTEGRATION & AUTOMATION

Business Automation

• Sub-Skills: Workflow Orchestration
• Topics:
  • n8n Workflow Automation, Make (Integromat), Zapier

UI/Full-Stack

• Sub-Skills: Conversational Interface
• Topics:
  • Next.js, React.js, Conversational UI Design

External Integration

• Sub-Skills: API & Services
• Topics:
  • Stripe, Twilio, CRM/ERP Integration, Custom API Development (REST)