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(Level 1 — Main Topic, Level 2 — Branch, Level 3 — Sub-branch, Level 4 —…
Level 1 — Main Topic
Level 2 — Branch
Level 3 — Sub-branch
Level 4 — Details
AI Engineering Portfolio
About Me
AI Focus
Building intelligent AI systems
AI Engineering Portfolio
About Me
AI Assistants
Natural user interaction + task execution
AI Engineering Portfolio
About Me
Autonomous Agents
Research, planning, reasoning, execution
AI Engineering Portfolio
About Me
Multi-Agent Systems
Specialized agents collaborating
AI Engineering Portfolio
About Me
Goal
Useful, reliable, real-world AI systems
AI Engineering Portfolio
Featured Projects
01 — AI Personal Assistant
Intelligent everyday AI companion
AI Engineering Portfolio
AI Personal Assistant
Features
Natural-language conversation
AI Engineering Portfolio
AI Personal Assistant
Features
Conversation memory
AI Engineering Portfolio
AI Personal Assistant
Features
Web search
AI Engineering Portfolio
AI Personal Assistant
Features
Text/document summarization
AI Engineering Portfolio
AI Personal Assistant
Features
Task & reminder management
AI Engineering Portfolio
AI Personal Assistant
Features
Calculator & utility tools
AI Engineering Portfolio
AI Personal Assistant
Features
Voice input
AI Engineering Portfolio
AI Personal Assistant
Features
AI-generated voice responses
AI Engineering Portfolio
AI Personal Assistant
Features
Tool calling
AI Engineering Portfolio
AI Personal Assistant
Architecture
User → Chat/Voice → AI Assistant
AI Engineering Portfolio
AI Personal Assistant
Architecture
Memory + Tools + Search → Response
AI Engineering Portfolio
AI Personal Assistant
Technology
Python
AI Engineering Portfolio
AI Personal Assistant
Technology
LLM API
AI Engineering Portfolio
AI Personal Assistant
Technology
SQLite
AI Engineering Portfolio
AI Personal Assistant
Technology
Speech-to-Text
AI Engineering Portfolio
AI Personal Assistant
Technology
Text-to-Speech
AI Engineering Portfolio
AI Personal Assistant
Technology
Web Search
AI Engineering Portfolio
02 — Autonomous Research Agent
Purpose
Investigates questions independently
AI Engineering Portfolio
Autonomous Research Agent
Workflow
User Question
AI Engineering Portfolio
Autonomous Research Agent
Workflow
Planner
AI Engineering Portfolio
Autonomous Research Agent
Workflow
Break into Research Tasks
AI Engineering Portfolio
Autonomous Research Agent
Workflow
Web Search
AI Engineering Portfolio
Autonomous Research Agent
Workflow
Collect Sources
AI Engineering Portfolio
Autonomous Research Agent
Workflow
Analyze Information
AI Engineering Portfolio
Autonomous Research Agent
Workflow
Compare Findings
AI Engineering Portfolio
Autonomous Research Agent
Workflow
Generate Report
AI Engineering Portfolio
Autonomous Research Agent
Workflow
Cited Final Answer
AI Engineering Portfolio
Autonomous Research Agent
Features
Autonomous web research
AI Engineering Portfolio
Autonomous Research Agent
Features
Task decomposition
AI Engineering Portfolio
Autonomous Research Agent
Features
Source collection
AI Engineering Portfolio
Autonomous Research Agent
Features
Information comparison
AI Engineering Portfolio
Autonomous Research Agent
Features
Automatic report generation
AI Engineering Portfolio
Autonomous Research Agent
Features
Source citations
AI Engineering Portfolio
Autonomous Research Agent
Features
Iterative research
AI Engineering Portfolio
Autonomous Research Agent
Features
Research verification
AI Engineering Portfolio
Autonomous Research Agent
Technology
Python
AI Engineering Portfolio
Autonomous Research Agent
Technology
LLM
AI Engineering Portfolio
Autonomous Research Agent
Technology
Web Search APIs
AI Engineering Portfolio
Autonomous Research Agent
Technology
Document Processing
AI Engineering Portfolio
Autonomous Research Agent
Technology
Vector Database
AI Engineering Portfolio
03 — Multi-Agent AI System
Concept
Multiple specialized AI agents
AI Engineering Portfolio
Multi-Agent AI System
Agents
Planner Agent
AI Engineering Portfolio
Multi-Agent AI System
Agents
Research Agent
AI Engineering Portfolio
Multi-Agent AI System
Agents
Developer Agent
AI Engineering Portfolio
Multi-Agent AI System
Agents
Testing Agent
AI Engineering Portfolio
Multi-Agent AI System
Agents
Reviewer Agent
AI Engineering Portfolio
Multi-Agent AI System
Workflow
User → Planner
AI Engineering Portfolio
Multi-Agent AI System
Workflow
Research + Developer + Data Agents
AI Engineering Portfolio
Multi-Agent AI System
Workflow
Testing Agent
AI Engineering Portfolio
Multi-Agent AI System
Workflow
Reviewer Agent
AI Engineering Portfolio
Multi-Agent AI System
Workflow
Pass → Final Result
AI Engineering Portfolio
Multi-Agent AI System
Workflow
Fail → Developer → Improvement
AI Engineering Portfolio
Multi-Agent AI System
Example
Build a weather dashboard
AI Engineering Portfolio
Multi-Agent AI System
Technology
Python
AI Engineering Portfolio
Multi-Agent AI System
Technology
LLM APIs
AI Engineering Portfolio
Multi-Agent AI System
Technology
Agent Frameworks
AI Engineering Portfolio
Multi-Agent AI System
Technology
APIs
AI Engineering Portfolio
Multi-Agent AI System
Technology
Databases
AI Engineering Portfolio
Multi-Agent AI System
Technology
Git/GitHub
AI Engineering Portfolio
Skills
AI & Machine Learning
Large Language Models
AI Engineering Portfolio
Skills
AI & Machine Learning
Prompt Engineering
AI Engineering Portfolio
Skills
AI & Machine Learning
RAG
AI Engineering Portfolio
Skills
AI & Machine Learning
Embeddings
AI Engineering Portfolio
Skills
AI & Machine Learning
Vector Databases
AI Engineering Portfolio
Skills
AI Agents
Tool Calling
AI Engineering Portfolio
Skills
AI Agents
AI Evaluation
AI Engineering Portfolio
Skills
AI Agents
Agent Development
AI Engineering Portfolio
Skills
AI Agents
Autonomous Agents
AI Engineering Portfolio
Skills
AI Agents
Multi-Agent Systems
AI Engineering Portfolio
Skills
AI Agents
Agent Orchestration
AI Engineering Portfolio
Skills
AI Agents
Planning & Task Decomposition
AI Engineering Portfolio
Skills
AI Agents
Memory Systems
AI Engineering Portfolio
Skills
AI Agents
Workflow Automation
AI Engineering Portfolio
Skills
Development
Python
AI Engineering Portfolio
Skills
Development
REST
AI Engineering Portfolio
Skills
Development
SQL
AI Engineering Portfolio
Skills
Development
JSON
AI Engineering Portfolio
Skills
Development
Git/GitHub
AI Engineering Portfolio
Skills
Development
Web Applications
AI Engineering Portfolio
Skills
AI Tools & Frameworks
LLM APIs
AI Engineering Portfolio
Skills
AI Tools & Frameworks
LangChain / LangGraph
AI Engineering Portfolio
Skills
AI Tools & Frameworks
Vector Databases
AI Engineering Portfolio
Skills
AI Tools & Frameworks
Speech-to-Text
AI Engineering Portfolio
Skills
AI Tools & Frameworks
Text-to-Speech
AI Engineering Portfolio
Skills
AI Tools & Frameworks
Web Search APIs
AI Engineering Portfolio
Development Journey
Level 1 — AI Assistant
User → AI → Tools → Response
AI Engineering Portfolio
Development Journey
Level 2 — Autonomous Agent
Goal → Plan → Research → Reason → Execute → Verify
AI Engineering Portfolio
Development Journey
Level 3 — Multi-Agent System
User → Planner → Specialized Agents → Evaluation → Result
AI Engineering Portfolio
What Projects Demonstrate
Core Capabilities
Understand
AI Engineering Portfolio
What Projects Demonstrate
Core Capabilities
Plan
AI Engineering Portfolio
What Projects Demonstrate
Core Capabilities
Search
AI Engineering Portfolio
What Projects Demonstrate
Core Capabilities
Reason
AI Engineering Portfolio
What Projects Demonstrate
Core Capabilities
Use Tools
AI Engineering Portfolio
What Projects Demonstrate
Core Capabilities
Collaborate
AI Engineering Portfolio
What Projects Demonstrate
Core Capabilities
Evaluate
AI Engineering Portfolio
What Projects Demonstrate
Core Capabilities
Execute
AI Engineering Portfolio
Portfolio Structure
ai-personal-assistant
app / tools / memory / voice / tests
AI Engineering Portfolio
Portfolio Structure
autonomous-research-agent
agents / research / search / reports / evaluation
AI Engineering Portfolio
Portfolio Structure
multi-agent-system
agents / workflows / tools
AI Engineering Portfolio
Portfolio Structure
Multi-Agent Agents
planner / researcher / developer / tester / reviewer