AI in 2024

ChatGPT's Plateau and the Rise of Agents

Talk Materials

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Sample Database Download

Method Comparison

Method Time Spent On Core Capabilities Corresponding Level Resource Links
1. Manual
SQLite Browser + Excel
Manual copy-paste, switching apps
Finding and correcting errors
Attention to detail
SQL syntax
Junior Analyst Example Spreadsheet
2. ChatGPT Collecting information for AI
Copy-pasting code and error messages
Building prompts
SQL table structure
Junior Analyst POE Example
3. Agent V1
(Single-step)
Open WebUI
Task decomposition
Guiding AI
Problem decomposition
Agent capabilities
High-level SQL validation
Senior Analyst SQLite Agent
4. Agent V2
(Multi-step + Limited Tools)
Claude Desktop + MCP
Data-driven thinking and judgment
Screenshots, report writing
Data analysis and reporting Tech Lead MCP Documentation
5. Agent V3
(Multi-step + Custom Tools)
Windsurf / Cursor
Defining problems and success criteria
Guiding AI in systematic open-ended analysis
Problem definition
AI guidance and management
Manager (No
head count limit)
Modified Cursor

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