Agent Goals
An AI agent works toward a goal. The goal is a high-level objective given by a human. The agent is responsible for figuring out how to achieve it.
How Goals Work in AI Agents
A goal is a high-level description of what needs to be accomplished.
The agent:
1. Receives the goal from the user
2. Breaks it down into sub-goals or steps
3. Plans which tools or actions to use for each step
4. Executes the plan step by step
5. Checks whether the goal has been achieved after each step
6. Adjusts if something did not work as expected
Example goal: 'Find the top 5 Python libraries for data visualization, check their GitHub star counts, and create a comparison table.'
This requires multiple steps: search the web, visit pages, extract data, compare, format as a table. A goal-driven agent does all of this automatically.
Deep Learning ⊂ Machine Learning ⊂ Artificial Intelligence
Good vs Poor Goals for AI Agents
- Good goal: specific, measurable outcome. 'Research the top 3 competitors, collect their pricing pages, and draft a pricing strategy comparison in a table format'
- Poor goal: too vague. 'Do some research' - the agent has no clear direction or success criterion
- Good goal: clear scope. 'Analyze the last 30 days of sales data in sales_report.csv and identify the 5 best-selling products'
- Poor goal: unlimited scope. 'Find all problems in our business' - impossible to complete and evaluate
- Good goal: actionable. 'Set up a Python project with Flask, create a hello world route, and run the server'
- Poor goal: output-dependent on human judgment. 'Write something creative about AI'
Key Takeaways
- An AI agent works toward a goal.
- Good goal: specific, measurable outcome. 'Research the top 3 competitors, collect their pricing pages, and draft a pricing strategy comparison in a table format'
- Poor goal: too vague. 'Do some research' - the agent has no clear direction or success criterion
- Good goal: clear scope. 'Analyze the last 30 days of sales data in sales_report.csv and identify the 5 best-selling products'