AI Travel Planner
~3 min read
Concept & How It Works
Why Does It Exist?
Classic constraint-satisfaction + tool orchestration capstone. Proves you can coordinate APIs, maintain itinerary state, and handle user iteration.
Real-World Analogy
A travel agent juggling six browser tabs who remembers you hate 6am flights and need vegetarian restaurants.
Visual Workflows
What is AI Travel Planner?
Example
Scenario
Tokyo April, $3K, vegetarian. Agent finds HND flights $680, hotel Shinjuku $900, schedules Fushimi Inari day with metro times, highlights vegan ramen spots, total $2,840 with booking URLs.
Solution
In Capstone Projects, apply AI Travel Planner to this scenario: Tokyo April, $3K, vegetarian. Identify the inputs, run the technique, validate the output, and note one thing you would monitor in production.
Practice Task
Do this before moving to the next module — reading alone is not enough.
Open the Code Walkthrough below and run it locally. Change one parameter related to AI Travel Planner (e.g. model, temperature, top_k, or tool name), observe the difference in output, and write 2–3 sentences explaining what changed.
Code Walkthrough
Highlighted lines show where AI Travel Planner happens in the code.
1# AI Travel Planner — minimal example2from openai import OpenAI3
4client = OpenAI() # create API client5
6# Ask the model to explain this topic7response = client.chat.completions.create( # core API call for AI Travel Planner8 model="gpt-4o-mini",9 messages=[10 {"role": "system", "content": "You explain ai travel planner clearly."},11 {"role": "user", "content": f"What is ai travel planner?"},12 ],13 temperature=0,14)15print(response.choices[0].message.content) # show output for debuggingCommands to Remember
Commands to Remember
git checkout -b capstone/project-name # isolate capstone workdocker-compose up -d # run full stack locally
Common Mistakes
- Hallucinated confirmation numbers
- Ignoring transit time between activities
- No budget sum validation
Cheat Sheet
Quick recap — the most important points from this module.
Cheat Sheet
quick ref- •Live prices + timestamp
- •Constraint satisfaction
- •Booking links not fake confirms