Test Drive: Swarm by Nat Taylor

Test Drive: Swarm

Published on Oct 14, 2024.

WordPress database error: [<div style="clear:both"> </div><div class="queries" style="clear:both; margin_bottom:2px; border: red dotted thin;">Queries made or created this session were<br/> <ol> <li>Raw query: SELECT * FROM wp_options WHERE </li> <li>Rewritten: SELECT * FROM wp_options WHERE </li> <li>With Placeholders: SELECT * FROM wp_options WHERE </li> <li>Prepare: SELECT * FROM wp_options WHERE </li> </ol> </div><div style="clear:both; margin_bottom:2px; border: red dotted thin;" class="error_message" style="border-bottom:dotted blue thin;">Error occurred at line 1644 in Function prepare_query. <br/> Error message was: Problem preparing the PDO SQL Statement. Error was: SQLSTATE[HY000]: General error: 1 incomplete input </div><pre>#0 /home/nattaylor/public_html/wordpress/wp-content/db.php(2746): WP_SQLite_DB\PDOEngine->get_error_message() #1 /home/nattaylor/public_html/wordpress/wp-content/db.php(3484): WP_SQLite_DB\wpsqlitedb->query('...') #2 /home/nattaylor/public_html/wordpress/wp-content/db.php(2952): WP_SQLite_DB\PDOSQLiteDriver->execute_duplicate_key_update() #3 /home/nattaylor/public_html/wordpress/wp-content/db.php(1893): WP_SQLite_DB\PDOSQLiteDriver->rewrite_query('...', '...') #4 /home/nattaylor/public_html/wordpress/wp-content/db.php(1357): WP_SQLite_DB\PDOEngine->execute_insert_query_new('...') #5 /home/nattaylor/public_html/wordpress/wp-content/db.php(2739): WP_SQLite_DB\PDOEngine->query('...') #6 /home/nattaylor/public_html/wordpress/wp-includes/option.php(1143): WP_SQLite_DB\wpsqlitedb->query('...') #7 /home/nattaylor/public_html/wordpress/wp-includes/option.php(1552): add_option('...', 1758133003, '', '...') #8 /home/nattaylor/public_html/wordpress/wp-content/plugins/syntax-highlighting-code-block/inc/functions.php(671): set_transient('...', Array, 2592000) #9 /home/nattaylor/public_html/wordpress/wp-includes/class-wp-block.php(586): Syntax_Highlighting_Code_Block\render_block(Array, '...', Object(WP_Block)) #10 /home/nattaylor/public_html/wordpress/wp-includes/blocks.php(2359): WP_Block->render() #11 /home/nattaylor/public_html/wordpress/wp-includes/blocks.php(2431): render_block(Array) #12 /home/nattaylor/public_html/wordpress/wp-includes/class-wp-hook.php(324): do_blocks('...') #13 /home/nattaylor/public_html/wordpress/wp-includes/plugin.php(205): WP_Hook->apply_filters('...', Array) #14 /home/nattaylor/public_html/wordpress/wp-includes/post-template.php(256): apply_filters('...', '...') #15 /home/nattaylor/public_html/wordpress/wp-content/themes/ntdc/index.php(70): the_content() #16 /home/nattaylor/public_html/wordpress/wp-includes/template-loader.php(106): include('...') #17 /home/nattaylor/public_html/wordpress/wp-blog-header.php(19): require_once('...') #18 /home/nattaylor/public_html/wordpress/index.php(17): require('...') </pre>]
SELECT * FROM wp_options WHERE

WordPress database error: [<div style="clear:both"> </div><div class="queries" style="clear:both; margin_bottom:2px; border: red dotted thin;">Queries made or created this session were<br/> <ol> <li>Raw query: SELECT * FROM wp_options WHERE </li> <li>Rewritten: SELECT * FROM wp_options WHERE </li> <li>With Placeholders: SELECT * FROM wp_options WHERE </li> <li>Prepare: SELECT * FROM wp_options WHERE </li> </ol> </div><div style="clear:both; margin_bottom:2px; border: red dotted thin;" class="error_message" style="border-bottom:dotted blue thin;">Error occurred at line 1644 in Function prepare_query. <br/> Error message was: Problem preparing the PDO SQL Statement. Error was: SQLSTATE[HY000]: General error: 1 incomplete input </div><pre>#0 /home/nattaylor/public_html/wordpress/wp-content/db.php(2746): WP_SQLite_DB\PDOEngine->get_error_message() #1 /home/nattaylor/public_html/wordpress/wp-content/db.php(3484): WP_SQLite_DB\wpsqlitedb->query('...') #2 /home/nattaylor/public_html/wordpress/wp-content/db.php(2952): WP_SQLite_DB\PDOSQLiteDriver->execute_duplicate_key_update() #3 /home/nattaylor/public_html/wordpress/wp-content/db.php(1893): WP_SQLite_DB\PDOSQLiteDriver->rewrite_query('...', '...') #4 /home/nattaylor/public_html/wordpress/wp-content/db.php(1357): WP_SQLite_DB\PDOEngine->execute_insert_query_new('...') #5 /home/nattaylor/public_html/wordpress/wp-content/db.php(2739): WP_SQLite_DB\PDOEngine->query('...') #6 /home/nattaylor/public_html/wordpress/wp-includes/option.php(1143): WP_SQLite_DB\wpsqlitedb->query('...') #7 /home/nattaylor/public_html/wordpress/wp-includes/option.php(1554): add_option('...', Array, '', '...') #8 /home/nattaylor/public_html/wordpress/wp-content/plugins/syntax-highlighting-code-block/inc/functions.php(671): set_transient('...', Array, 2592000) #9 /home/nattaylor/public_html/wordpress/wp-includes/class-wp-block.php(586): Syntax_Highlighting_Code_Block\render_block(Array, '...', Object(WP_Block)) #10 /home/nattaylor/public_html/wordpress/wp-includes/blocks.php(2359): WP_Block->render() #11 /home/nattaylor/public_html/wordpress/wp-includes/blocks.php(2431): render_block(Array) #12 /home/nattaylor/public_html/wordpress/wp-includes/class-wp-hook.php(324): do_blocks('...') #13 /home/nattaylor/public_html/wordpress/wp-includes/plugin.php(205): WP_Hook->apply_filters('...', Array) #14 /home/nattaylor/public_html/wordpress/wp-includes/post-template.php(256): apply_filters('...', '...') #15 /home/nattaylor/public_html/wordpress/wp-content/themes/ntdc/index.php(70): the_content() #16 /home/nattaylor/public_html/wordpress/wp-includes/template-loader.php(106): include('...') #17 /home/nattaylor/public_html/wordpress/wp-blog-header.php(19): require_once('...') #18 /home/nattaylor/public_html/wordpress/index.php(17): require('...') </pre>]
SELECT * FROM wp_options WHERE

Today I’m test driving swarm, an “Educational framework exploring ergonomic, lightweight multi-agent orchestration. Managed by OpenAI Solution team.” My task will be to get the agents to take a customer problem, define requirements, and write some code. The process is simple:

Define your agent’s instructions
Define any tools
Run the swam

Adding the step for the PM to define requirements does seem to help the SWE agent. I like that it prints everything so you can see the tool calls that are being made.

from swarm import Swarm, Agent
from rich import print

client = Swarm()

def ask_for_code(requirements):
    return swe

pm = Agent(
    name="Product Manager",
    instructions = "Based on the problem statment, you produce simple requirements for the software engineer.  You ask the software engineer for code with the requirements you determine.",
    functions=[ask_for_code],
)

swe = Agent(
    name="Software Engineer",
    instructions="You are a python Flask expert who implements solutions in python Flask.  You produce code.",
)

response = client.run(
    agent=pm,
    messages=[{"role": "user", "content": "It takes too long to get a weather forecast, so I need you to implement a script that calls the NWS weather API"}],
    model_override='gpt-4o-mini',
)

Results

Certainly! Below is a Python Flask application that calls the NWS (National Weather Service) weather API to get the current weather forecast based on user-provided latitude and longitude. The application handles errors gracefully and returns the current temperature and weather conditions.

from flask import Flask, request, jsonify
import requests

app = Flask(__name__)

NWS_API_BASE_URL = "https://api.weather.gov/points"

def get_weather_forecast(latitude, longitude):
    # Getting the forecast URL from NWS API using latitude and longitude
    forecast_url = f"{NWS_API_BASE_URL}/{latitude},{longitude}"
    
    try:
        response = requests.get(forecast_url)
        response.raise_for_status()  # Raise an error for bad responses
        forecast_data = response.json()
        
        # Extract the forecast URL from the response
        forecast_api_url = forecast_data['properties']['forecast']
        
        # Fetching the actual forecast
        forecast_response = requests.get(forecast_api_url)
        forecast_response.raise_for_status()
        forecast_details = forecast_response.json()
        
        # Extracting current conditions
        current_conditions = forecast_details['properties']['currentObservations'][0]
        temperature = current_conditions['temperature']
        weather = current_conditions['shortForecast']
        
        return {
            'temperature': temperature,
            'weather': weather
        }
    except requests.exceptions.HTTPError as http_err:
        return {'error': f'HTTP error occurred: {http_err}'}, 400
    except Exception as err:
        return {'error': f'An error occurred: {err}'}, 400

@app.route('/weather', methods=['GET'])
def weather():
    # Getting latitude and longitude from query parameters
    latitude = request.args.get('lat')
    longitude = request.args.get('lon')
    
    if not latitude or not longitude:
        return jsonify({'error': 'Please provide latitude and longitude as query parameters.'}), 400
    
    weather_data = get_weather_forecast(latitude, longitude)
    
    return jsonify(weather_data)

if __name__ == '__main__':
    app.run(debug=True)

Instructions to Run:

Install Flask and Requests: Make sure you have
the Flask and requests libraries installed.
You can install them using pip:
```
pip install Flask requests
```
Save the code: Save the above code in a file
named app.py.
Run the Flask app:
```
python app.py
```
Accessing the API: You can access the weather
forecast by going to the following endpoint in your web browser or using
a tool like Postman:
```
http://127.0.0.1:5000/weather?lat=38.4247341&lon=-86.9624086
```
Make sure to replace lat and lon with the
desired latitude and longitude values.

This application will return the current temperature and weather conditions for the specified location.

Nat Taylor — Blog, AI, Product Management & Tinkering

Test Drive: Swarm

Results

Instructions to Run:

Post Navigation