• About TC
  • Affiliate Disclaimer
  • Privacy Policy
  • TOS
  • Contact
Tuesday, June 10, 2025
Techcratic
  • TC
  • AI
    Artificial Intelligence

    7 Python Errors That Are Actually Features

    Artificial Intelligence

    10 Awesome OCR Models for 2025

    Artificial Intelligence

    5 Error Handling Patterns in Python (Beyond Try-Except)

    Artificial Intelligence

    Top 5 Alternative Data Career Paths and How to Learn Them for Free

    Artificial Intelligence

    Implementing Machine Learning Pipelines with Apache Spark

    Artificial Intelligence

    Learn Power BI for Free This Week

    Artificial Intelligence

    Build GraphRAG applications using Amazon Bedrock Knowledge Bases

    Artificial Intelligence

    How to Use Deep Research Like a Pro

    Artificial Intelligence

    World-Consistent Video Diffusion With Explicit 3D Modeling

  • Crypto
    Uniswap Surges 24% on $88B Volume, Targeting $12

    Uniswap Surges 24% on $88B Volume, Targeting $12

    No One Fell for It: Paraguay’s Bitcoin Legal Tender Announcement Was a Zero-Sum Hack

    No One Fell for It: Paraguay’s Bitcoin Legal Tender Announcement Was a Zero-Sum Hack

    Pi Network Dives Toward $1 – Here’s Why Investors Are Nervous

    XRP Price to Pump With Golden Cross and Long-Term Holder Data

    Franklin Templeton Debuts Second-by-Second ‘Intraday Yield’ on Blockchain Platform

    Franklin Templeton Debuts Second-by-Second ‘Intraday Yield’ on Blockchain Platform

    Bitcoin ETFs Bounce Back With $386 Million Inflow as Ether ETFs Maintain Bull Run

    Bitcoin ETFs Bounce Back With $386 Million Inflow as Ether ETFs Maintain Bull Run

    Bitcoin Core Developers Merge Controversial Policy Changes: Is a Fork Ahead?

    Bitcoin Core Developers Merge Controversial Policy Changes: Is a Fork Ahead?

    Crypto to “Become Part of All Sectors” Under Trump: Kevin O’Leary

    Russian Crypto CEO Charged in $530M Laundering Fraud

    Bitcoin’s $200K Price Forecast ‘Conservative,’ Says Bernstein

    Bitcoin’s $200K Price Forecast ‘Conservative,’ Says Bernstein

    Ripple Backs XRP Ledger Startups in Japan With up to $200K per Project

    Ripple Backs XRP Ledger Startups in Japan With up to $200K per Project

  • Cybersecurity
    Cybersecurity

    Researchers Uncover 20+ Configuration Risks, Including Five CVEs, in Salesforce Industry Cloud

    Cybersecurity

    Adobe Releases Patch Fixing 254 Vulnerabilities, Closing High-Severity Security Gaps

    Cybersecurity

    Researcher Found Flaw to Discover Phone Numbers Linked to Any Google Account

    Cybersecurity

    CISA Adds Erlang SSH and Roundcube Flaws to Known Exploited Vulnerabilities Catalog

    Cybersecurity

    Malicious Browser Extensions Infect 722 Users Across Latin America Since Early 2025

    Cybersecurity

    Empower Users and Protect Against GenAI Data Loss

    Cybersecurity

    Popular Chrome Extensions Leak API Keys, User Data via HTTP and Hardcoded Credentials

    Cybersecurity

    Critical Cisco ISE Auth Bypass Flaw Impacts Cloud Deployments on AWS, Azure, and OCI

    Cybersecurity

    Why Traditional DLP Solutions Fail in the Browser Era

  • Deals
    Cable Matters 10Gbps Short USB C to Micro USB 3.0 Cable – 1ft, USB-C Hard Drive Cable,…

    Cable Matters 10Gbps Short USB C to Micro USB 3.0 Cable – 1ft, USB-C Hard Drive Cable,…

    HP Samsung Electronics CLT-M406S Toner, Magenta

    HP Samsung Electronics CLT-M406S Toner, Magenta

    SAMSUNG Galaxy S23 FE 5G, US Version, 128GB, Black – Unlocked (Renewed)

    SAMSUNG Galaxy S23 FE 5G, US Version, 128GB, Black – Unlocked (Renewed)

    LaCie Rugged SSD 1TB, Externe SSD, voor Mac & PC, USB-C, Schok- Regen- en drukbestendig,…

    LaCie Rugged SSD 1TB, Externe SSD, voor Mac & PC, USB-C, Schok- Regen- en drukbestendig,…

    Kingspec 44PIN IDE PATA MLC 2GB 4GB 8GB 16GB 32GB DOM SSD Disk On Module For Network…

    Kingspec 44PIN IDE PATA MLC 2GB 4GB 8GB 16GB 32GB DOM SSD Disk On Module For Network…

    GD90 Mini PC, 12th Gen Intel i9-12900HK(14C/20T), 32GB DDR4 RAM 1TB SSD Desktop Mini…

    GD90 Mini PC, 12th Gen Intel i9-12900HK(14C/20T), 32GB DDR4 RAM 1TB SSD Desktop Mini…

    Hitachi MAF0058 Mass Air Flow Sensor

    Hitachi MAF0058 Mass Air Flow Sensor

    Canon PG-245 Genuine Black Ink Cartridge, Compatible with iP2820,…

    Canon PG-245 Genuine Black Ink Cartridge, Compatible with iP2820,…

    GTRACING Gaming Chair with Footrest Speakers Video Game Chair Bluetooth Music Heavy Duty…

    GTRACING Gaming Chair with Footrest Speakers Video Game Chair Bluetooth Music Heavy Duty…

  • Gaming
    Elden ring dlc walkthrough part 2

    Elden ring dlc walkthrough part 2

    Elden Ring Quick character build with Cheat Engine – Detailed Walkthrough for Creating builds Faste

    Elden Ring Quick character build with Cheat Engine – Detailed Walkthrough for Creating builds Faste

    The D&D Movie IS NOT WOKE!  A Review

    The D&D Movie IS NOT WOKE! A Review

    The Legends of Zelda BOTW Switch 2 – Final Boss and Ending (4K60FPS)

    The Legends of Zelda BOTW Switch 2 – Final Boss and Ending (4K60FPS)

    The Legend of Zelda Breath of the Wild Walkthrough Part 7 (E3 2016 Gameplay)

    The Legend of Zelda Breath of the Wild Walkthrough Part 7 (E3 2016 Gameplay)

    Blue Lion Supercomputer Will Run on NVIDIA Vera Rubin

    Blue Lion Supercomputer Will Run on NVIDIA Vera Rubin

    BOTW – Breadcrumbs – Walkthrough 68, pt. 7 (Sasa Kai Shrine)

    BOTW – Breadcrumbs – Walkthrough 68, pt. 7 (Sasa Kai Shrine)

    Yellow Wind Sage Boss Theme | Black Myth: Wukong

    Yellow Wind Sage Boss Theme | Black Myth: Wukong

    Baldurs Gate 3 REVIEW (In Progress) – My Brutally Honest Opinion & Is It Worth It? (BG3 Review)

    Baldurs Gate 3 REVIEW (In Progress) – My Brutally Honest Opinion & Is It Worth It? (BG3 Review)

  • Tesla
    iZEEKER 2.5K Dash Cam WiFi Dash Camera for Cars, Mini Car Camera 1440P Front Dashcams…

    iZEEKER 2.5K Dash Cam WiFi Dash Camera for Cars, Mini Car Camera 1440P Front Dashcams…

    2 Pack For Tesla Model X 2017-2024 Front/Back Under Seat Storage Organizer,TPE…

    2 Pack For Tesla Model X 2017-2024 Front/Back Under Seat Storage Organizer,TPE…

    GOOACC 200PCS Car Plastic Rivets Fasteners Push Retainer Kit, 10 Most Popular Sizes Auto…

    GOOACC 200PCS Car Plastic Rivets Fasteners Push Retainer Kit, 10 Most Popular Sizes Auto…

    Tera Electric Vehicle Charger Tesla: ETL Certified Level 2 48 Amp 240 Volt DIY Stickers…

    Tera Electric Vehicle Charger Tesla: ETL Certified Level 2 48 Amp 240 Volt DIY Stickers…

    Tesla (TSLA) sales are crashing in China, and things are about to get worse

    Tesla (TSLA) sales are crashing in China, and things are about to get worse

    Lifting Jack Pad for Model 3/Y/S/X,4 PCS Jack Pad with Tire Repair Tool & Storage Box,…

    Lifting Jack Pad for Model 3/Y/S/X,4 PCS Jack Pad with Tire Repair Tool & Storage Box,…

    j Junsun Portable Electric Car Charger Level 2 EV Charger 32A 240V for Tesla 21ft Cable…

    j Junsun Portable Electric Car Charger Level 2 EV Charger 32A 240V for Tesla 21ft Cable…

    Model Y Mud Flaps for Tesla Model Y Accessories 2024 Mud Flaps Tire Splash Guards fit…

    Model Y Mud Flaps for Tesla Model Y Accessories 2024 Mud Flaps Tire Splash Guards fit…

    Tesla CCS Adapter, Fast and Efficient Charging Adapter for Tesla Model 3 Y S X, Portable…

    Tesla CCS Adapter, Fast and Efficient Charging Adapter for Tesla Model 3 Y S X, Portable…

  • UFO
    Alien Research

    Alien Research

    History Classics: UFOs & Aliens

    History Classics: UFOs & Aliens

    Mysteries Of Ancient Aliens According To Hinduism || #shorts || #youtube || #religion ||

    Mysteries Of Ancient Aliens According To Hinduism || #shorts || #youtube || #religion ||

    The Light Gate Welcomes Rafael Lugo, Contactee, August 21st, 2023

    The Light Gate Welcomes Rafael Lugo, Contactee, August 21st, 2023

    FOCO NFL Mens Football Team Logo Moccasin Slippers Shoes

    FOCO NFL Mens Football Team Logo Moccasin Slippers Shoes

    Horrifying Encounter While Truck Driving #scary #paranormal

    Horrifying Encounter While Truck Driving #scary #paranormal

    Vintage Gators Personalized Name Apparel Retro Classic T-Shirt

    Vintage Gators Personalized Name Apparel Retro Classic T-Shirt

    Pop Culture Conspiracy Theories! Taylor Swift, BRAT, and The Simpson Predictions!

    Pop Culture Conspiracy Theories! Taylor Swift, BRAT, and The Simpson Predictions!

    Mufon and Ufos: The Proof is Out There [DVD]

    Mufon and Ufos: The Proof is Out There [DVD]

No Result
View All Result
  • TC
  • AI
    Artificial Intelligence

    7 Python Errors That Are Actually Features

    Artificial Intelligence

    10 Awesome OCR Models for 2025

    Artificial Intelligence

    5 Error Handling Patterns in Python (Beyond Try-Except)

    Artificial Intelligence

    Top 5 Alternative Data Career Paths and How to Learn Them for Free

    Artificial Intelligence

    Implementing Machine Learning Pipelines with Apache Spark

    Artificial Intelligence

    Learn Power BI for Free This Week

    Artificial Intelligence

    Build GraphRAG applications using Amazon Bedrock Knowledge Bases

    Artificial Intelligence

    How to Use Deep Research Like a Pro

    Artificial Intelligence

    World-Consistent Video Diffusion With Explicit 3D Modeling

  • Crypto
    Uniswap Surges 24% on $88B Volume, Targeting $12

    Uniswap Surges 24% on $88B Volume, Targeting $12

    No One Fell for It: Paraguay’s Bitcoin Legal Tender Announcement Was a Zero-Sum Hack

    No One Fell for It: Paraguay’s Bitcoin Legal Tender Announcement Was a Zero-Sum Hack

    Pi Network Dives Toward $1 – Here’s Why Investors Are Nervous

    XRP Price to Pump With Golden Cross and Long-Term Holder Data

    Franklin Templeton Debuts Second-by-Second ‘Intraday Yield’ on Blockchain Platform

    Franklin Templeton Debuts Second-by-Second ‘Intraday Yield’ on Blockchain Platform

    Bitcoin ETFs Bounce Back With $386 Million Inflow as Ether ETFs Maintain Bull Run

    Bitcoin ETFs Bounce Back With $386 Million Inflow as Ether ETFs Maintain Bull Run

    Bitcoin Core Developers Merge Controversial Policy Changes: Is a Fork Ahead?

    Bitcoin Core Developers Merge Controversial Policy Changes: Is a Fork Ahead?

    Crypto to “Become Part of All Sectors” Under Trump: Kevin O’Leary

    Russian Crypto CEO Charged in $530M Laundering Fraud

    Bitcoin’s $200K Price Forecast ‘Conservative,’ Says Bernstein

    Bitcoin’s $200K Price Forecast ‘Conservative,’ Says Bernstein

    Ripple Backs XRP Ledger Startups in Japan With up to $200K per Project

    Ripple Backs XRP Ledger Startups in Japan With up to $200K per Project

  • Cybersecurity
    Cybersecurity

    Researchers Uncover 20+ Configuration Risks, Including Five CVEs, in Salesforce Industry Cloud

    Cybersecurity

    Adobe Releases Patch Fixing 254 Vulnerabilities, Closing High-Severity Security Gaps

    Cybersecurity

    Researcher Found Flaw to Discover Phone Numbers Linked to Any Google Account

    Cybersecurity

    CISA Adds Erlang SSH and Roundcube Flaws to Known Exploited Vulnerabilities Catalog

    Cybersecurity

    Malicious Browser Extensions Infect 722 Users Across Latin America Since Early 2025

    Cybersecurity

    Empower Users and Protect Against GenAI Data Loss

    Cybersecurity

    Popular Chrome Extensions Leak API Keys, User Data via HTTP and Hardcoded Credentials

    Cybersecurity

    Critical Cisco ISE Auth Bypass Flaw Impacts Cloud Deployments on AWS, Azure, and OCI

    Cybersecurity

    Why Traditional DLP Solutions Fail in the Browser Era

  • Deals
    Cable Matters 10Gbps Short USB C to Micro USB 3.0 Cable – 1ft, USB-C Hard Drive Cable,…

    Cable Matters 10Gbps Short USB C to Micro USB 3.0 Cable – 1ft, USB-C Hard Drive Cable,…

    HP Samsung Electronics CLT-M406S Toner, Magenta

    HP Samsung Electronics CLT-M406S Toner, Magenta

    SAMSUNG Galaxy S23 FE 5G, US Version, 128GB, Black – Unlocked (Renewed)

    SAMSUNG Galaxy S23 FE 5G, US Version, 128GB, Black – Unlocked (Renewed)

    LaCie Rugged SSD 1TB, Externe SSD, voor Mac & PC, USB-C, Schok- Regen- en drukbestendig,…

    LaCie Rugged SSD 1TB, Externe SSD, voor Mac & PC, USB-C, Schok- Regen- en drukbestendig,…

    Kingspec 44PIN IDE PATA MLC 2GB 4GB 8GB 16GB 32GB DOM SSD Disk On Module For Network…

    Kingspec 44PIN IDE PATA MLC 2GB 4GB 8GB 16GB 32GB DOM SSD Disk On Module For Network…

    GD90 Mini PC, 12th Gen Intel i9-12900HK(14C/20T), 32GB DDR4 RAM 1TB SSD Desktop Mini…

    GD90 Mini PC, 12th Gen Intel i9-12900HK(14C/20T), 32GB DDR4 RAM 1TB SSD Desktop Mini…

    Hitachi MAF0058 Mass Air Flow Sensor

    Hitachi MAF0058 Mass Air Flow Sensor

    Canon PG-245 Genuine Black Ink Cartridge, Compatible with iP2820,…

    Canon PG-245 Genuine Black Ink Cartridge, Compatible with iP2820,…

    GTRACING Gaming Chair with Footrest Speakers Video Game Chair Bluetooth Music Heavy Duty…

    GTRACING Gaming Chair with Footrest Speakers Video Game Chair Bluetooth Music Heavy Duty…

  • Gaming
    Elden ring dlc walkthrough part 2

    Elden ring dlc walkthrough part 2

    Elden Ring Quick character build with Cheat Engine – Detailed Walkthrough for Creating builds Faste

    Elden Ring Quick character build with Cheat Engine – Detailed Walkthrough for Creating builds Faste

    The D&D Movie IS NOT WOKE!  A Review

    The D&D Movie IS NOT WOKE! A Review

    The Legends of Zelda BOTW Switch 2 – Final Boss and Ending (4K60FPS)

    The Legends of Zelda BOTW Switch 2 – Final Boss and Ending (4K60FPS)

    The Legend of Zelda Breath of the Wild Walkthrough Part 7 (E3 2016 Gameplay)

    The Legend of Zelda Breath of the Wild Walkthrough Part 7 (E3 2016 Gameplay)

    Blue Lion Supercomputer Will Run on NVIDIA Vera Rubin

    Blue Lion Supercomputer Will Run on NVIDIA Vera Rubin

    BOTW – Breadcrumbs – Walkthrough 68, pt. 7 (Sasa Kai Shrine)

    BOTW – Breadcrumbs – Walkthrough 68, pt. 7 (Sasa Kai Shrine)

    Yellow Wind Sage Boss Theme | Black Myth: Wukong

    Yellow Wind Sage Boss Theme | Black Myth: Wukong

    Baldurs Gate 3 REVIEW (In Progress) – My Brutally Honest Opinion & Is It Worth It? (BG3 Review)

    Baldurs Gate 3 REVIEW (In Progress) – My Brutally Honest Opinion & Is It Worth It? (BG3 Review)

  • Tesla
    iZEEKER 2.5K Dash Cam WiFi Dash Camera for Cars, Mini Car Camera 1440P Front Dashcams…

    iZEEKER 2.5K Dash Cam WiFi Dash Camera for Cars, Mini Car Camera 1440P Front Dashcams…

    2 Pack For Tesla Model X 2017-2024 Front/Back Under Seat Storage Organizer,TPE…

    2 Pack For Tesla Model X 2017-2024 Front/Back Under Seat Storage Organizer,TPE…

    GOOACC 200PCS Car Plastic Rivets Fasteners Push Retainer Kit, 10 Most Popular Sizes Auto…

    GOOACC 200PCS Car Plastic Rivets Fasteners Push Retainer Kit, 10 Most Popular Sizes Auto…

    Tera Electric Vehicle Charger Tesla: ETL Certified Level 2 48 Amp 240 Volt DIY Stickers…

    Tera Electric Vehicle Charger Tesla: ETL Certified Level 2 48 Amp 240 Volt DIY Stickers…

    Tesla (TSLA) sales are crashing in China, and things are about to get worse

    Tesla (TSLA) sales are crashing in China, and things are about to get worse

    Lifting Jack Pad for Model 3/Y/S/X,4 PCS Jack Pad with Tire Repair Tool & Storage Box,…

    Lifting Jack Pad for Model 3/Y/S/X,4 PCS Jack Pad with Tire Repair Tool & Storage Box,…

    j Junsun Portable Electric Car Charger Level 2 EV Charger 32A 240V for Tesla 21ft Cable…

    j Junsun Portable Electric Car Charger Level 2 EV Charger 32A 240V for Tesla 21ft Cable…

    Model Y Mud Flaps for Tesla Model Y Accessories 2024 Mud Flaps Tire Splash Guards fit…

    Model Y Mud Flaps for Tesla Model Y Accessories 2024 Mud Flaps Tire Splash Guards fit…

    Tesla CCS Adapter, Fast and Efficient Charging Adapter for Tesla Model 3 Y S X, Portable…

    Tesla CCS Adapter, Fast and Efficient Charging Adapter for Tesla Model 3 Y S X, Portable…

  • UFO
    Alien Research

    Alien Research

    History Classics: UFOs & Aliens

    History Classics: UFOs & Aliens

    Mysteries Of Ancient Aliens According To Hinduism || #shorts || #youtube || #religion ||

    Mysteries Of Ancient Aliens According To Hinduism || #shorts || #youtube || #religion ||

    The Light Gate Welcomes Rafael Lugo, Contactee, August 21st, 2023

    The Light Gate Welcomes Rafael Lugo, Contactee, August 21st, 2023

    FOCO NFL Mens Football Team Logo Moccasin Slippers Shoes

    FOCO NFL Mens Football Team Logo Moccasin Slippers Shoes

    Horrifying Encounter While Truck Driving #scary #paranormal

    Horrifying Encounter While Truck Driving #scary #paranormal

    Vintage Gators Personalized Name Apparel Retro Classic T-Shirt

    Vintage Gators Personalized Name Apparel Retro Classic T-Shirt

    Pop Culture Conspiracy Theories! Taylor Swift, BRAT, and The Simpson Predictions!

    Pop Culture Conspiracy Theories! Taylor Swift, BRAT, and The Simpson Predictions!

    Mufon and Ufos: The Proof is Out There [DVD]

    Mufon and Ufos: The Proof is Out There [DVD]

No Result
View All Result
Techcratic
No Result
View All Result
Home AI

Build a location-aware agent using Amazon Bedrock Agents and Foursquare APIs

AI by AI
April 21, 2025
in AI
Reading Time: 10 mins read
128 4
A A
0
Share on FacebookShare on XShare on LinkedIn

John Baker
2025-04-21 14:45:00
aws.amazon.com

This post is co-written with Vikram Gundeti and Nate Folkert from Foursquare.

Personalization is key to creating memorable experiences. Whether it’s recommending the perfect movie or suggesting a new restaurant, tailoring suggestions to individual preferences can make all the difference. But when it comes to food and activities, there’s more to consider than just personal taste. Location and weather also play a crucial role in shaping our choices. Imagine planning a day out: on a sunny afternoon, a leisurely picnic in the park might be ideal, but if it’s pouring rain, a cozy indoor café would be much more appealing. The challenge, then, is to create an agent that can seamlessly integrate these factors—location, weather, and personal preferences—to provide truly personalized recommendations.

To tackle this challenge, we can combine Amazon Bedrock Agents and Foursquare APIs. In this post, we demonstrate how you can use a location-aware agent to bring personalized responses to your users.

Amazon Bedrock Agents

Amazon Bedrock that makes it straightforward to build and scale generative AI applications. It provides access to a variety of high-performing foundation models (FMs) from leading AI companies like AI21 Labs, Anthropic, Cohere, Luma, Meta, Mistral AI, Stability AI, and Amazon, all through a single API. This means you don’t need to manage infrastructure, because it’s serverless and integrates with familiar AWS services for security, privacy, and responsible AI. You can experiment with models, customize them with your data, and build applications without writing complex code.

Amazon Bedrock Agents is a feature within Amazon Bedrock that allows you to create autonomous AI agents. These agents can understand user requests, break them into steps, and complete tasks by connecting to your company’s APIs and data sources. For example, they can automate processes like processing insurance claims or managing inventory, making them efficient for business tasks. They handle prompt engineering, memory, and security automatically, so you can set them up quickly without managing infrastructure.

Foursquare Places APIs

Foursquare’s Places APIs deliver precise location intelligence for applications requiring contextual awareness. Built on top of the open source global Places dataset with 100 million points of interest spanning 1,500 categories, the Places APIs transform geographic coordinates into actionable business context.

The GeoTagging API accurately resolves GPS coordinates to a specific place with a high degree of precision, enabling applications to instantly determine if a user is at a local coffee shop, inside a Macy’s department store, or standing in Central Park. The Place Search & Data APIs transform how applications discover locations by providing nuanced filtering capabilities beyond simple proximity searches. Developers can filter places by specific categories (finding only restaurants, parks, or tourist attractions), apply attribute-based constraints (such as price range or special amenities), consider temporal factors (like current operating status), and balance distance with relevance for truly contextual results. Each place returned comes enriched with contextual attributes, including photos, reviews, quality ratings, and real-time popularity data.

When integrated with Amazon Bedrock Agents, Foursquare’s Places APIs enable the creation of applications that understand the complete context of a user’s location—resulting in experiences that are relevant, timely, and personalized.

Solution overview

To demonstrate the power of adding location to Amazon Bedrock Agents, we created a simple architecture that creates an Amazon Bedrock agent with the Foursquare Places APIs and a Weather API. By combing these capabilities, we can create unique user experiences that are customized to the context of where the user is. The following diagram shows how we architected the agent.

In the solution workflow, the user interacts with the agent through a Streamlit web interface. The web application uses the application logic that invokes the Amazon Bedrock agent in the cloud. The agent knows about the location tools and weather tools even though these are hosted locally inside the application. When the tools are invoked by the agent, a return of control response is given to the application logic, which invokes the tool and provides the response from the tool in a second invocation of the agent. In addition to the tools, the agent has basic instructions on what type of personality it should have and what types of behaviors it should support.

Let’s explore an example of a brief interaction with the agent where we ask if there is a park nearby and a recommended restaurant near the park for takeout food.

The following screenshot shows the first interaction with an agent, locating a park nearby with the Foursquare APIs invoked by the agent.

In this example, you can see the agent sending intermediate events to the user informing them of the actions taking place (invoking the model, invoking a tool, thinking, and so on).

The following screenshot shows the list of restaurants recommended by the Foursquare APIs near the park.

In this example, the agent invokes the APIs based on the user input, and the Streamlit UI connects the output from Foursquare to a map.

In the following section, we detail how you can build the agent in your account and get started.

Prerequisites

To deploy this solution, you should have an AWS account with the necessary permissions.

You will also need a Foursquare Service API Key to allow your AI agent to access Foursquare API endpoints. If you do not already have one, follow the instructions on Foursquare Documentation – Manage Your Service API Keys to create one. You will need to log in to your Foursquare developer account or create one if you do not have one (creating a basic account is free and includes starter credit for your project). Be sure to copy the Service API key upon creation as you will not be able to see it again. 

Build the agent

The source code for the Foursquare agent is available as open source in the following GitHub repository. Complete the following steps to up the agent in your local folder from the source:

  1. Clone the repository to a local folder.
  2. Set environment variables for your Foursquare API token:

export FOURSQUARE_SERVICE_TOKEN=

  1. Set environment variables for your AWS credentials:

export AWS_ACCESS_KEY_ID=

export AWS_SECRET_ACCESS_KEY=

  1. Install requirements:

pip install requirements.txt

  1. Start the Streamlit UI:

streamlit run agent_ui.py

Best practices

When you’re creating an agent, we recommend starting with a test dataset. Think through the possible inputs and what are acceptable outputs. Use these sample conversations to test the agent whenever a change is made. In addition, Amazon Bedrock Agents allows you to configure guardrails to protect against malicious input or types of conversation that you would not want to use for your user experience. We recommend for any production use cases to couple your agent with appropriate guardrails. To learn more, see Amazon Bedrock Guardrails.

Clean up

When you’re done using the solution, remove any resources you created to avoid ongoing charges.

Conclusion

Agents provide a mechanism to automate work in behalf of your customers, whether through a chat interface or other inputs. Combining the automation possible with agents with the location-aware APIs from Foursquare, you can create powerful UIs and experiences that will delight your customers with new levels of personalization. With Amazon Bedrock Agents, you can build a cloud-centered solution that allows you to use powerful foundation models on Amazon Bedrock to drive these experiences.

Try out the solution for your own use case, and share your feedback in the comments.


About the authors

John Baker is a Principal SDE at AWS, where he works on Amazon Bedrock and specifically Amazon Bedrock Agents. He has been with Amazon for more than 10 years and has worked across AWS, Alexa, and Amazon.com. In his spare time, John enjoys skiing and other outdoor activities throughout the Pacific Northwest.

Mark Roy is a Principal Machine Learning Architect for AWS, helping customers design and build generative AI solutions. His focus since early 2023 has been leading solution architecture efforts for the launch of Amazon Bedrock, the flagship generative AI offering from AWS for builders. Mark’s work covers a wide range of use cases, with a primary interest in generative AI, agents, and scaling ML across the enterprise. He has helped companies in insurance, financial services, media and entertainment, healthcare, utilities, and manufacturing. Prior to joining AWS, Mark was an architect, developer, and technology leader for over 25 years, including 19 years in financial services. Mark holds six AWS Certifications, including the ML Specialty Certification.

Vikram Gundeti currently serves as the Chief Technology Officer (CTO) of Foursquare, where he leads the technical strategy, decision making, and research for the company’s Geospatial Platform. Before joining Foursquare, Vikram held the position of Principal Engineer at Amazon, where he made his mark as a founding engineer on the Amazon Alexa team.

Nate Folkert is a Senior Staff Engineer at Foursquare, where he’s been since spotting it trending nearby when checking in at a Soho coffee shop 14 years ago. He builds the server API for Swarm and helps out on special projects. Outside of work, he loves exploring the world (with Swarm, ofc, so is it really outside of work?) and is currently obsessed with finding all of the irl filming locations used in Apple TV’s Severance

Source Link



Shark AI Ultra Voice Control Robot Vacuum

Transform your cleaning routine with the Shark AI Ultra Voice Control Robot Vacuum! This high-tech marvel boasts over 32,487 ratings, an impressive 4.2 out of 5 stars, and has been purchased over 900 times in the past month. Perfect for keeping your home spotless with minimal effort, this vacuum is now available for the unbeatable price of $349.99!

Don’t miss out on this limited-time offer. Order now and let Shark AI do the work for you!


Start your free Amazon Prime trial
today and unlock unlimited streaming and more!

Help Power Techcratic’s Future – Scan To Support

If Techcratic’s content and insights have helped you, consider giving back by supporting the platform with crypto. Every contribution makes a difference, whether it’s for high-quality content, server maintenance, or future updates. Techcratic is constantly evolving, and your support helps drive that progress.

As a solo operator who wears all the hats, creating content, managing the tech, and running the site, your support allows me to stay focused on delivering valuable resources. Your support keeps everything running smoothly and enables me to continue creating the content you love. I’m deeply grateful for your support, it truly means the world to me! Thank you!

BITCOIN

Bitcoin Logo

Bitcoin QR Code

bc1qlszw7elx2qahjwvaryh0tkgg8y68enw30gpvge

Scan the QR code with your crypto wallet app

DOGECOIN

Dogecoin Logo

Dogecoin QR Code

D64GwvvYQxFXYyan3oQCrmWfidf6T3JpBA

Scan the QR code with your crypto wallet app

ETHEREUM

Ethereum Logo

Ethereum QR Code

0xe9BC980DF3d985730dA827996B43E4A62CCBAA7a

Scan the QR code with your crypto wallet app

Please read the Privacy and Security Disclaimer on how Techcratic handles your support.

Disclaimer: As an Amazon Associate, Techcratic may earn from qualifying purchases.

Tags: AI NEWS
Share164Tweet103Share29
Previous Post

HMD Skyline 2 is coming, here’s when

Next Post

All About The Lawsuit Surrounding The Hydrogen Vehicle

AI

AI

Explore the dynamic realm of AI, where breakthroughs and trends are shaping the future. Stay informed and see how AI is making an impact. Don’t miss the crucial updates—read the latest articles here at Techcratic.

Related Posts

Artificial Intelligence
AI

7 Python Errors That Are Actually Features

June 10, 2025
1.3k
Artificial Intelligence
AI

10 Awesome OCR Models for 2025

June 6, 2025
1.3k
Artificial Intelligence
AI

5 Error Handling Patterns in Python (Beyond Try-Except)

June 6, 2025
1.3k
Artificial Intelligence
AI

Top 5 Alternative Data Career Paths and How to Learn Them for Free

June 5, 2025
1.3k
Artificial Intelligence
AI

Implementing Machine Learning Pipelines with Apache Spark

June 3, 2025
1.4k
Artificial Intelligence
AI

Learn Power BI for Free This Week

June 2, 2025
1.4k
Load More
Next Post
All About The Lawsuit Surrounding The Hydrogen Vehicle

All About The Lawsuit Surrounding The Hydrogen Vehicle

Ambesonne Outer Space Shower Curtain, Empire’s Shuttle Orbit UFO Control Office Mars Planet Missions Force Photo, Cloth Fabric Bathroom Decor Set with Hooks, 69″ W x 84″ L, Grey Blue

Ambesonne Outer Space Shower Curtain, Empire's Shuttle Orbit UFO Control Office Mars Planet Missions Force Photo, Cloth Fabric Bathroom Decor Set with Hooks, 69" W x 84" L, Grey Blue

Sorry, Xbox owners! Indiana Jones is going to be better on PS5 Pro

Video comes to Apple CarPlay but it's unlikely to last

Leave a Reply Cancel reply

Your email address will not be published. Required fields are marked *

Your Tech Resources

  • 30 Second Tech ™
  • AI
  • App Zone ™
  • Apple
  • Ars Technica
  • CNET
  • ComputerWorld
  • Crypto News
  • Cybersecurity
  • Endgadget
  • Fossbytes
  • Gaming
  • GeekWire
  • Gizmodo
  • Google News
  • Hacker News
  • Harvard Tech
  • I Like Cats ™
  • I Like Dogs ™
  • LifeHacker
  • MacRumors
  • Macworld
  • Mashable
  • Microsoft
  • MIT Tech
  • PC World
  • Photofocus
  • Physics
  • Random Tech
  • Retro Rewind ™
  • Robot Report
  • SiliconANGLE
  • SlashGear
  • Smartphone
  • StackSocial
  • Tech Art
  • Tech Careers
  • Tech Deals
  • Techcratic ™
  • TechCrunch
  • Techdirt
  • TechRepublic
  • Techs Got To Eat ™
  • TechSpot
  • Tesla
  • The Verge
  • TNW
  • Trusted Reviews
  • UFO
  • VentureBeat
  • Visual Capitalist
  • Weird Stuff
  • Wired
  • ZDNet

Tech News

  • 30 Second Tech ™
  • AI
  • AnandTech
  • Apple Insider
  • Ars Technica
  • CNET
  • ComputerWorld
  • Crypto News
  • Cybersecurity
  • Endgadget
  • ExtremeTech
  • Fossbytes
  • Gaming
  • GeekWire
  • Gizmodo

Tech News

  • Harvard Tech
  • MacRumors
  • Macworld
  • Mashable
  • Microsoft
  • MIT Tech
  • Physics
  • PC World
  • Random Tech
  • Retro Rewind ™
  • SiliconANGLE
  • SlashGear
  • Smartphone
  • StackSocial
  • Tech Careers

Tech News​

  • Tech Art
  • TechCrunch
  • Techdirt
  • TechRepublic
  • Techs Got To Eat ™
  • TechSpot
  • Tesla
  • The Verge
  • TNW
  • Trusted Reviews
  • UFO
  • VentureBeat
  • Visual Capitalist
  • Weird Stuff
  • Wired
  • ZDNet

Site Links

  • About Techcratic
  • Affiliate Disclaimer
  • Affiliate Link Policy
  • Contact Techcratic
  • Dealors Discount Store
  • Privacy and Security Disclaimer
  • Privacy Policy
  • RSS Feed
  • Site Map
  • Support Techcratic
  • Techcratic
  • Tech Deals
  • TOS
  • 𝕏
Click For A Secret Deal

Techcratic – Your All In One Tech Hub © 2020 – 2025
All Rights Reserved
∞

No Result
View All Result
  • Home
  • Apple
  • Gaming
  • Microsoft
  • AnandTech