WHY GARTNER’S “CONTEXT MESH” CHANGES EVERYTHING AI CONNECTIVITY: THE ROAD AHEAD DON’T MISS API + AI SUMMIT 2026 SEPT 30 – OCT 1
  • [Why Kong](/company/why-kong)Why Kong
    • Explore the unified API Platform
        • BUILD APIs
        • [
          Kong Insomnia](/products/kong-insomnia)
          Kong Insomnia
        • [
          API Design](/products/kong-insomnia/api-design)
          API Design
        • [
          API Mocking](/products/kong-insomnia/api-mocking)
          API Mocking
        • [
          API Testing and Debugging](/products/kong-insomnia/api-testing-and-debugging)
          API Testing and Debugging
        • [
          MCP Client](/products/kong-insomnia/mcp-client)
          MCP Client
        • RUN APIs
        • [
          API Gateway](/products/kong-gateway)
          API Gateway
        • [
          Context Mesh](/products/kong-konnect/features/context-mesh)
          Context Mesh
        • [
          AI Gateway](/products/kong-ai-gateway)
          AI Gateway
        • [
          Event Gateway](/products/event-gateway)
          Event Gateway
        • [
          Kubernetes Operator](/products/kong-gateway-operator)
          Kubernetes Operator
        • [
          Service Mesh](/products/kong-mesh)
          Service Mesh
        • [
          Ingress Controller](/products/kong-ingress-controller)
          Ingress Controller
        • [
          Runtime Management](/products/kong-konnect/features/runtime-management)
          Runtime Management
        • DISCOVER APIs
        • [
          Developer Portal](/products/kong-konnect/features/developer-portal)
          Developer Portal
        • [
          Service Catalog](/products/kong-konnect/features/api-service-catalog)
          Service Catalog
        • [
          MCP Registry](/products/mcp-registry)
          MCP Registry
        • GOVERN APIs
        • [
          Metering and Billing](/products/kong-konnect/features/usage-based-metering-and-billing)
          Metering and Billing
        • [
          APIOps and Automation](/products/apiops-automation)
          APIOps and Automation
        • [
          API Observability](/products/kong-konnect/features/api-observability)
          API Observability
        • [Why Kong?](/company/why-kong)Why Kong?
      • CLOUD
      • [Cloud API Gateways](/products/kong-konnect/features/dedicated-cloud-gateways)Cloud API Gateways
      • [Need a self-hosted or hybrid option?](/products/kong-enterprise)Need a self-hosted or hybrid option?
      • COMPARE
      • [Considering AI Gateway alternatives? ](/performance-comparison/ai-gateway-alternatives)Considering AI Gateway alternatives?
      • [Kong vs. Postman](/performance-comparison/kong-vs-postman)Kong vs. Postman
      • [Kong vs. MuleSoft](/performance-comparison/kong-vs-mulesoft)Kong vs. MuleSoft
      • [Kong vs. Apigee](/performance-comparison/kong-vs-apigee)Kong vs. Apigee
      • [Kong vs. IBM](/performance-comparison/ibm-api-connect-vs-kong)Kong vs. IBM
      • GET STARTED
      • [Sign Up for Kong Konnect](/products/kong-konnect/register)Sign Up for Kong Konnect
      • [Documentation](https://developer.konghq.com/)Documentation
      • FOR PLATFORM TEAMS
      • [Developer Platform](/solutions/building-developer-platform)Developer Platform
      • [Kubernetes and Microservices](/solutions/build-on-kubernetes)Kubernetes and Microservices
      • [Observability](/solutions/observability)Observability
      • [Service Mesh Connectivity ](/solutions/service-mesh-connectivity)Service Mesh Connectivity
      • [Kafka Event Streaming](/solutions/kafka-stream-api-management)Kafka Event Streaming
      • FOR EXECUTIVES
      • [AI Connectivity](/ai-connectivity)AI Connectivity
      • [Open Banking](/solutions/open-banking)Open Banking
      • [Legacy Migration](/solutions/legacy-api-management-migration)Legacy Migration
      • [Platform Cost Reduction](/solutions/api-platform-consolidation)Platform Cost Reduction
      • [Kafka Cost Optimization](/solutions/reduce-kafka-cost)Kafka Cost Optimization
      • [API Monetization](/solutions/api-monetization)API Monetization
      • [AI Monetization](/solutions/ai-monetization)AI Monetization
      • [AI FinOps](/solutions/ai-cost-governance-finops)AI FinOps
      • FOR AI TEAMS
      • [AI Governance](/solutions/ai-governance)AI Governance
      • [AI Security](/solutions/ai-security)AI Security
      • [AI Cost Control](/solutions/ai-cost-optimization-management)AI Cost Control
      • [Agentic Infrastructure](/solutions/agentic-ai-workflows)Agentic Infrastructure
      • [MCP Production](/solutions/mcp-production-and-consumption)MCP Production
      • [MCP Traffic Gateway](/solutions/mcp-governance)MCP Traffic Gateway
      • FOR DEVELOPERS
      • [Mobile App API Development](/solutions/mobile-application-api-development)Mobile App API Development
      • [GenAI App Development](/solutions/power-openai-applications)GenAI App Development
      • [API Gateway for Istio](/solutions/istio-gateway)API Gateway for Istio
      • [Decentralized Load Balancing](/solutions/decentralized-load-balancing)Decentralized Load Balancing
      • BY INDUSTRY
      • [Financial Services](/solutions/financial-services-industry)Financial Services
      • [Healthcare](/solutions/healthcare)Healthcare
      • [Higher Education](/solutions/api-platform-for-education-services)Higher Education
      • [Insurance](/solutions/insurance)Insurance
      • [Manufacturing](/solutions/manufacturing)Manufacturing
      • [Retail](/solutions/retail)Retail
      • [Software & Technology](/solutions/software-and-technology)Software & Technology
      • [Transportation](/solutions/transportation-and-logistics)Transportation
      • [See all Solutions](/solutions)See all Solutions
  • [Pricing](/pricing)Pricing
      • DOCUMENTATION
      • [Kong Konnect](https://developer.konghq.com/konnect/)Kong Konnect
      • [Kong Gateway](https://developer.konghq.com/gateway/)Kong Gateway
      • [Kong Mesh](https://developer.konghq.com/mesh/)Kong Mesh
      • [Kong AI Gateway](https://developer.konghq.com/ai-gateway/)Kong AI Gateway
      • [Kong Event Gateway](https://developer.konghq.com/event-gateway/)Kong Event Gateway
      • [Kong Insomnia](https://developer.konghq.com/insomnia/)Kong Insomnia
      • [Plugin Hub](https://developer.konghq.com/plugins/)Plugin Hub
      • EXPLORE
      • [Blog](/blog)Blog
      • [Learning Center](/blog/learning-center)Learning Center
      • [eBooks](/resources/e-book)eBooks
      • [Reports](/resources/reports)Reports
      • [Demos](/resources/demos)Demos
      • [Customer Stories](/customer-stories)Customer Stories
      • [Videos](/resources/videos)Videos
      • EVENTS
      • [API + AI Summit](/events/conferences/api-ai-summit)API + AI Summit
      • [Agentic Era World Tour](/agentic-era-world-tour)Agentic Era World Tour
      • [Webinars](/events/webinars)Webinars
      • [User Calls](/events/user-calls)User Calls
      • [Workshops](/events/workshops)Workshops
      • [Meetups](/events/meetups)Meetups
      • [See All Events](/events)See All Events
      • FOR DEVELOPERS
      • [Get Started](https://developer.konghq.com/)Get Started
      • [Community](/community)Community
      • [Certification](/academy/certification)Certification
      • [Training](https://education.konghq.com)Training
      • COMPANY
      • [About Us](/company/about-us)About Us
      • [We're Hiring!](/company/careers)We're Hiring!
      • [Press Room](/company/press-room)Press Room
      • [Contact Us](/company/contact-us)Contact Us
      • [Kong Partner Program](/partners)Kong Partner Program
      • [Enterprise Support Portal](https://support.konghq.com/s/)Enterprise Support Portal
      • [Documentation](https://developer.konghq.com/?_gl=1*tphanb*_gcl_au*MTcxNTQ5NjQ0MC4xNzY5Nzg4MDY0LjIwMTI3NzEwOTEuMTc3MzMxODI2MS4xNzczMzE4MjYw*_ga*NDIwMDU4MTU3LjE3Njk3ODgwNjQ.*_ga_4JK9146J1H*czE3NzQwMjg1MjkkbzE4OSRnMCR0MTc3NDAyODUyOSRqNjAkbDAkaDA)Documentation
  • [](/search)
  • [Login](https://cloud.konghq.com/login)Login
  • [Book Demo](/contact-sales)Book Demo
  • [Get Started](/products/kong-konnect/register)Get Started
[Blog](/blog)Blog
  • [AI Gateway](/blog/tag/ai-gateway)AI Gateway
  • [AI Security](/blog/tag/ai-security)AI Security
  • [AIOps](/blog/tag/aiops)AIOps
  • [API Security](/blog/tag/api-security)API Security
  • [API Gateway](/blog/tag/api-gateway)API Gateway
|
    • [API Management](/blog/tag/api-management)API Management
    • [API Development](/blog/tag/api-development)API Development
    • [API Design](/blog/tag/api-design)API Design
    • [Automation](/blog/tag/automation)Automation
    • [Service Mesh](/blog/tag/service-mesh)Service Mesh
    • [Insomnia](/blog/tag/insomnia)Insomnia
    • [View All Blogs](/blog/page/1)View All Blogs
We're Entering the Age of AI Connectivity [Read more](/blog/news/the-age-of-ai-connectivity)Read moreProducts & Agents:
    • [Kong AI Gateway](/products/kong-ai-gateway)Kong AI Gateway
    • [Kong API Gateway](/products/kong-gateway)Kong API Gateway
    • [Kong Event Gateway](/products/event-gateway)Kong Event Gateway
    • [Kong Metering & Billing](/products/usage-based-metering-and-billing)Kong Metering & Billing
    • [Kong Insomnia](/products/kong-insomnia)Kong Insomnia
    • [Kong Konnect](/products/kong-konnect)Kong Konnect
  • [Documentation](https://developer.konghq.com)Documentation
  • [Book Demo](/contact-sales)Book Demo
  1. Home
  2. Blog
  3. Enterprise
  4. Moderna’s Nathaniel Reynolds on Service Mesh, Open Source, and AI for Developers
[Enterprise](/blog/enterprise)Enterprise
February 2, 2023
5 min read

# Moderna’s Nathaniel Reynolds on Service Mesh, Open Source, and AI for Developers

Taylor Hendricks
Director, Customer & Growth Marketing, Kong

In this post, Nathaniel Reynolds, Associate Director of Informatics Architecture & DevOps at Moderna Therapeutics, talks about service mesh, removing limitations with open source, and how AI helps developers do more.

No one can predict the future, but here's a safe bet: in the next five to ten years, we aren't going to have fewer applications. We're going to have more. And that means connectivity requirements are going to get bigger and bigger over time.

So, who's going to manage that connectivity?

If no one provides the underlying infrastructure to manage all of those requests and connections, the application teams will be doing that. But that isn't their job. Applications teams should be focused on building apps and managing end users. Their job is not to build the underlying infrastructure.

That's where [service mesh](https://konghq.com/blog/learning-center/what-is-a-service-mesh)service mesh comes in. Service mesh provides scalable API connectivity within every application that the application team is building.

Nathaniel Reynolds, Associate Director of Informatics Architecture & DevOps at [Moderna Therapeutics](https://konghq.com/resources/webinar/kong-mesh-with-moderna)Moderna Therapeutics, understands the importance of choosing the right infrastructure for your business. We talked to him about what makes mesh a good web app platform, why open source services offer a wider range of tools, and how AI helps developers get back to their jobs faster.

The importance of a reliable platform

At Moderna, they're constantly doing new and different things, which means they need a platform that can keep up.

"We have to create a scalable, highly reliable platform for our web applications that primarily is a security-first mindset," Nathaniel said.

The top security-first platforms have two things in common: an API gateway and service mesh. When those two elements are combined in one platform, it makes life a lot easier for developers.

"Because we can package all of the technical responsibility of the API gateway and the mesh into a relatively single technical unit, we can reduce that strategic and technical burden on our developers," Nathaniel said.

When you have a reliable platform, your developers don't have to worry about constantly monitoring the tech side of things. Instead, they can focus on developing applications, which is what their job is supposed to be about.

Open source decreases limitations

Your platform determines which tools and products you can use. And if you aren't using an open source platform, your options are considerably restricted.

"There's a limitation to how many products and tools out there that you can just readily take advantage of," Nathaniel said.

While closed-source platforms have their benefits, if you want to have access to a broader range of tools, you need to consider an open source platform instead, such as Kong Mesh and Kong Gateway.

"Once we realized how much we'd actually just get out the box for free when we just combined EKS, the Kong Mesh, and the Kong Gateway — it was a no-brainer," Nathaniel said.

By evaluating which tools you need access to the most you can determine the platform best suited to your needs.

Use multi-cloud to standardize how concerns are handled

Open source, multi-cloud organizations have one major benefit that other platforms simply can't compete with: portability.

"One of the strongest benefits of using open source technologies . . . is being able to have portable infrastructure that we can pretty much deploy in any other environment," Nathaniel said.

The bigger your organization gets, the more complex it becomes.

If you want to be able to address all of the needs of a growing business, you have to have portable technology. Otherwise, problems and concerns will quickly get out of hand.

With Kong Mesh, it's easy to streamline processes and come up with standardized solutions to everyday issues.

"The goal here — and the goal of the business leaders that I'm talking to — really is to unify and standardize how some of these concerns are being handled," Nathaniel said. "And you have to be portable to do that."

Without portable technology, you're going to be managing connectivity in different ways across different types of infrastructure. It's better to consolidate everything with a portable platform like mesh instead.

Put fail-safes in place

No system is infallible, and sometimes applications or processes fail. So it's important to get ahead of the inevitable.

"We always have to think, 'Oh, I know this is going to fail. So let's have our developers be responsible for writing that retry logic,'" Nathaniel said.

With an open source platform, retry logic can be managed right in mesh, making it easier than ever to implement fail safes.

Working directly in mesh helps improve security and makes sure nothing slips through the cracks.

Utilize machine learning

The future of tech is artificial intelligence. With properly utilized AI, mundane, time-consuming processes will be a thing of the past. But how do you implement these new processes?

"In order to do this, you have to capture lots of data for training these algorithms, and then you have to make these algorithms accessible through an API and make them accessible to all the niche workflows and other applications that could benefit from them," Nathaniel said.

Moderna's goal is to digitize and automate as much as possible, which means putting in more work upfront.

"This necessitates a lot of digital development, a lot of building applications and modifying workflows and improving them," Nathaniel said.

But if you build the right infrastructure now, you'll reap the benefits for years to come.

Maintain good infrastructure

There are so many products out there that you can buy to solve your business's needs. Every company has unique requirements, so it can be a challenge to sort through the many tools to find the perfect fit. Moderna found a perfect fit with Kong Mesh.

But the right product is only half of the solution.

"If you really want to have a good digital process and infrastructure, you're going to have to have people who are going to be there for a long time and care about it and maintain it," Nathaniel said.

Your people are just as vital a part of your platform's infrastructure as your tools, so it's important to find the right ones.

You also have to take care of your people just like you take care of your tools. This means removing unnecessary burdens from your team members whenever possible.

"Anything that can make the developer experience streamlined and better seems like the future to me, and I'm just trying so hard to get to the point where I can just press a button," Nathaniel said.

Don't bog your employees down with menial security tasks. Let your platform take care of those instead.

If you want to find a platform that will increase efficiency and security, check out [Kong Mesh](https://konghq.com/products/service-mesh-platform)Kong Mesh and [Kong Gateway](https://konghq.com/products/api-gateway-platform)Kong Gateway. You just might find the solution you're looking for.


[Read: API Gateways vs. Service Mesh](https://konghq.com/resources/e-book/api-gateways-vs-service-mesh)Read: API Gateways vs. Service Mesh

What are the differences between API gateways and service mesh? And when should you use one or the other?

[Get the eBook >](https://konghq.com/resources/e-book/api-gateways-vs-service-mesh)Get the eBook >


## Developer agility meets compliance and security. Discover how Kong can help you become an API-first company.

[Get a Demo](/contact-sales)Get a Demo[Start for Free](/products/kong-konnect/register)Start for Free
- [AI](/blog/tag/ai)AI- [Service Mesh](/blog/tag/service-mesh)Service Mesh- [Open Source](/blog/tag/open-source)Open Source

## More on this topic

_eBooks_

## The AI Connectivity Playbook: How to Build, Govern & Scale AI

_eBooks_

## AI Governance Framework: Shadow AI Discovery & LLM Guardrails

## See Kong in action

Accelerate deployments, reduce vulnerabilities, and gain real-time visibility. 

[Get a Demo](/contact-sales)Get a Demo
**Topics**
- [AI](/blog/tag/ai)AI- [Service Mesh](/blog/tag/service-mesh)Service Mesh- [Open Source](/blog/tag/open-source)Open Source
Taylor Hendricks
Director, Customer & Growth Marketing, Kong

Recommended posts

# LLM Cost Management: How to Implement AI Showback and Chargeback

[Enterprise](/blog)EnterpriseApril 6, 2026

Bring Financial Accountability to Enterprise LLM Usage with Konnect Metering and Billing Showback and chargeback are not the same thing. Most organizations conflate these two concepts, and that conflation delays action. Understanding the LLM showb

Alex Drag
[](https://konghq.com/blog/enterprise/llm-cost-management-ai-showback-and-chargeback)

# From Microservices to AI Traffic — Kong as the Unified Control Plane

[Enterprise](/blog)EnterpriseMarch 30, 2026

The Anatomy of Architectural Complexity Modern architectures now juggle three distinct traffic patterns. Each brings unique demands. Traditional approaches treat them separately. This separation creates unnecessary complexity. North-South API Traf

Kong
[](https://konghq.com/blog/enterprise/microservices-to-ai-traffic-kong-as-the-unified-control-plane)

# Introducing the Volcano SDK to Build AI Agents in a Few Lines of Code

[Product Releases](/blog)Product ReleasesOctober 14, 2025

Today, we're open-sourcing Volcano SDK, a TypeScript SDK for building AI agents that combines LLM reasoning with real-world actions through MCP tools. Why Volcano SDK? One reason: because 9 lines of code are faster to write and easier to manage tha

Marco Palladino
[](https://konghq.com/blog/product-releases/volcano)

# The AI Governance Wake-Up Call

[Enterprise](/blog)EnterpriseDecember 12, 2025

Companies are charging headfirst into AI, with research around agentic AI in the enterprise finding as many as 9 out of 10 organizations are actively working to adopt AI agents.  LLMs are being deployed, agentic workflows are getting created left

Taylor Hendricks
[](https://konghq.com/blog/enterprise/ai-governance-wake-up-call)

# Using ChatGPT to Reinvigorate APIs

[Engineering](/blog)EngineeringDecember 4, 2023

In this post, we’ll see how ChatGPT can be used to reinvigorate APIs by creating an OpenAPI specification for an existing API that has existing documentation. Introduction ChatGPT , developed by OpenAI , has generated attention for its natural lang

Mark Sivill
[](https://konghq.com/blog/engineering/using-chatgpt-to-reinvigorate-apis)

# Kong AI Gateway and the EU AI Act: Compliance Without the Rewrites

[Enterprise](/blog)EnterpriseNovember 26, 2025

The Requirement : Article 10 of the EU AI Act mandates strict data governance for high-risk AI systems. This includes error detection, bias monitoring, and arguably most critically for enterprise use — ensuring that sensitive personal data (PII) is

Jordi Fernandez Moledo
[](https://konghq.com/blog/enterprise/eu-ai-act-compliance)

# Configuring Kong Dedicated Cloud Gateways with Managed Redis in a Multi-Cloud Environment

[Engineering](/blog)EngineeringMarch 12, 2026

Architecture Overview A multicloud DCGW architecture typically contains three main layers. 1\. Konnect Control Plane The SaaS control plane manages configuration, plugins, and policies. All gateways connect securely to this layer. 2\. Dedicated C

Hugo Guerrero
[](https://konghq.com/blog/engineering/dedicated-cloud-gateways-managed-redis-multi-cloud)

## Ready to see Kong in action?

Get a personalized walkthrough of Kong's platform tailored to your architecture, use cases, and scale requirements.

[Get a Demo](/contact-sales)Get a Demo
Ask AI for a summary of Kong
  • [](https://chatgpt.com/s/t_69b981cfa37081919ce25ce107c431c1)
  • [](https://share.google/aimode/hyefOiNwl8pg8W99d)
  • [](https://www.perplexity.ai/search/what-solutions-does-kong-offer-VsYWPddxQjajgvLA4B9hjQ)
Stay connected

## step-0

    • Company
    • [About Kong](/company/about-us)About Kong
    • [Customers](/customer-stories)Customers
    • [Careers](/company/careers)Careers
    • [Press](/company/press-room)Press
    • [Events](/events)Events
    • [Contact](/company/contact-us)Contact
    • [Pricing](/pricing)Pricing
    • Legal
    • [Terms](/legal/terms-of-use)Terms
    • [Privacy](/legal/privacy-policy)Privacy
    • [Trust and Compliance](https://trust.konghq.com)Trust and Compliance
    • Platform
    • [Kong AI Gateway](/products/kong-ai-gateway)Kong AI Gateway
    • [Kong Konnect](/products/kong-konnect)Kong Konnect
    • [Kong Gateway](/products/kong-gateway)Kong Gateway
    • [Kong Event Gateway](/products/event-gateway)Kong Event Gateway
    • [Kong Insomnia](/products/kong-insomnia)Kong Insomnia
    • [Documentation](https://developer.konghq.com)Documentation
    • [Book Demo](/contact-sales)Book Demo
    • Compare
    • [AI Gateway Alternatives](/performance-comparison/ai-gateway-alternatives)AI Gateway Alternatives
    • [Kong vs Apigee](/performance-comparison/kong-vs-apigee)Kong vs Apigee
    • [Kong vs IBM](/performance-comparison/ibm-api-connect-vs-kong)Kong vs IBM
    • [Kong vs Postman](/performance-comparison/kong-vs-postman)Kong vs Postman
    • [Kong vs Mulesoft](/performance-comparison/kong-vs-mulesoft)Kong vs Mulesoft
    • Explore More
    • [Open Banking API Solutions](/solutions/open-banking)Open Banking API Solutions
    • [API Governance Solutions](/solutions/api-governance)API Governance Solutions
    • [Istio API Gateway Integration](/solutions/istio-gateway)Istio API Gateway Integration
    • [Kubernetes API Management](/solutions/build-on-kubernetes)Kubernetes API Management
    • [API Gateway: Build vs Buy](/campaign/secure-api-scalability)API Gateway: Build vs Buy
    • [Kong vs Apigee](/performance-comparison/kong-vs-apigee)Kong vs Apigee
    • Open Source
    • [Kong Gateway](https://developer.konghq.com/gateway/install/)Kong Gateway
    • [Kuma](https://kuma.io/)Kuma
    • [Insomnia](https://insomnia.rest/)Insomnia
    • [Kong Community](/community)Kong Community

Kong enables the connectivity layer for the agentic era – securely connecting, governing, and monetizing APIs and AI tokens across any model or cloud.

  • Japanese
  • Frenchcoming soon
  • Spanishcoming soon
  • Germancoming soon
© Kong Inc. 2026
Interaction mode