As enterprises increasingly embed AI and Large Language Models (LLMs) into their digital experiences, enforcing robust AI guardrails becomes paramount to safeguard users, protect data, manage operational costs, and comply with regulatory and ethical standards. Think of AI guardrails as essential…
[](/blog/engineering/ai-guardrails)
Calling all builders, tinkerers, and API innovators. The Kong Hackathon is back for API Summit 2025 ! This year, we’re challenging developers worldwide to create projects that don’t just react, they think , adapt , and act . The theme? Agentic AI : solutions that take initiative, make decisions,…
[](/blog/news/kong-agentic-ai-hackathon-2025)
Technical debt is a sneaky hang-up that organizations and teams often ignore until it becomes unmanageable. It creeps in slowly, undermines your team’s productivity, and builds up until your product is hard to maintain and scale. Software systems and development cycles are increasingly being driven…
[](/blog/learning-center/reducing-technical-debt)
Picture this: It's 3 AM, and your phone erupts with alerts. Within minutes, you're drowning in a tsunami of notifications—hundreds of them—while your company's critical services hang by a thread. Your monitoring dashboard looks like a Christmas tree gone wrong, every light blinking red, and you…
[](/blog/learning-center/what-is-aiops)
Organizations are going all-in on large language models (LLMs), with research finding 72% anticipate increased LLM spending in the coming year (and about 40% are already investing more than $250,000 USD per year). As enterprises rapidly adopt LLMs to transform customer experiences, automate…
[](/blog/engineering/owasp-top-10-ai-and-llm-guide)
In my previous post, we discussed how we can implement a basic AI Agent with Kong AI Gateway. In part two of this series, we're going to review LangGraph fundamentals, rewrite the AI Agent and explore how Kong AI Gateway can be used to protect an LLM infrastructure as well as external functions.…
[](/blog/engineering/build-single-llm-ai-agent-with-kong-ai-gateway-langgraph)
This is part one of a series exploring how Kong AI Gateway can be used in an AI Agent development with LangGraph. The series comprises three parts: Basic ReAct AI Agent with Kong AI Gateway Single LLM ReAct AI Agent with Kong AI Gateway and LangGraph Multi-LLM ReAct AI Agent and LangGraph Server…
[](/blog/engineering/how-to-strengthen-a-basic-react-ai-agent)
What Is RAG, and Why Should You Use It? RAG (Retrieval-Augmented Generation) is not a new concept in AI, and unsurprisingly, when talking to companies, everyone seems to have their own interpretation of how to implement it. So, let’s start with a refresher. RAG (short for Retrieval-Augmented Gener…
[](/blog/engineering/build-your-own-internal-rag-agent)
This started as an internal experiment to explore how AI could assist with API design, using similar standards to what Kong R&D applies to our own API design. It turned out to be useful enough that we decided to share it more broadly. Now it’s live at create-api.dev. No login. No setup. Just…
[](/blog/engineering/introducing-create-api-dev)
If you're a builder, you likely keep sending your LLM credentials on every request from your agents and applications. But if you operate in an enterprise environment, you'll want to store your credentials in a secure third-party like HashiCorp Vault or IDP provider and have the infrastructure…
[](/blog/product-releases/hashicorp-vault-support-for-llms)
Enterprise adoption of large language models (LLMs) is surging. According to Gartner , more than 80% of enterprises will have deployed generative AI (GenAI) applications or used GenAI APIs by 2026, up from just 5% in 2023. That stark increase paints a telling picture: LLMs have evolved from a…
[](/blog/enterprise/enterprise-ai-spending-2025)
Today, we're excited to announce the general availability of AI Manager in Kong Konnect, the platform to manage all of your API, AI, and event connectivity across all modern digital applications and AI agents. Kong already provides the fastest and most feature rich AI Gateway technology to manage…
[](/blog/product-releases/kong-ai-manager)
As businesses increasingly harness the power of artificial intelligence (AI) and large language models (LLMs), a new challenge emerges: managing the deluge of AI requests flooding systems. This exponential growth in AI traffic creates what could be considered a gratifying predicament—high demand…
[](/blog/enterprise/how-to-master-aillm-traffic-management-with-intelligent-gateways)
The world of artificial intelligence is undergoing a seismic shift, with the emergence of agentic AI redefining the landscape of API development and management. As businesses and developers navigate the complexities of digital transformation, understanding the implications of this groundbreaking…
[](/blog/enterprise/the-rise-of-agentic-ai-transforming-the-api-management)
The hype for Anthropic’s Model Context Protocol (MCP) has reached a boiling point. Everyone ( including Kong ) is releasing something around MCP to ensure they aren't seen as falling behind in the ever-changing AI landscape. The hype for Anthropic’s Model Context Protocol (MCP) has reached a…
[](/blog/learning-center/what-is-mcp)