Systems | Development | Analytics | API | Testing

The missing transport layer in user-facing AI applications

Most AI applications start the same way: wire up an LLM, stream tokens to the browser, ship. That works for simple request-response. It breaks when sessions outlast a connection, when users switch devices, or when an agent needs to hand off to a human. The cracks appear in the delivery layer, not the model. Every serious production team discovers this independently and builds their own workaround. Those workarounds don't hold once users start hitting them in production.

Application Migration Simplified: How to Optimize Data for the Cloud

Organizations over the years have seen the writing on the wall: The future is cloud. Now, these companies and their DevOps teams areevolving, innovating, and pursuing new technologies, to gain a competitive edge and create new efficiencies. One of the ways they’re doing this is through application migration to cloud. In this blog, I’ll detail the nuances of application migration and how to best manage data during it, including various challenges and their solutions.

Government and Defense: Air-Gapped LLM Data Access | DreamFactory

Government and defense agencies require extreme security measures to protect sensitive data like classified intelligence and military operations. Air-gapped systems, which are physically isolated from external networks, provide a robust solution by ensuring no remote access is possible. These systems are critical for deploying large language models (LLMs) safely in secure environments, enabling advanced AI capabilities like intelligence analysis and mission planning without risking data breaches.

Leveraging AI For a Better API Strategy

“API strategy” is a term prominently established in the ecosystem and heavily discussed, implemented, and followed by organizations. The term is more relevant now since API strategy has become, for the most part, AI strategy, since AI agents and services are now consuming APIs and tools to work towards business-specific goals under human tutelage. So the longstanding definition and scope of API strategy must take into account AI consumers.

Operationalizing the Model Context Protocol: Unified Governance with the WSO2 MCP Gateway

The WSO2 API Platform offers an MCP Gateway that sits between MCP clients and the MCP servers they use, applying security, access control, rate limits, observation, and policy enforcement across all tool calls. Instead of requiring teams to write these controls directly within their MCP servers, the platform extends its existing API governance layer to cover MCP traffic.

RBAC, Rate Limits, and Audit Logs: Enterprise Security Built In | DreamFactory

DreamFactory is a secure, self-hosted enterprise data access platform that provides governed API access to any data source, connecting enterprise applications and on-prem LLMs with role-based access and identity passthrough. It offers automated RBAC, precise field-level access control, configurable rate limits, and detailed audit logging that connects with SIEM and compliance systems.

WSO2 AI Guardrails: PII Masking, Prompt Injection & Safety

Generative AI offers incredible potential, but it comes with real risks like data leakage and prompt attacks. In this video, we demonstrate how WSO2 AI Guardrails act as an intelligent filter to secure your AI integrations and ensure compliance. We walk through the configuration of four critical advanced guardrails to inspect both incoming requests and outgoing responses, helping you move from risky experiments to safe, reliable production services.

JavaScript debugger Statement: How to Use It and When

The JavaScript debugger statement is a built-in keyword that tells the JavaScript engine to pause execution at a specific line of code. When execution stops, you can inspect variables, function scope, and the call stack using developer tools. It is commonly used during development to analyze how values change and where logic breaks, without relying on repeated logging or assumptions. No more guesswork. No more partial truths.

The Costs of Lost PHP Documentation

Discover the hidden costs of poor documentation and divergent patterns in PHP development. In this video, we explore the importance of thorough PHP documentation and how following PHP best practices can prevent knowledge gaps, reduce rework, and streamline modernization efforts. Don't let tribal knowledge hold your projects back.