Systems | Development | Analytics | API | Testing

It Took 9 Seconds for an AI Agent to Delete a Production Database. Here's What Should Have Stopped It.

What the PocketOS incident reveals about AI agents, unscopped API tokens, and why enterprise data needs a gateway in front of it. 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.

Dynamic Kafka ACLs: Implementing Identity-Aware Policies with Kong Event Gateway

Modern Kafka deployments struggle with a familiar tension. You want fine-grained access control per client, per team, and even per request. However, traditional ACLs force you into static, cluster-level configurations that are brittle, hard to scale, and painful to maintain. Administrators are often forced to manage massive, hardcoded lists of topics and users. But what if you could dynamically craft these ACLs using identity context?

Complete guide to understanding vision AI for object recognition | TestComplete

Testing complex UI elements like CAD software, Google Maps, or Citrix environments often leads to brittle tests and false negatives. Vision AI solves these automated testing challenges by recognizing elements just like a human would, reducing manual testing efforts, and improving accuracy. Discover how vision AI strengthens automated testing for visually complex applications. This tutorial shows you how to enhance object recognition in SmartBear TestComplete and eliminate test failures caused by 3D applications, canvas-based apps, and virtualized environments.

7 Principles Of Software Testing That Prevent Production Failures

The principles of software testing are the foundation of building reliable software. I’ve seen teams write thousands of test cases and still miss critical bugs in production. The problem is rarely effort – it’s direction. The software testing principles help teams focus on risk, prioritize effectively, and avoid wasted testing effort. Instead of chasing coverage blindly, they shape how testing should be approached at every stage of development.

In-Depth Testing: Stop Shipping Bugs Your Tests Missed

I’ve pushed code that cleared every CI check, watched the green badge appear, shipped to production — and then spent the next two hours on a rollback. That experience was my real introduction to in-depth testing. In-depth testing is the practice of validating software behavior across multiple layers: unit logic, component interactions, end-to-end user flows, and failure conditions.

OpenAPI Schema Validation for AI

Schema validation ensures AI agents interact with APIs accurately by enforcing strict rules for requests and responses. OpenAPI provides a clear, machine-readable contract for APIs, reducing errors and improving reliability. This approach eliminates issues like ambiguous responses or schema drift, ensuring predictable behavior and secure data access.