Systems | Development | Analytics | API | Testing

Identity Passthrough and RBAC for Enterprise LLM Deployments | DreamFactory

Enterprise adoption of large language models introduces a fundamental security challenge: how do you grant AI agents access to internal data without creating a backdoor that bypasses your existing access controls? Traditional database connections rely on service accounts with broad permissions, but when an LLM queries your customer records or financial data on behalf of a user, it must respect that user's specific entitlements.

Connecting Kong and Solace: Building Smarter Event-Driven APIs

Bringing APIs and events together has always been a challenge. REST APIs give developers a familiar interface, while event brokers like Solace Broker excel at fan-out, filtering, and scalable, reliable event delivery. The tricky part? Bridging these two worlds without building a lot of custom glue. That’s exactly what the new Kong plugin for Solace upstream mediation does.

Cut your AI API costs while you develop. #speedscale #api #softwaredevelopment #aicoding #devops

Speed is everything, but accuracy matters too. Learn the exact procedure to record live AI responses and use them as simulations for your automated tests. Watch the full breakdown and start saving tokens today.

We're dropping something BIG at SmartBear!

AI has transformed software development, dramatically increasing velocity. The challenge now is maintaining quality at that speed. Engineering leaders across the industry are searching for a real answer. On March 18, we’re unveiling our solution. Join our livestream for an exclusive product reveal featuring special guest, John Romero. A legend in the industry and the perfect voice to help us unveil what we've been building.

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.

Meet SmartBear BearQ - QA for the Age of AI

The AI revolutionized coding, but software testing hasn’t caught up. Until now. Meet BearQ: QA built for the age of AI. BearQ introduces a new paradigm of autonomous, agentic quality assurance. Instead of static scripts and brittle frameworks, BearQ’s specialized AI agents – the QA Lead Agent, Tester Agent, and Explorer Agent – work continuously to: Testing was a static checkpoint. Now it’s a living, learning system that ensures application integrity.

Benefits Of Test Automation That Improve Release Confidence

The benefits of test automation become clear when software teams start releasing faster than they can manually test. Many engineering teams today face the same challenge: delivery speed is increasing, but validating every change manually takes too long. Test automation helps solve this by running tests quickly, catching bugs earlier, and reducing repetitive manual work so teams can release software with greater confidence.