Systems | Development | Analytics | API | Testing

AI Test Case Generation From Testable Requirements

“Customers can apply a discount code” looks ready for testing. Give that sentence to an AI model and it can produce cases for valid, invalid, expired, and reused codes in seconds. The trouble starts when someone asks what a valid code should do. Which basket is eligible? Does the discount change the displayed total before or after tax? Should the saved order carry the same amount?

Katalon AI for Software Testing: Agent Actions and Evidence

In one release test, my AI agent triaged 43 backlog items into 134 executable cases in Katalon True Platform. The first pass at the steps caused trouble. We had bundled setup, navigation, action, and judgment into long instructions. The runner returned verdicts, but a failed step left me unsure which expectation it had checked. We split the cases into one action and one checkable expected result per step. The failures became specific enough to review against the screenshots and session recording.

Accelerating Animal Care with Snowflake CoWork and Cortex AI

Mandai Wildlife Group, the steward of Singapore’s wildlife and nature destination, worked with Infinite Lambda to build an AI agent that lets keepers and veterinarians ask questions in natural language and quickly retrieve years of animal care records. Their AI agent, Animal 360, enables keepers and veterinarians to quickly retrieve decades of animal care records through natural language queries. This innovative solution ensures accurate and efficient data access, enhancing the quality of care for wildlife.

2/5 My tidiest marketing table was the output of 28 functions

Part 1 ended with a question for anyone running an internal app: which sources does its most important output depend on? I thought I knew the answer for our marketing dashboard. On 9 August 2026 I found out I did not. Two months later, all 14 of our marketing sources land in one place, and the numbers we act on have changed. The full before-and-after list is in the second tab of the data map further down.

Q3 2026 Product Update

This year, AI agents have been writing more code than ever, and we've seen the slow part of shipping move from writing code to building and releasing it. You've probably felt it in your own team too. So this quarter we focused on making sure all that extra code doesn't turn into extra waiting for you. Here are the 20+ updates we shipped across Bitrise in Q3.