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The latest News and Information on Software Testing and related technologies.

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Run Local LLMs on Mac to Cut Claude Costs

Part of the motivation for this post is how cloud API economics are shifting: Anthropic is moving large enterprise customers toward per-token, usage-based billing (unbundled from flat seat fees), which makes "always call the API" a moving cost line for teams at scale. A hybrid or local layer is one way to keep spend bounded while you still use premium models where they matter.

Scale AI test automation without losing visibility | QMetry + Reflect integration

AI is changing how testing gets done. As automation grows, so does the complexity of tracking what’s been tested, what passed, and what’s ready to release. See how SmartBear Reflect and QMetry work together to scale AI-powered test automation without losing visibility or control. Reflect makes it easy to create and run automated tests using plain language, while QMetry brings structure to that speed, connecting tests, results, and reporting into a single system of record.

News Analysis 2026: How Serverless Architecture Is Transforming Performance Testing

In just a few years, serverless architecture has moved from an emerging trend to a core pillar of enterprise IT. By 2026, platforms like AWS Lambda, Azure Functions, and Google Cloud Functions are handling production workloads at scale for organizations worldwide. The draw is clear: instant scalability, no server management, and a usage-based billing model that can lower costs for unpredictable workloads.

What Is Agile ALM (Application Lifecycle Management)?

Agile ALM manages the entire application lifecycle, including requirements, development, testing, and release, using Agile principles while maintaining end‑to‑end visibility and traceability. It supports iterative delivery, continuous feedback, and changing requirements to ensure that every decision and change is connected, auditable, and aligned with business and regulatory needs. The benefits of Agile ALM include.

Playwright Test Agents & MCP: A 2026 Architecture Guide

Playwright test agents are LLM-driven execution loops that wrap Playwright's browser automation in a goal-oriented reasoning layer. Instead of executing pre-written scripts, an agent receives high-level intent ("complete checkout and verify the success modal"), inspects the page's accessibility tree, and chooses which Playwright tool to invoke next. The Model Context Protocol (MCP) is the standardized bridge that exposes Playwright capabilities to the LLM and returns structured page context back.

Why Simplified Test Script Creation Is the Future of Load Testing Efficiency in 2026

For many QA teams, the real challenge in load testing isn’t infrastructure – it’s the complexity of legacy, code-heavy test scripts. Over time, the drive to add more scripting features has created a tangle of logic that slows teams down and limits what can be tested efficiently. While advanced scripting offers flexibility, it often comes at the expense of time spent on setup, fragile scripts, and mounting technical debt.

Rust Demo: Rust and C, C++ Mixed-Language Support in Perforce QAC and Klocwork

In this demo, see how Perforce Static Analysis quickly and efficiently scans Rust code to detect security issues beyond memory safety. We also show you how the cross-language capabilities in QAC and Klocwork enable the analysis of mixed Rust, C, and C++ codebases.