The Hidden Cost of Vibe Coding: Why AI Coding Tools Create More Bugs Than They Fix
A CMU study of 806 repos reveals AI coding tools like Cursor boost velocity temporarily but create persistent technical debt. Here's what QA teams need to know.
Blog
Insights, tutorials, and updates on software testing and QA
Generate Test Cases from User Stories Using AI
Learn how to generate test cases from user stories and Jira requirements using AI. Step-by-step guide with TestCollab's QA Copilot.
Harness Engineering: What It Means for QA
Harness engineering is reshaping how software gets built and tested. Learn what it means for QA teams and how to adopt it with a practical maturity framework.
Jira Test Case Management Just Got Better: TestCollab Forge App 2.0
TestCollab's new Jira Forge app brings test case management directly inside Jira. Create test plans, link requirements, and manage test executions without leaving Jira.
Risk-Based Testing: A Practical Guide for the AI Era
Learn how to prioritize your testing with risk-based testing. Covers the traditional framework, practical examples, and how AI transforms test prioritization.
Automated Test Case Generation with Claude Code and MCP
Learn how to generate test cases automatically from your codebase using Claude Code and the TestCollab MCP Server. Step-by-step tutorial with examples.
AI Agents for Software Testing: What's Next for QA Copilot
TestCollab is bringing autonomous AI agents for software testing. Inspired by Karpathy's minimal-code, self-improving AI systems, here is what is next.
AI Test Case Generation with MCP Server: Example Prompts and Setup
Use MCP server tools for AI test case generation, test suite organization, and test plan management. 17 tools with example prompts for Claude, Cursor, and Codex.
From Vibe Coding to Spec-Driven Development
Vibe coding is fast but unpredictable. Spec-driven development gives AI agents clear instructions. Learn the workflow with real examples.
How to Automate Test Case Management and Reporting in Your CI/CD Pipeline
Learn how to automate test case management and reporting in CI/CD pipelines using a CLI. Sync Gherkin tests, create test plans, and upload JUnit/Mochawesome results.
Release Readiness Checklist: Automate Your Go/No-Go
Stop using spreadsheets for release readiness. See how an automated release readiness dashboard with live defect sync replaces manual checklists.
IoT Security Testing: The DJI Romo Hack Was a QA Failure
A hobbyist accidentally accessed 7,000 DJI robot vacuums. We break down the IoT security testing failures and provide a 21-case authorization test suite.
