Test management examples and tips, test plans, and manual and automated testing strategies. Best-practice guides for QA teams and developers.
Agentic QA
At a Glance Why Traditional Automation Fails AI Systems — and What to Do Instead Pass/fail is not enough when your system can hallucinate, drift, or refuse incorrectly. The core shift: AI…
Jose Amoros · · 18 min read
AI Testing
At a Glance How to Test AI Agents: What Every QA Team Needs to Know A correct final answer does not mean a correct agent — trajectory matters as much as outcome. Dual-layer evaluation:…
Jose Amoros · · 21 min read
Automation Testing
Key Takeaways Picking the wrong test automation framework is a decision that compounds over time. Choose based on your team’s stack, not industry hype. Before committing to any framework,…
Jose Amoros · · 13 min read
Test Management
Key Takeaways TestRail and Zephyr dominate name recognition, but neither is the right fit for every QA team in 2026. If you’re evaluating your options, the right platform should fit your…
Jose Amoros · · 11 min read
Agentic QA
At a Glance 9 tools, 5 criteria, 1 buying decision Independent comparison for QA leads evaluating test management software in 2026. Pricing transparency is now a differentiator: only 7 of 9…
Jose Amoros · · 18 min read
Continuous Testing
Key Takeaways Pipelines are ephemeral. Your test management layer shouldn’t be. A vendor-agnostic continuous testing pipeline is the only way to keep test history intact across CI/CD…
Jose Amoros · · 18 min read
Quality Assurance
Key Takeaways Choosing the right QA test management software is one of the highest-leverage decisions a QA team makes in 2026. If your team is still managing tests through spreadsheets or a…
Jose Amoros · · 10 min read
Agentic SDLC
Key Takeaways The Delivery Gap Is Where Quality Is Won or Lost Agentic test management is the bridge between AI-generated code and production-ready software. The productivity paradox is…
Jose Amoros · · 20 min read
Agentic QA
At a Glance Playwright Test Agents and MCP — A 2026 Architecture Decision Strategic guidance for engineering leaders evaluating agentic Playwright workflows Definition: Playwright test…
Jose Amoros · · 21 min read
Playwright Framework
At a Glance Seven operational pain points define Playwright at production scale. None are framework failings — all are workflow architecture problems. Async-state flakiness leads the list:…
Jose Amoros · · 22 min read
Automation Testing
At a Glance Native Playwright visual regression is free to start and expensive to scale. The cost shows up in CI, not on day one. Cross-OS rendering breaks pixel diffs: Windows, macOS, and…
Jose Amoros · · 21 min read
Agentic QA
At a Glance Five diagnostic patterns. One decision tree. A senior practitioner’s triage playbook for Playwright flakiness in 2026. Flakiness is architectural, not framework-borne: Almost…
Jose Amoros · · 20 min read
Automation Testing
At a Glance Selenium vs Playwright in 2026, decided by architecture, not hype A methodology-driven comparison — benchmarks, BiDi, MCP, and migration math. Speed gap is real: Playwright…
Jose Amoros · · 16 min read
Agentic QA
Key Takeaways Agentic Memory: The Persistence Layer Beyond RAG Stop rebuilding context every session. Start writing it once and remembering it forever. Silent Semantic Errors Dominate…
Jose Amoros · · 16 min read
Agentic QA
A 24/7 AI tester is a persistent, agent-based assistant that accepts plain-language QA instructions through a chat channel, uses connected tools and a large language model, and operates…
Jose Amoros · · 17 min read
Agentic QA
Chrome DevTools is the built-in browser inspector and debugger that ships with Google Chrome, giving testers ground-truth visibility into DOM state, network traffic, device rendering, and…
Jose Amoros · · 19 min read
Agentic QA
Opening Definition A 90-day Agentic Testing and QA roadmap is a structured learning plan that combines daily JavaScript and TypeScript practice with hands-on Playwright automation and…
Jose Amoros · · 15 min read
Agentic QA
Key Takeaways The Discipline That Separates Reliable AI Agents From Technical Debt Factories Programmatic boundaries. Builder-validator chains. Verified outputs. Context engineering replaces…
Jose Amoros · · 12 min read
Agentic QA
At a Glance The State of AI-Generated Code in 2026 The verification gap is the defining engineering problem of the agentic era. 75.3% of multi-agent failures stem from the planner-coder gap…
Jose Amoros · · 15 min read
Agentic QA
Gherkin’s structured, human-readable format gives it a decisive edge when working with AI-powered testing tools. Start evaluating your test suite structure now, as AI-powered QA is becoming…
Jose Amoros · · 11 min read
Agentic QA
Autonomous exploratory testing is an unscripted software validation approach in which AI agents dynamically interact with an application using reasoning rather than predefined scripts.…
Jose Amoros · · 18 min read
AI Testing
AI test case generators are spreading across QA teams, with Gartner predicting that 80% of engineers will need to upskill by 2027. Prioritize platforms that unify AI test generation with…
Jose Amoros · · 10 min read
AI Testing
An AI test case builder can reduce regression testing time while improving test coverage and catching defects earlier in the development cycle. Start treating AI as a testing partner rather…
Jose Amoros · · 10 min read
AI Testing
AI test case generation delivers measurable ROI when paired with human expertise, but manual writing remains essential for exploratory scenarios and complex business logic. Organizations…
Jose Amoros · · 9 min read
Agentic QA
At a Glance Free vs. Enterprise: The 2026 Decision Framework Not all Jira AI integrations are built the same. Most are wrappers. One is a reasoning agent. Best Free/Hybrid Agent:…
Jose Amoros · · 12 min read
LLM Testing Tool
This is the second article in a three-part Agentic QA series. The first article — Agentic QA Architecture: Reasoning Loops, Self-Healing DOM & Autonomous Testing — covered how AI agents use…
Jose Amoros · · 12 min read
Agentic QA
Agentic QA architecture is the technical framework that enables autonomous software testing without human authorship at each step. It consists of three interconnected layers: an…
Jose Amoros · · 13 min read
AI Code Generator
At a Glance The Shift from Automated Testing to Autonomous AI Generation Stop writing test cases. Start describing outcomes. Let the agent handle the rest. Agentic QA replaces scripted test…
Jose Amoros · · 13 min read
AI Testing
Human testers aren’t being replaced; they’re being repositioned as quality strategists who guide AI-powered workflows. Stop asking whether AI will take your job, and start asking how AI…
Jose Amoros · · 12 min read
AI Testing
AI-powered Gherkin generation eliminates the bottleneck of manually translating requirements into executable BDD scenarios. Start treating AI as your BDD co-pilot, not a replacement for your…
Jose Amoros · · 12 min read
New articles, testing tips and guides, once a week.
