# quality engineering

Published articles for quality engineering.

This is one page of public article previews, not the complete archive. Follow Next page to continue. Summaries are not the original full articles.

## AI x QA Leadership Summit 2026: Building the AI-Native QA Engine

DevFeed: [AI x QA Leadership Summit 2026: Building the AI-Native QA Engine](<https://devfeed.tech/articles/ai-x-qa-leadership-summit-2026-building-the-ai-native-qa-engine-12616.md>)

Original publisher: [Read original article](<https://www.browserstack.com/blog/ai-x-qa-leadership-summit-2026/>)

Author: Shweta Chhillar

Published: 2026-09-11T06:34:59Z

Content type: article

Language: en

Sources: [BrowserStack Blog](<https://devfeed.tech/sources/browserstack-blog.md>)

Topics: [Testing](<https://devfeed.tech/topics/testing.md>), [AI Strategy](<https://devfeed.tech/topics/ai-strategy.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>)

Tags: [2026](<https://devfeed.tech/tags/2026.md>), [ai](<https://devfeed.tech/tags/ai.md>), [events](<https://devfeed.tech/tags/events.md>), [free](<https://devfeed.tech/tags/free.md>), [governance](<https://devfeed.tech/tags/governance.md>), [leadership](<https://devfeed.tech/tags/leadership.md>), [practitioner](<https://devfeed.tech/tags/practitioner.md>), [qa](<https://devfeed.tech/tags/qa.md>), [quality-engineering](<https://devfeed.tech/tags/quality-engineering.md>), [september-2026](<https://devfeed.tech/tags/september-2026.md>), [summit](<https://devfeed.tech/tags/summit.md>), [virtual-event](<https://devfeed.tech/tags/virtual-event.md>), [workflow](<https://devfeed.tech/tags/workflow.md>), [workshops](<https://devfeed.tech/tags/workshops.md>)

### AI overview

BrowserStack's 11th QA Leadership Summit is a free virtual event on 23 September 2026. It offers separate tracks on AI strategy and governance for QA leaders and applied AI testing skills for practitioners, with the theme "Building the AI-Native QA Engine."

### Source excerpt

BrowserStack's 11th QA Leadership Summit runs 23 September 2026, free and virtual. Two tracks: AI strategy and governance for QA leaders, applied AI testing for practitioners. Speakers from AWS, Amazon, Atlassian, KPMG and S&P Global.

## Honoring #IconsOfQuality: Keith Klain

DevFeed: [Honoring #IconsOfQuality: Keith Klain](<https://devfeed.tech/articles/honoring-iconsofquality-keith-klain-12627.md>)

Original publisher: [Read original article](<https://www.browserstack.com/blog/honoring-icons-of-quality-keith-klain/>)

Author: Rajrupa Roychowdhury

Published: 2026-09-10T11:56:43Z

Content type: article

Language: en

Sources: [BrowserStack Blog](<https://devfeed.tech/sources/browserstack-blog.md>)

Topics: [Testing](<https://devfeed.tech/topics/testing.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [systems](<https://devfeed.tech/topics/systems.md>), [Software](<https://devfeed.tech/topics/software.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [community](<https://devfeed.tech/tags/community.md>), [enterprise](<https://devfeed.tech/tags/enterprise.md>), [financial-services](<https://devfeed.tech/tags/financial-services.md>), [icons-of-quality](<https://devfeed.tech/tags/icons-of-quality.md>), [infrastructure](<https://devfeed.tech/tags/infrastructure.md>), [insights](<https://devfeed.tech/tags/insights.md>), [integration](<https://devfeed.tech/tags/integration.md>), [keynote](<https://devfeed.tech/tags/keynote.md>), [leadership](<https://devfeed.tech/tags/leadership.md>), [operational](<https://devfeed.tech/tags/operational.md>), [quality-engineering](<https://devfeed.tech/tags/quality-engineering.md>), [systems](<https://devfeed.tech/tags/systems.md>), [technology](<https://devfeed.tech/tags/technology.md>), [testing](<https://devfeed.tech/tags/testing.md>), [thought-leadership](<https://devfeed.tech/tags/thought-leadership.md>), [uk](<https://devfeed.tech/tags/uk.md>)

### AI overview

BrowserStack profiles Keith Klain as an influential figure in software quality and testing. The article highlights his work in AI assurance, quality engineering, operational risk, systems thinking, and strategic enterprise transformation, along with his contributions to the testing community and thought leadership.

### Source excerpt

To celebrate the relentless passion and invaluable contributions of leaders in software quality, BrowserStack is proud to honour Icons of Quality.

## Honoring #IconsOfQuality: Richard Bradshaw

DevFeed: [Honoring #IconsOfQuality: Richard Bradshaw](<https://devfeed.tech/articles/honoring-iconsofquality-richard-bradshaw-12628.md>)

Original publisher: [Read original article](<https://www.browserstack.com/blog/honoring-icons-of-quality-richard-bradshaw/>)

Author: Rajrupa Roychowdhury

Published: 2026-09-09T11:44:44Z

Content type: article

Language: en

Sources: [BrowserStack Blog](<https://devfeed.tech/sources/browserstack-blog.md>)

Topics: [Testing](<https://devfeed.tech/topics/testing.md>), [Software Testing](<https://devfeed.tech/topics/software-testing.md>), [Software Engineering](<https://devfeed.tech/topics/software-engineering.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [Automation](<https://devfeed.tech/topics/automation.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [ai-agents](<https://devfeed.tech/tags/ai-agents.md>), [automation](<https://devfeed.tech/tags/automation.md>), [engineering](<https://devfeed.tech/tags/engineering.md>), [evals](<https://devfeed.tech/tags/evals.md>), [icons-of-quality](<https://devfeed.tech/tags/icons-of-quality.md>), [qa](<https://devfeed.tech/tags/qa.md>), [quality-engineering](<https://devfeed.tech/tags/quality-engineering.md>), [software-engineering](<https://devfeed.tech/tags/software-engineering.md>), [software-testing](<https://devfeed.tech/tags/software-testing.md>), [telemetry](<https://devfeed.tech/tags/telemetry.md>), [testing](<https://devfeed.tech/tags/testing.md>)

### AI overview

BrowserStack profiles Richard Bradshaw, a software testing and quality engineering leader, and discusses his views on AI agents, human-centric automation, and evaluating probabilistic AI systems.

### Source excerpt

To celebrate the relentless passion and invaluable contributions of leaders in software quality, BrowserStack is proud to honour Icons of Quality.

## QE Platform Strategy: 3 Paths and Where Each Hides Its Cost

DevFeed: [QE Platform Strategy: 3 Paths and Where Each Hides Its Cost](<https://devfeed.tech/articles/qe-platform-strategy-3-paths-and-where-each-hides-its-cost-12640.md>)

Original publisher: [Read original article](<https://blog.postman.com/qe-platform-strategy-3-paths-and-where-each-hides-its-cost/>)

Author: Rick Crawford

Published: 2026-08-31T17:37:05Z

Content type: opinion

Language: en

Sources: [Postman Blog](<https://devfeed.tech/sources/postman-blog.md>)

Topics: [Testing](<https://devfeed.tech/topics/testing.md>), [Software Engineering](<https://devfeed.tech/topics/software-engineering.md>), [Development](<https://devfeed.tech/topics/development.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [Open Source](<https://devfeed.tech/topics/open-source.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [api-testing](<https://devfeed.tech/tags/api-testing.md>), [blog](<https://devfeed.tech/tags/blog.md>), [development](<https://devfeed.tech/tags/development.md>), [general](<https://devfeed.tech/tags/general.md>), [open-source](<https://devfeed.tech/tags/open-source.md>), [qe-program](<https://devfeed.tech/tags/qe-program.md>), [quality-engineering](<https://devfeed.tech/tags/quality-engineering.md>), [sdlc](<https://devfeed.tech/tags/sdlc.md>), [software-engineering](<https://devfeed.tech/tags/software-engineering.md>), [strategy](<https://devfeed.tech/tags/strategy.md>), [testing](<https://devfeed.tech/tags/testing.md>)

### AI overview

This opinion article compares three QE platform strategies: continuing with the current approach, building an internal platform, or integrating specialized tools. It explains the hidden costs of each path, including test maintenance, delayed releases, escaped defects, long-term platform maintenance, dependency updates, security patches, and the need to modernize for AI-assisted testing.

### Source excerpt

In Part 1 I named the six structural problems compounding inside QE programs as AI accelerates development. In Part 2 I walked... The post QE Platform Strategy: 3 Paths and Where Each Hides Its Cost appeared first on Postman Blog.

## 5 QE Pipeline Metrics That Show Where Quality Is Leaking

DevFeed: [5 QE Pipeline Metrics That Show Where Quality Is Leaking](<https://devfeed.tech/articles/5-qe-pipeline-metrics-that-show-where-quality-is-leaking-12631.md>)

Original publisher: [Read original article](<https://blog.postman.com/5-qe-pipeline-metrics-that-show-where-quality-is-leaking/>)

Author: Rick Crawford

Published: 2026-08-21T15:00:10Z

Content type: article

Language: en

Sources: [Postman Blog](<https://devfeed.tech/sources/postman-blog.md>)

Topics: [Development](<https://devfeed.tech/topics/development.md>), [Postman](<https://devfeed.tech/topics/postman.md>)

Tags: [api-testing](<https://devfeed.tech/tags/api-testing.md>), [developer](<https://devfeed.tech/tags/developer.md>), [development](<https://devfeed.tech/tags/development.md>), [false-positives](<https://devfeed.tech/tags/false-positives.md>), [general](<https://devfeed.tech/tags/general.md>), [metrics](<https://devfeed.tech/tags/metrics.md>), [packages](<https://devfeed.tech/tags/packages.md>), [policy](<https://devfeed.tech/tags/policy.md>), [production](<https://devfeed.tech/tags/production.md>), [qe-program](<https://devfeed.tech/tags/qe-program.md>), [quality-engineering](<https://devfeed.tech/tags/quality-engineering.md>), [sdlc](<https://devfeed.tech/tags/sdlc.md>), [shift-left](<https://devfeed.tech/tags/shift-left.md>), [validation](<https://devfeed.tech/tags/validation.md>)

### AI overview

This developer article presents five quality-engineering pipeline metrics aligned with Design, Gate, Validate, Monitor, and Improve stages. The supplied text details package adoption, gate coverage and flake rate, and defect escape rate, explaining how they reveal uneven coverage, ineffective merge gates, false positives, and defects reaching production.

### Source excerpt

In the last post I described six problems that compound when development outruns the QE infrastructure underneath it. Most leaders recognize all... The post 5 QE Pipeline Metrics That Show Where Quality Is Leaking appeared first on Postman Blog.

## The Real Python Podcast - Episode #302: Constructing and Judging Modern Agentic Workflows

DevFeed: [The Real Python Podcast - Episode #302: Constructing and Judging Modern Agentic Workflows](<https://devfeed.tech/articles/the-real-python-podcast-episode-302-constructing-and-judging-modern-agentic-workflows-4386.md>)

Original publisher: [Read original article](<https://realpython.com/podcasts/rpp/302/>)

Author: Real Python

Published: 2026-07-10T12:00:00Z

Content type: article

Language: en

Sources: [Real Python](<https://devfeed.tech/sources/real-python.md>)

Topics: [Large Language Model](<https://devfeed.tech/topics/llm.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [AI Development](<https://devfeed.tech/topics/ai-development.md>), [Software Engineering](<https://devfeed.tech/topics/software-engineering.md>), [Test automation](<https://devfeed.tech/topics/test-automation.md>), [Model Context Protocol (MCP)](<https://devfeed.tech/topics/model-context-protocol-mcp.md>), [Python](<https://devfeed.tech/topics/python.md>)

Tags: [agentic](<https://devfeed.tech/tags/agentic.md>), [agentic-ai](<https://devfeed.tech/tags/agentic-ai.md>), [llm](<https://devfeed.tech/tags/llm.md>), [mcp](<https://devfeed.tech/tags/mcp.md>), [podcast](<https://devfeed.tech/tags/podcast.md>), [python](<https://devfeed.tech/tags/python.md>), [quality-engineering](<https://devfeed.tech/tags/quality-engineering.md>), [testing](<https://devfeed.tech/tags/testing.md>)

### AI overview

A podcast episode discusses constructing and evaluating modern LLM agent systems through specification-enrichment loops, LLM-based judging, performance monitoring, and Cohen's kappa for measuring agreement between judgments. It also highlights a video course on testing MCP servers with a Python MCP client.

### Source excerpt

How can you improve your LLM agent systems through specification enrichment? What are the advantages of having an LLM act as a judge within an agent system? This week on the show, Senior IEEE Member and Quality Engineer Suneet Malhotra joins us to discuss building and evaluating agentic architecture.

## Breakpoint 2026 Speaker Spotlight: Andrew Knight

DevFeed: [Breakpoint 2026 Speaker Spotlight: Andrew Knight](<https://devfeed.tech/articles/breakpoint-2026-speaker-spotlight-andrew-knight-12620.md>)

Original publisher: [Read original article](<https://www.browserstack.com/blog/breakpoint-2026-speaker-spotlight-andrew-knight/>)

Author: Shweta Chhillar

Published: 2026-05-08T10:14:54Z

Content type: article

Language: en

Sources: [BrowserStack Blog](<https://devfeed.tech/sources/browserstack-blog.md>)

Topics: [Testing](<https://devfeed.tech/topics/testing.md>), [Software Testing](<https://devfeed.tech/topics/software-testing.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [Behavior-driven development](<https://devfeed.tech/topics/bdd.md>), [Automation](<https://devfeed.tech/topics/automation.md>), [Selenium](<https://devfeed.tech/topics/selenium.md>), [Playwright](<https://devfeed.tech/topics/playwright.md>), [MCP Server](<https://devfeed.tech/topics/mcp-server.md>), [Open Source](<https://devfeed.tech/topics/open-source.md>)

Tags: [2026](<https://devfeed.tech/tags/2026.md>), [ai](<https://devfeed.tech/tags/ai.md>), [automation](<https://devfeed.tech/tags/automation.md>), [breakpoint](<https://devfeed.tech/tags/breakpoint.md>), [breakpoint-spotlight](<https://devfeed.tech/tags/breakpoint-spotlight.md>), [browser](<https://devfeed.tech/tags/browser.md>), [enterprise](<https://devfeed.tech/tags/enterprise.md>), [mcp](<https://devfeed.tech/tags/mcp.md>), [mcp-server](<https://devfeed.tech/tags/mcp-server.md>), [open-source](<https://devfeed.tech/tags/open-source.md>), [qa](<https://devfeed.tech/tags/qa.md>), [quality-engineering](<https://devfeed.tech/tags/quality-engineering.md>), [selenium](<https://devfeed.tech/tags/selenium.md>), [software](<https://devfeed.tech/tags/software.md>), [software-testing](<https://devfeed.tech/tags/software-testing.md>), [test-coverage](<https://devfeed.tech/tags/test-coverage.md>), [testing](<https://devfeed.tech/tags/testing.md>), [webdriver](<https://devfeed.tech/tags/webdriver.md>)

### AI overview

This speaker spotlight discusses how Andrew Knight combines open-source advocacy with enterprise software testing. It focuses on AI-powered test generation, behavior-driven development, context engineering, human oversight, and tools such as Selenium WebDriver, Playwright AI tooling, CLI skills, and an MCP server.

### Source excerpt

Explore how Andrew Knight is using AI, behavior-driven development, and context engineering to reshape enterprise software testing at BrowserStack Breakpoint 2026. This speaker spotlight dives into AI-powered QA, test automation, and the future of modern quality engineering.