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From the blog

Elements & Ideas.

Product thinking, engineering craft, and observations from building at the frontier of AI.

How to Manage Agent Skill Sprawl
AI Agents

How to Manage Agent Skill Sprawl

Manage agent skill sprawl with selective loading, clear workflow ownership, precise SKILL.md triggers, and repeatable routing tests for browser agents.

Dwayne SamuelsDwayne Samuels·
How to Test Browser Agents Before You Trust the Result
Testing & QA

How to Test Browser Agents Before You Trust the Result

Test browser agents with clear task contracts, step evidence, durable state checks, negative cases, and a measured false-success example.

Dwayne SamuelsDwayne Samuels·
Playwright Request Interception Without Hiding Real Failures
Testing & QA

Playwright Request Interception Without Hiding Real Failures

Learn Playwright request interception with route, fulfill, continue, abort, strict matching, waitForResponse, and a measured false-pass example.

Dwayne SamuelsDwayne Samuels·
Jam.dev Alternatives for Browser Bug Reports Engineers Can Reproduce
Testing & QA

Jam.dev Alternatives for Browser Bug Reports Engineers Can Reproduce

Compare Jam.dev alternatives for bug recording, website feedback, production replay, Playwright traces, and reproducible browser handoffs.

Dwayne SamuelsDwayne Samuels·
Bug Reproduction Steps for Browser Back Button Failures
Testing & QA

Bug Reproduction Steps for Browser Back Button Failures

Write precise bug reproduction steps with a worked browser Back example, expected and actual results, environment details, and evidence.

Dwayne SamuelsDwayne Samuels·
Playwright Screenshots That Help You Debug Failures
Testing & QA

Playwright Screenshots That Help You Debug Failures

Learn Playwright screenshot commands, failure settings, file paths, visual comparisons, and when a trace gives the missing context.

Dwayne SamuelsDwayne Samuels·
Flaky Tests Caused by Locale Changes and Stale Browser State
Testing & QA

Flaky Tests Caused by Locale Changes and Stale Browser State

Learn why locale-sensitive browser tests pass after reload, how to expose stale parsers, and how to verify the fix with Playwright controls.

Dwayne SamuelsDwayne Samuels·
Marker.io Alternatives for Reproducible Browser Bug Reports
Testing & QA

Marker.io Alternatives for Reproducible Browser Bug Reports

Compare Marker.io alternatives by visual feedback, browser context, automated traces, issue routing, and the handoff your developer needs.

Dwayne SamuelsDwayne Samuels·
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