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Elements & Ideas.

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

Exploratory Testing Tools That Keep Browser Findings Useful
Testing & QA

Exploratory Testing Tools That Keep Browser Findings Useful

Compare exploratory testing tools for planning, browser capture, diagnosis, handoff, and follow-up with a practical selection scorecard.

Dwayne SamuelsDwayne Samuels·
TypeSafe AI Jev for classification without chat
Engineering

TypeSafe AI Jev for classification without chat

Learn what TypeSafe AI's Jev does, how its decisions differ from LLM structured outputs, and how to evaluate classification before automating a product workflow.

Dwayne SamuelsDwayne Samuels·
Browser Use Alternatives and How to Choose the Right Stack
AI Agents

Browser Use Alternatives and How to Choose the Right Stack

Compare Browser Use alternatives by agent logic, browser infrastructure, deterministic control, extraction, and failure review.

Dwayne SamuelsDwayne Samuels·
Cross Browser Testing With a Release Matrix That Fits
Testing & QA

Cross Browser Testing With a Release Matrix That Fits

Build a cross browser testing matrix from user risk, critical flows, real-device needs, and a copyable release checklist.

Dwayne SamuelsDwayne Samuels·
Playwright vs Selenium and When a Migration Is Worth It
Testing & QA

Playwright vs Selenium and When a Migration Is Worth It

Compare Playwright and Selenium with a coverage checklist, migration pilot, and copyable AI instructions that separate plans from verified test runs.

Dwayne SamuelsDwayne Samuels·
Exploratory Testing That Leaves a Browser Trail Engineers Can Follow
Testing & QA

Exploratory Testing That Leaves a Browser Trail Engineers Can Follow

Learn exploratory testing with a copyable charter, a worked browser-state example, and a handoff checklist for engineers.

Dwayne SamuelsDwayne Samuels·
Test Automation Tools for Web Apps and How to Choose the Right Stack
Testing & QA

Test Automation Tools for Web Apps and How to Choose the Right Stack

Compare web test automation tools by job, coverage, maintenance, and failure evidence, with a practical selection table and browser-state example.

Dwayne SamuelsDwayne Samuels·
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·
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Capture browser proof before the handoff gets vague.

Select the exact element, record the replay, and give QA, product, and engineering a test artifact they can act on without another clarification loop.

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