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Elements & Ideas.

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

Bug Triage for Browser Issues Engineering Can Act On
Testing & QA

Bug Triage for Browser Issues Engineering Can Act On

Run bug triage with clear severity, priority, evidence confidence, ownership, and a browser report the fixing teammate can act on.

Dwayne SamuelsDwayne Samuels·
Deterministic Bug Reproduction for Browser Failures
Testing & QA

Deterministic Bug Reproduction for Browser Failures

Turn an intermittent browser bug into repeatable steps with a known start state, fixed environment, explicit inputs, stable evidence, and a bounded rerun.

Dwayne SamuelsDwayne Samuels·
Flaky Tests and the Five Failure Types Behind Them
Testing & QA

Flaky Tests and the Five Failure Types Behind Them

Learn the five main causes of flaky tests, a practical triage order, and how to prove whether timing, state, data, network, or locators failed.

Dwayne SamuelsDwayne Samuels·
20 Jev Use Cases That Hold Up Under Scrutiny
AI Agents

20 Jev Use Cases That Hold Up Under Scrutiny

Explore 20 evidence-backed Jev use cases across browsers, coding agents, search, support, databases, media, and constrained interfaces.

Samelogic TeamSamelogic Team·
Browser Automation That Survives Real Interface Changes
Testing & QA

Browser Automation That Survives Real Interface Changes

Learn how browser automation works, which approach fits each job, and how to build flows that survive interface changes and verify the saved result.

Dwayne SamuelsDwayne Samuels·
Smoke Testing in Software Testing With a Browser Release Checklist
Testing & QA

Smoke Testing in Software Testing With a Browser Release Checklist

Learn what smoke testing covers, how it differs from regression testing, and how to build a fast browser release gate with practical examples.

Dwayne SamuelsDwayne Samuels·
Can Jev replace RAG or just improve retrieval?
Engineering

Can Jev replace RAG or just improve retrieval?

We followed Jev, BM25 and embeddings from retrieval to generated answers on synthetic incidents. The completed study shows what improved, what failed and why RAG remains.

Samelogic TeamSamelogic Team·
Playwright vs Cypress and How to Choose for Browser Testing
Testing & QA

Playwright vs Cypress and How to Choose for Browser Testing

Compare Playwright and Cypress across browser coverage, debugging, CI, component testing, and a controlled false-success experiment.

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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