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Elements & Ideas.

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

How to Evaluate GPT-6.1 Terra for Visual QA
AI Agents

How to Evaluate GPT-6.1 Terra for Visual QA

Evaluate GPT-6.1 Terra for visual QA with matched tasks for perception, grounding, actions, policy, and durable outcomes.

Dwayne SamuelsDwayne Samuels·
How to Test Microsoft Foundry Browser Automation Before Production
AI Agents

How to Test Microsoft Foundry Browser Automation Before Production

Test Microsoft Foundry Browser Automation across identity, actions, human takeover, and durable outcomes before production.

Dwayne SamuelsDwayne Samuels·
How to Test WebMCP Tools With Playwright
AI Agents

How to Test WebMCP Tools With Playwright

Test WebMCP tool schemas, permissions, timeouts, retries, side effects, and durable outcomes with Playwright 1.64.

Dwayne SamuelsDwayne Samuels·
How to Test Cursor Cloud Agent Environments Before You Scale
AI Agents

How to Test Cursor Cloud Agent Environments Before You Scale

Test Cursor Cloud Agent environments with an acceptance contract for builds, repositories, secrets, controls, cleanup, and failure routing.

Dwayne SamuelsDwayne Samuels·
What GitHub Agentic Autofix Proves Before You Merge
AI Agents

What GitHub Agentic Autofix Proves Before You Merge

Use a three-layer merge gate for GitHub Agentic Autofix across CodeQL validation, application behavior, and human security review.

Dwayne SamuelsDwayne Samuels·
Figma Specs and Code Layers Bring QA Into Product Discovery
AI Agents

Figma Specs and Code Layers Bring QA Into Product Discovery

Figma Specs and code layers can help product and QA compare behaviors before implementation. Use a practical discovery workshop to separate decisions from shortcuts.

Dwayne SamuelsDwayne Samuels·
Jev 1.14 Brings Images Into Your Acceptance Criteria
AI Agents

Jev 1.14 Brings Images Into Your Acceptance Criteria

Explore Jev 1.14 image inputs, visual acceptance criteria and bounding boxes with a practical prototype plan for QA and product teams.

Dwayne SamuelsDwayne Samuels·
What Intelligent UI Could Change for Product Teams and QA
AI Agents

What Intelligent UI Could Change for Product Teams and QA

OpenAI did not invent generative UI. Here is what Intelligent UI could change for product design, development, and software testing.

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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