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Insights on AI, software testing, and building the future of QA

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GuidesAI Testing

How to Test Code Written by Windsurf

Illustrated Shiplight blog cover: a code file with one protective guard rail quietly missing from a section, highlighted against intact rails elsewhere.
EngineeringBest Practices

AI Code Security: The Failure Modes That Actually Show Up

Illustrated Shiplight blog cover: a small protocol server being assembled from a few well-labeled tool components.
GuidesEngineering

How to Build an MCP Server

Illustrated Shiplight blog cover: several agents working on separate partitions of one codebase, converging on a single verified result.
GuidesEngineering

Claude Code Agent Teams: Coordinating Several Agents at Once

Illustrated Shiplight blog cover: a glossy proposed plan document floating above a codebase with an approval gate before any edit reaches the files.
GuidesEngineering

Claude Code Plan Mode: What It Does and When to Use It

Illustrated Shiplight blog cover: a glossy folder of instruction cards being loaded on demand into an agent, beside distinct hook and subagent layers.
GuidesEngineering

Claude Code Skills: What They Are and When to Use One

See testing that keeps up with your AI coding agents.