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Working code isn't understood code. When AI-generated code feels hard to parse, that's a signal to ask questions, and sometimes, the answer leads to something better.
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What I learned reviewing AI-generated JavaScript: real-world issues, code review tips, and ways to ensure robust, production-ready code.
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AI coding agents have made me significantly more productive as an engineer, but they have a systematic problem: as context fills, they drift from explicit guidance and violate documented patterns. This examines AI limitations and the workflow adaptations that help while labs address the underlying issues.
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How to structure a self-contained folder of specifications, screenshots, and Figma links that an AI agent can reference throughout an implementation planning session.
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How to structure an AI agent session with sequential tasks, review checkpoints, and explicit deliverables—turning a handoff document into actionable state machines, gap reports, and implementation plans.
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How to structure a handoff document that enables AI agents to perform gap analysis and implementation planning—with traceable acceptance criteria, UI state inventories, and explicit business logic.
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Exploring common misconceptions AI agents have about Visual Regression Testing and practical solutions to address them.
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How to write a single hook script that works across Claude Code and Cursor, giving you deterministic control over agent behaviour when it matters most.
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How I built an eval-judge-improve loop to autonomously refine a semantic HTML agent skill, taking it from 2.46 to 2.89 out of 3.0 across four iterations and what I learned about the limits of automated improvement.
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Timelapse is a progressive web app (PWA) with acollection of widgets that shows how much time has elapsed in the day, week, month, quarter, and year. Widgets and timezone are configurable.