skill-awrshift
Guide agents through research, validation, and sandbox tests before implementation.
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- Updated Jul 1, 2026
Guide agents through research, validation, and sandbox tests before implementation.
AWRSHIFT gives coding agents a single adaptive flow for identifying a task, researching it, defining success metrics, comparing hypotheses, fact-checking a plan, and testing inside an experiments folder. The user chooses what happens at every phase transition. Main project files remain read-only until a GO decision and an explicit file-by-file implementation preview are approved.
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Diagnose and repair Claude Desktop third-party model configuration gaps
Turn an existing website into a deployable conversational agentfront.
Public GitHub facts last synced Jul 10, 2026.
Turn a repository's structure into an editable, interactive architecture map.
Install coding guidance distilled from s4.codes videos as a Claude skill.