The 7-Stage Framework
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1
Real Unknown
Identifying core problem statements, OKRs, and assumptions to validate.
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2
Environment Context
Preparing macOS, Windows setups, credentials managers and local AI tools.
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3
Simulation
Formulating user journeys and mockups before writing production code.
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4
Formula
Creating decision logs, implementation recipes, and LLM thinking logs.
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5
Symbols
Compiling main code, Docker configurations, and Git workflows.
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6
Semblance
Chronological logs of errors, hotfixes, and objective-to-reality gaps.
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7
Testing Known
Close-loop validation maps, sign-offs, and master checklist audits.