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Windows Python Setup Step 22 is Project packaging: produce a installable pyproject-based package that can be rebuilt, reviewed, tested, and operated from the verified Windows…
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Windows Python Setup Step 23 is Imports and module layout: produce a src-layout import boundary that can be rebuilt, reviewed, tested, and operated from the verified Windows…
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Windows Python Setup Step 24 is Advanced type checking: produce a typed public boundaries and narrowed values that can be rebuilt, reviewed, tested, and operated from the verified…
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Windows Python Setup Step 25 is Dataclasses and domain models: produce a validated immutable value objects that can be rebuilt, reviewed, tested, and operated from the verified…
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Windows Python Setup Step 26 is Exception design: produce a small documented exception hierarchy that can be rebuilt, reviewed, tested, and operated from the verified Windows…
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Windows Python Setup Step 27 is Context managers: produce a deterministic resource cleanup that can be rebuilt, reviewed, tested, and operated from the verified Windows project…
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Windows Python Setup Step 28 is Iterators and generators: produce a streaming data pipeline that can be rebuilt, reviewed, tested, and operated from the verified Windows project…
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Windows Python Setup Step 29 is Asyncio foundations: produce a cancellable async service boundary that can be rebuilt, reviewed, tested, and operated from the verified Windows…
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Windows Python Setup Step 3 is to install one intentional dependency inside the verified `.venv`, prove that both the distribution and imported module came from that environment…
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Windows Python Setup Step 30 is Threading: produce a bounded thread-worker design that can be rebuilt, reviewed, tested, and operated from the verified Windows project established…
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Windows Python Setup Step 31 is Multiprocessing: produce a spawn-safe process workers that can be rebuilt, reviewed, tested, and operated from the verified Windows project…
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Windows Python Setup Step 32 is SQLite foundations: produce a parameterized local SQLite repository that can be rebuilt, reviewed, tested, and operated from the verified Windows…
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Windows Python Setup Step 33 is Database transactions: produce a atomic unit-of-work boundary that can be rebuilt, reviewed, tested, and operated from the verified Windows project…
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Windows Python Setup Step 34 is SQLAlchemy integration: produce a explicit engine, session, and model lifecycle that can be rebuilt, reviewed, tested, and operated from…
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Windows Python Setup Step 35 is Schema migrations: produce a forward and rollback migration practice that can be rebuilt, reviewed, tested, and operated from the verified Windows…
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Windows Python Setup Step 36 is FastAPI service: produce a typed health and application API that can be rebuilt, reviewed, tested, and operated from the verified Windows project…
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Windows Python Setup Step 37 is API contract tests: produce a machine-readable endpoint contract suite that can be rebuilt, reviewed, tested, and operated from the verified…
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Windows Python Setup Step 38 is Pydantic validation: produce a strict external-data models that can be rebuilt, reviewed, tested, and operated from the verified Windows project…
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Windows Python Setup Step 39 is Authentication foundations: produce a hashed credential and session boundary that can be rebuilt, reviewed, tested, and operated from the verified…
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Windows Python Setup Step 4 is to make Visual Studio Code consume the verified project `.venv`, then prove that editor analysis, the integrated terminal, Run Python File, and…
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Windows Python Setup Step 40 is TLS and certificates: produce a verified HTTPS trust configuration that can be rebuilt, reviewed, tested, and operated from the verified Windows…
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Windows Python Setup Step 41 is Tkinter desktop application: produce a responsive minimal Windows GUI that can be rebuilt, reviewed, tested, and operated from the verified Windows…
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Windows Python Setup Step 42 is PowerShell integration: produce a quoted PowerShell-to-Python interface that can be rebuilt, reviewed, tested, and operated from the verified…
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Windows Python Setup Step 43 is Windows Task Scheduler: produce a non-interactive scheduled invocation that can be rebuilt, reviewed, tested, and operated from the verified…
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Windows Python Setup Step 44 is Windows service design: produce a service-ready worker lifecycle that can be rebuilt, reviewed, tested, and operated from the verified Windows…
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Windows Python Setup Step 45 is File permissions and ACLs: produce a least-privilege data-directory ACL plan that can be rebuilt, reviewed, tested, and operated from the verified…
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Windows Python Setup Step 46 is Temporary files: produce a private atomic temporary-file workflow that can be rebuilt, reviewed, tested, and operated from the verified Windows…
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Windows Python Setup Step 47 is Archives and extraction: produce a validated ZIP archive boundary that can be rebuilt, reviewed, tested, and operated from the verified Windows…
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Windows Python Setup Step 48 is Hashes and integrity: produce a SHA-256 manifest verification that can be rebuilt, reviewed, tested, and operated from the verified Windows project…
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Windows Python Setup Step 49 is Cryptography boundaries: produce a library-backed encryption envelope that can be rebuilt, reviewed, tested, and operated from the verified Windows…
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Windows Python Setup Step 5 is to distinguish console Python from windowed Python, identify which application selected the host, and make terminal, Run, and Debug launch…
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Windows Python Setup Step 50 is Secret stores: produce a Windows-backed secret retrieval adapter that can be rebuilt, reviewed, tested, and operated from the verified Windows…
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Windows Python Setup Step 51 is Configuration layering: produce a documented defaults-file-environment-CLI precedence that can be rebuilt, reviewed, tested, and operated from…
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Windows Python Setup Step 52 is Structured logging: produce a JSON event schema with correlation identifiers that can be rebuilt, reviewed, tested, and operated from the verified…
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Windows Python Setup Step 53 is Metrics and health: produce a bounded health and metrics surface that can be rebuilt, reviewed, tested, and operated from the verified Windows…
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Windows Python Setup Step 54 is CPU profiling: produce a reproducible CPU profile experiment that can be rebuilt, reviewed, tested, and operated from the verified Windows project…
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Windows Python Setup Step 55 is Memory profiling: produce a bounded memory experiment that can be rebuilt, reviewed, tested, and operated from the verified Windows project…
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Windows Python Setup Step 56 is Performance benchmarks: produce a stable benchmark baseline that can be rebuilt, reviewed, tested, and operated from the verified Windows project…
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Windows Python Setup Step 57 is Pytest fixtures: produce a scoped composable test resources that can be rebuilt, reviewed, tested, and operated from the verified Windows project…
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Windows Python Setup Step 58 is Mocks and fakes: produce a contract-focused test doubles that can be rebuilt, reviewed, tested, and operated from the verified Windows project…
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Windows Python Setup Step 59 is Property-based testing: produce a invariant-driven generated tests that can be rebuilt, reviewed, tested, and operated from the verified Windows…
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Windows Python Setup Step 6 is to add a small, repeatable quality gate—tests, linting, formatting verification, and static type checking—inside the same project `.venv` proven…
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Windows Python Setup Step 60 is Integration testing: produce a isolated multi-component test boundary that can be rebuilt, reviewed, tested, and operated from the verified Windows…
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Windows Python Setup Step 61 is End-to-end testing: produce a small user-journey acceptance suite that can be rebuilt, reviewed, tested, and operated from the verified Windows…
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Windows Python Setup Step 62 is Test-data management: produce a deterministic factory and fixture data that can be rebuilt, reviewed, tested, and operated from the verified…
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Windows Python Setup Step 63 is Multi-environment automation: produce a nox-driven version and task sessions that can be rebuilt, reviewed, tested, and operated from the verified…
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Windows Python Setup Step 64 is Pre-commit checks: produce a fast reviewed pre-commit hooks that can be rebuilt, reviewed, tested, and operated from the verified Windows project…
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Windows Python Setup Step 65 is Git hook governance: produce a portable hook installation policy that can be rebuilt, reviewed, tested, and operated from the verified Windows…
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Windows Python Setup Step 66 is Release versioning: produce a single-source semantic release version that can be rebuilt, reviewed, tested, and operated from the verified Windows…
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Windows Python Setup Step 67 is Build distributions: produce a clean wheel and source archive that can be rebuilt, reviewed, tested, and operated from the verified Windows project…