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Introduce AutoMetabuilder core components and workflow packages:
- Implement core components: CLI argument parsing, environment loading, GitHub service creation, and logging configuration. - Add support for OpenAI client setup and model resolution. - Develop SDLC context loader from GitHub and repository files. - Implement workflow context and engine builders. - Introduce major workflow packages: `game_tick_loop` and `contextual_iterative_loop`. - Update localization files with new package descriptions and labels. - Streamline web navigation by loading items from a dedicated JSON file.
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- [x] **Structured workflow logging**: Add debug/trace warnings when parsing workflow definitions so graph builders surface malformed JSON and unbound bindings.
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- [x] **Route modularization**: Split `backend/autometabuilder/web/server.py` into focused route modules or blueprints so each file stays under 100 LOC and supports DI of helpers.
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- [x] **AJAX contract tests**: Expand the backend test suite to cover `/api/workflow/graph`, `/api/workflow/plugins`, and nav/translation payloads with mocked metadata so API drift is caught early.
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- [x] **Metadata modularization**: Split `metadata.json` into focused include files (settings, suggestions, workflow plugin defs) and support directory-based loads.
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- [x] **Tool spec modularization**: Break `tools.json` into category files and load them as a directory.
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- [x] **Translation assets modularization**: Store messages per language in grouped JSON directories and update loaders/writers accordingly.
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- [x] **UI test decomposition**: Split Playwright UI tests into focused modules with shared helpers.
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