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- Runtime entrypoints live in `device.py` and `constants.py`, orchestrating Ratio1 pipelines implemented in the upstream `naeural_core` package.
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device.py and constants.py, orchestrating Ratio1 pipelines implemented in the upstream naeural_core package.extensions/ (business/, data/, serving/) wrap naeural_core plugins and configs; mirror their folder names when porting modules from naeural_core.plugins/; use plugins/business/tutorials/ alongside the ratio1_sdk/tutorials/ repository samples when validating workflows.cmds/, container specs live in docker/ and docker-compose/, and research spikes belong in xperimental/../debug.sh builds Dockerfile_devnet and launches the node; sync .env with secrets documented in ratio1_sdk/template.env before running.docker compose -f docker-compose/debug-docker-compose.yaml up -d provisions the full dev stack; use docker compose down to clean up.pip install -r requirements.txt inside a virtualenv prepares local dependencies; add pip install -e ../naeural_core ../ratio1_sdk when testing cross-repo changes.python -m unittest discover -s plugins -p "*test*.py" executes tutorial regressions; mirror failing cases in ratio1_sdk/tutorials/ as needed.snake_case function names, and explicit __VER__ constants (aligned with naeural_core/__init__.__VER__).CONFIG = {**BASE_CONFIG, **local_overrides}) and keep environment keys uppercase.self.P(...), matching naeural_core.manager.ManagerMixin patterns; run sqlfluff on SQL assets before committing.plugins/business/tutorials/ and Oracle sync checks in extensions/business/oracle_sync/.*test*.py so they are auto-discovered; when editing shared pipeline logic, also run pytest (or python3 -m unittest) inside cloned naeural_core and targeted SDK tutorials.docker exec -it r1node /bin/bash and replay scripts from cmds/.feat:, fix:, chore:); keep subjects under 72 characters and describe intent in the body when needed..env files; document required secrets instead and re-use ratio1_sdk/template.env as reference.cmds/get_config_app helpers.constants.py, keep sensitive env vars templated ($VAR) so container deployments inject values securely.