# metaflow - Doramagic AI Context Pack > Purpose: pre-work context for the user's host AI. This pack does not prove that the project has been installed, run, or validated. ## Project - canonical_name: `Netflix/metaflow` - capability: Build, Manage and Deploy AI/ML Systems - expected_user_outcome: Build, Manage and Deploy AI/ML Systems ## Operating Boundaries - Do not claim that the project has been installed, run, called through an API, or used on local files unless separate evidence proves it. - Project facts must come from repo evidence, Claim Graph, or explicit source references. - When a capability is not verified, mark it as unverified instead of completing it as fact. - publish_status: `publishable` - blocking_gaps: none --- ## Doramagic Context Augmentation The following sections strengthen the repository context for a host AI. Human Manual data is a reading route, and pitfall notes become operating constraints. ## Human Manual Outline Usage rule: this is only a reading route and salience signal, not factual authority. Concrete claims must still return to repo evidence or Claim Graph. Host AI hard rules: - Do not treat page titles, section order, summaries, or importance values as factual project evidence. - When explaining the Human Manual outline, state that it is only a reading route or salience signal. - Capability, installation, compatibility, runtime state, and risk claims must cite repo evidence, source paths, or Claim Graph. - **Framework Overview and Core Concepts**: importance `high` - source_paths: metaflow/flowspec.py, metaflow/runtime.py, metaflow/task.py, metaflow/decorators.py, metaflow/parameters.py - **Datastore, Metadata, and Storage Backends**: importance `high` - source_paths: metaflow/datastore/flow_datastore.py, metaflow/datastore/task_datastore.py, metaflow/datastore/content_addressed_store.py, metaflow/datastore/datastore_storage.py, metaflow/datastore/artifacts/serializer.py - **Production Orchestration, Schedulers, and Cloud Execution**: importance `high` - source_paths: metaflow/plugins/argo/argo_workflows.py, metaflow/plugins/argo/argo_workflows_decorator.py, metaflow/plugins/argo/argo_workflows_deployer.py, metaflow/plugins/aws/step_functions/step_functions.py, metaflow/plugins/aws/step_functions/step_functions_decorator.py - **Secrets, Cards, Extensions, and Ecosystem Integrations**: importance `medium` - source_paths: metaflow/plugins/secrets/secrets_decorator.py, metaflow/plugins/secrets/secrets_spec.py, metaflow/plugins/aws/secrets_manager/aws_secrets_manager_secrets_provider.py, metaflow/plugins/azure/azure_secret_manager_secrets_provider.py, metaflow/plugins/gcp/gcp_secret_manager_secrets_provider.py ## Repo Inspection Evidence - repo_clone_verified: true - repo_inspection_verified: true - repo_commit: `5cdcc708e8d69d61a9ab73f8002c4596105b0278` - inspected_files: `README.md`, `docs/Environment escape.md`, `docs/cards.md`, `docs/concurrency.md`, `docs/datastore.md`, `docs/sidecars.md` Host AI hard rules: - Without repo_clone_verified=true, do not claim that the source code has been read. - Without repo_inspection_verified=true, do not write README, docs, or package-file conclusions as facts. - Without quick_start_verified=true, do not claim that the Quick Start path has run successfully. ## Doramagic Pitfall Constraints These rules come from Doramagic discovery, validation, or compilation findings. The host AI must treat them as operating constraints, not background notes. ### Constraint 1: Security or permission risk requires verification - Trigger: Project evidence flags a security or permission risk. Review the linked source before relying on this workflow. - Host AI rule: Reproduce the official install and quickstart path in an isolated environment. - Why it matters: May increase setup, validation, or first-run risk for the user. - Evidence: community_evidence:github | https://github.com/Netflix/metaflow/issues/3275 - Hard boundary: Do not present this pitfall as solved, verified, or ignorable unless later evidence explicitly closes it. ### Constraint 2: Capability evidence risk requires verification - Trigger: README/documentation is current enough for a first validation pass. - Host AI rule: Reproduce the official install and quickstart path in an isolated environment. - Why it matters: May increase setup, validation, or first-run risk for the user. - Evidence: capability.assumptions | https://github.com/Netflix/metaflow - Hard boundary: Do not present this pitfall as solved, verified, or ignorable unless later evidence explicitly closes it. ### Constraint 3: Runtime risk requires verification - Trigger: Project evidence flags a runtime risk. Review the linked source before relying on this workflow. - Host AI rule: Reproduce the official install and quickstart path in an isolated environment. - Why it matters: May increase setup, validation, or first-run risk for the user. - Evidence: community_evidence:github | https://github.com/Netflix/metaflow/issues/3258 - Hard boundary: Do not present this pitfall as solved, verified, or ignorable unless later evidence explicitly closes it. ### Constraint 4: Maintenance risk requires verification - Trigger: Project evidence flags a maintenance risk. Review the linked source before relying on this workflow. - Host AI rule: Reproduce the official install and quickstart path in an isolated environment. - Why it matters: May increase setup, validation, or first-run risk for the user. - Evidence: evidence.maintainer_signals | https://github.com/Netflix/metaflow - Hard boundary: Do not present this pitfall as solved, verified, or ignorable unless later evidence explicitly closes it. ### Constraint 5: Security or permission risk requires verification - Trigger: no_demo - Host AI rule: Reproduce the official install and quickstart path in an isolated environment. - Why it matters: May increase setup, validation, or first-run risk for the user. - Evidence: downstream_validation.risk_items | https://github.com/Netflix/metaflow - Hard boundary: Do not present this pitfall as solved, verified, or ignorable unless later evidence explicitly closes it. ### Constraint 6: Security or permission risk requires verification - Trigger: no_demo - Host AI rule: Reproduce the official install and quickstart path in an isolated environment. - Why it matters: May increase setup, validation, or first-run risk for the user. - Evidence: risks.scoring_risks | https://github.com/Netflix/metaflow - Hard boundary: Do not present this pitfall as solved, verified, or ignorable unless later evidence explicitly closes it. ### Constraint 7: Maintenance risk requires verification - Trigger: issue_or_pr_quality=unknown。 - Host AI rule: Reproduce the official install and quickstart path in an isolated environment. - Why it matters: May increase setup, validation, or first-run risk for the user. - Evidence: evidence.maintainer_signals | https://github.com/Netflix/metaflow - Hard boundary: Do not present this pitfall as solved, verified, or ignorable unless later evidence explicitly closes it. ### Constraint 8: Maintenance risk requires verification - Trigger: release_recency=unknown。 - Host AI rule: Reproduce the official install and quickstart path in an isolated environment. - Why it matters: May increase setup, validation, or first-run risk for the user. - Evidence: evidence.maintainer_signals | https://github.com/Netflix/metaflow - Hard boundary: Do not present this pitfall as solved, verified, or ignorable unless later evidence explicitly closes it.