# flyte - 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: `flyteorg/flyte` - capability: Dynamic, resilient AI orchestration. Coordinate data, models, and compute as you build AI workflows. - expected_user_outcome: Dynamic, resilient AI orchestration. Coordinate data, models, and compute as you build AI workflows. ## 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. - **Repository Overview & System Architecture**: importance `high` - source_paths: README.md, docs/BACKEND_README.md, docs/IMPLEMENTATION_SPEC.md, go.mod, go.Makefile - **Backend Services & Data Plane APIs**: importance `high` - source_paths: runs/cmd/main.go, runs/service/run_service.go, runs/service/internal_run_service.go, runs/scheduler/core/scheduler.go, actions/cmd/main.go - **Plugin System, Task Execution & Extensibility**: importance `high` - source_paths: flyteplugins/go/tasks/pluginmachinery/registry.go, flyteplugins/go/tasks/pluginmachinery/core/plugin.go, flyteplugins/go/tasks/pluginmachinery/flytek8s/pod_helper.go, flyteplugins/go/tasks/plugins/k8s/pod/plugin.go, flyteplugins/go/tasks/plugins/k8s/spark/spark.go - **Deployment, Tooling & Operations**: importance `medium` - source_paths: charts/flyte-binary/Chart.yaml, charts/flyte-binary/values.yaml, charts/flyte-binary/templates/deployment.yaml, charts/flyte-devbox/Chart.yaml, charts/flyte-devbox/values.yaml ## Repo Inspection Evidence - repo_clone_verified: true - repo_inspection_verified: true - repo_commit: `efe332ee213de88b002c5055eb40ec9b5b3efda4` - inspected_files: `Dockerfile`, `README.md`, `docs/BACKEND_README.md`, `docs/DOCKER_QUICK_START.md`, `docs/IMPLEMENTATION_SPEC.md`, `docs/docker-image-workflow.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: Installation risk requires verification - Trigger: Project evidence flags a installation 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/flyteorg/flyte/issues/7558 - 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/flyteorg/flyte - Hard boundary: Do not present this pitfall as solved, verified, or ignorable unless later evidence explicitly closes it. ### Constraint 3: 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/flyteorg/flyte - Hard boundary: Do not present this pitfall as solved, verified, or ignorable unless later evidence explicitly closes it. ### Constraint 4: 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/flyteorg/flyte - 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: risks.scoring_risks | https://github.com/flyteorg/flyte - Hard boundary: Do not present this pitfall as solved, verified, or ignorable unless later evidence explicitly closes it. ### Constraint 6: 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/flyteorg/flyte - 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: 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/flyteorg/flyte - Hard boundary: Do not present this pitfall as solved, verified, or ignorable unless later evidence explicitly closes it.