# conductor - 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: `conductor-oss/conductor` - capability: Conductor is an event driven agentic workflow engine providing durable and highly resilient execution engine for applications and AI Agents - expected_user_outcome: Conductor is an event driven agentic workflow engine providing durable and highly resilient execution engine for applications and AI Agents ## 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. - **Conductor Overview & System Architecture**: importance `high` - source_paths: README.md, build.gradle, settings.gradle, server/src/main/java/com/netflix/conductor/Conductor.java, core/src/main/java/com/netflix/conductor/core/execution/WorkflowExecutor.java - **Workflow Engine, Tasks & Execution Model**: importance `high` - source_paths: common/src/main/java/com/netflix/conductor/common/metadata/workflow/WorkflowDef.java, common/src/main/java/com/netflix/conductor/common/metadata/workflow/WorkflowTask.java, common/src/main/java/com/netflix/conductor/common/metadata/tasks/TaskDef.java, common/src/main/java/com/netflix/conductor/common/metadata/tasks/Task.java, core/src/main/java/com/netflix/conductor/core/execution/mapper/TaskMapper.java - **AI, LLM, MCP & Vector Database Integration**: importance `high` - source_paths: ai/src/main/java/org/conductoross/conductor/ai/AIModel.java, ai/src/main/java/org/conductoross/conductor/ai/LLMs.java, ai/src/main/java/org/conductoross/conductor/ai/mcp/MCPService.java, ai/src/main/java/org/conductoross/conductor/ai/providers/openai/OpenAI.java, ai/src/main/java/org/conductoross/conductor/ai/providers/anthropic/Anthropic.java - **Deployment, Configuration & Troubleshooting**: importance `high` - source_paths: docker/docker-compose.yaml, docker/docker-compose-es8.yaml, docker/docker-compose-postgres-es7.yaml, docker/docker-compose-cassandra-es7.yaml, docker/docker-compose-redis-os.yaml ## Repo Inspection Evidence - repo_clone_verified: true - repo_inspection_verified: true - repo_commit: `ac1cc8043412adea4f7ca30c6e3bf43a738f8f68` - inspected_files: `README.md`, `requirements.txt`, `docs/architecture/durable-execution.md`, `docs/architecture/json-native.md`, `docs/devguide/ai/durable-agents.md`, `docs/devguide/ai/dynamic-workflows.md`, `docs/devguide/ai/failure-semantics.md`, `docs/devguide/ai/first-ai-agent.md`, `docs/devguide/ai/human-in-the-loop.md`, `docs/devguide/ai/index.md`, `docs/devguide/ai/llm-orchestration.md`, `docs/devguide/ai/mcp-guide.md`, `docs/devguide/ai/production-agent-architecture.md`, `docs/devguide/ai/token-efficiency.md`, `docs/devguide/ai/why-conductor.md`, `docs/devguide/architecture/directed-acyclic-graph.md`, `docs/devguide/architecture/index.md`, `docs/devguide/architecture/tasklifecycle.md`, `docs/devguide/bestpractices.md`, `docs/devguide/concepts/conductor.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: 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/conductor-oss/conductor - Hard boundary: Do not present this pitfall as solved, verified, or ignorable unless later evidence explicitly closes it. ### Constraint 2: 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: community_evidence:github | https://github.com/conductor-oss/conductor/issues/396 - 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/conductor-oss/conductor - 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/conductor-oss/conductor - 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/conductor-oss/conductor - 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/conductor-oss/conductor - 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/conductor-oss/conductor - Hard boundary: Do not present this pitfall as solved, verified, or ignorable unless later evidence explicitly closes it.