ai_ops/docs/orchestration-engine.md

Schema-Driven Orchestration Engine

Why this exists

The orchestration runtime introduces explicit schema validation and deterministic execution rules for multi-agent pipelines. The design favors predictable behavior over implicit conversational memory.

Main components

• AgentManifest schema (src/agents/manifest.ts): validates personas, relationships, topology constraints, and a strict DAG pipeline.
• Persona registry (src/agents/persona-registry.ts): renders templated prompts with runtime context and routes behavioral events.
• Stateful storage for stateless execution (src/agents/state-context.ts): each node execution reads payload + state from storage to get fresh context.
• DAG pipeline runner (src/agents/pipeline.ts): executes topology blocks, emits typed domain events, evaluates route conditions, and enforces retry/depth/failure limits.
• Project context store (src/agents/project-context.ts): project-scoped global flags, artifact pointers, and task queue persisted across sessions.
• Orchestration facade (src/agents/orchestration.ts): wires manifest + registry + pipeline + state manager + project context with env-driven limits.
• Hierarchical resource suballocation (src/agents/provisioning.ts): builds child git-worktree and child port-range requests from parent allocation data.
• Recursive manager runtime (src/agents/manager.ts): utility invoked by the pipeline engine for fan-out/retry-unrolled execution.

Constraint model

• Relationship constraints: per-edge limits (maxDepth, maxChildren) and process-level cap (AGENT_RELATIONSHIP_MAX_CHILDREN).
• Pipeline constraints: per-node retry limits, retry-unrolled topology, and process-level cap (AGENT_TOPOLOGY_MAX_RETRIES).
• Topology constraints: max depth and retries from manifest + env caps.

Stateless handoffs

Node payloads are persisted under the state root. Nodes do not inherit in-memory conversational context from previous node runs. Fresh context is reconstructed from the handoff and persisted state each execution. Sessions load project context from AGENT_PROJECT_CONTEXT_PATH at initialization, and orchestration writes project updates on each node completion.

Execution topology model

• Pipeline graph execution is DAG-based with ready-node frontiers.
• Nodes tagged with topology blocks parallel/hierarchical are dispatched concurrently (Promise.all) through AgentManager.
• Validation failures follow retry-unrolled behavior and are executed as new manager child sessions.
• Sequential hard failures (timeout/network/403-like) trigger fail-fast abort.
• AbortSignal is passed through actor execution input for immediate cancellation propagation.

Domain events

• Domain event schema is strongly typed (src/agents/domain-events.ts).
• Standard event domains:
  • planning: requirements_defined, tasks_planned
  • execution: code_committed, task_blocked
  • validation: validation_passed, validation_failed
  • integration: branch_merged
• Pipeline edges can trigger on domain events (edge.event) in addition to legacy status triggers (edge.on).

Security note

Tool clearance allowlists/banlists are currently data-model stubs. Enforcement must be implemented in the tool execution boundary before relying on these policies for hard guarantees.