Agent Runtime

The Agent Workbench is the heavy internal execution lane for multi-source work. It is not a generic chatbot. It is a task ledger with policy, trace, artifacts, source boundaries, and backend-owned tools.

Runtime Pieces

Component	Responsibility
LeafEnterprise/agents/service.py	Task, trace, artifact persistence.
LeafEnterprise/agents/policies.py	Role, lane, source-system, provider, and mutation policy.
LeafEnterprise/agents/runner.py	OpenAI Agents SDK execution hook and backend tools.
LeafEnterprise/agents/sql_guard.py	Read-only SQL validation before any execution tool can run.
LeafEnterprise/agents/dispatcher.py	Service Bus dispatch seam for AKS workers.
scripts/run_agent_service_bus_worker.py	First worker entrypoint for agent-tasks.

Design Rule

Agents can reason across governed evidence, but deterministic LeafEnterprise calculators and validators remain authoritative.