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Supply chain planning

Supply Chain Planning

Workflow Goal

(No goal text found)

Team Structure

Agent ID Type Name / Role Capabilities
forecaster_ai ai Builds multi‑horizon forecasts with CIs
Detects change‑points and fragility
Documents assumptions and data quality
Feeds scenarios to capacity planning
convoy_planner_ai ai Plans convoy/slot utilization
Simulates ETA and routing impacts
Coordinates port rotations
Maintains auditable schedules
trade_compliance_ai ai Validates HS coding and manifests
Automates advance filings
Screens DG and permits
Keeps audit trails for decisions
ops_copilot_ai ai Monitors telemetry and events
Suggests reroute/hold/advance plays
Triage by SLA/impact
Generates concise status updates
head_ops human_mock Head of Logistics Operations (Operations Leadership) Sets service targets and escalation rules
Arbitrates capacity trade‑offs
Owns disruption response
Drives continuous improvement
network_planning_mgr human_mock Network Planning Manager (Network & Capacity Planning) Slots vessels/rail/road and yards
Sets buffers for priority customers
Manages resource constraints
Signs off weekly plans and reroutes
customs_manager human_mock Customs & Compliance Manager (Trade Compliance) Owns HS/manifest/permit accuracy
Runs DG declarations and stowage checks
Preps pre‑arrival documentation
Clears exceptions with authorities
control_tower_lead human_mock Control Tower Lead (Execution & Exceptions) Runs ops room and owner assignment
Maintains dashboards vs reality
Coordinates incident response
Approves deliberate deviations
port_liaison human_mock Port & Canal Liaison (External Coordination) Confirms convoys/pilotage/tugs
Expedites documentation issues
Maintains rotation constraints view
Propagates schedule changes
coo_stakeholder stakeholder COO Stakeholder (Executive Stakeholder) Sets priorities and customer guardrails
Approves buffers and reroute strategies
Holds teams to OTIF targets
Chairs post‑mortems and improvements

Join/Leave Schedule

Timestep Agents / Notes
0 head_ops — Kick off; set service targets and escalation rules
network_planning_mgr — Translate goals into capacity planning assumptions
forecaster_ai — Generate baseline + scenario bands for volumes
coo_stakeholder — Confirm priorities and customer guardrails
5 convoy_planner_ai — Reserve convoy slots and align rotations/ETAs
port_liaison — Coordinate with SCA and port agents on constraints
8 customs_manager — Stand up pre‑arrival filings and DG process
trade_compliance_ai — Automate HS validation and documentation checks
12 forecaster_ai — Forecast stabilized; hand off to planning
16 control_tower_lead — Stand up control tower, dashboards, and comms
ops_copilot_ai — Exception triage and playbook suggestions
22 convoy_planner_ai — Rotation fixed; ops in steady‑state
30 coo_stakeholder — Review OTIF/dwell and sign off on learnings
trade_compliance_ai — Documentation flow stable; audits ongoing

Preferences & Rubrics

Defined: Yes.

Sources

  • Workflow: /Users/charliemasters/Desktop/deepflow/manager_agent_gym/examples/end_to_end_examples/supply_chain_planning/workflow.py
  • Team: /Users/charliemasters/Desktop/deepflow/manager_agent_gym/examples/end_to_end_examples/supply_chain_planning/team.py
  • Preferences: /Users/charliemasters/Desktop/deepflow/manager_agent_gym/examples/end_to_end_examples/supply_chain_planning/preferences.py