AllocationOptimizationGovernance

Agentic Allocation Arbitrator

Allocation arbitrator system flow
Allocation arbitrator system flow
Role

Principal AI Engineer I

Focus

Reactive allocation arbitration

Stack
LangGraphFastAPISSEOptimization

Overview

A reactive allocation arbitrator that resolves post-scramble supply constraints across regions. The system uses multi-agent reasoning to classify scenarios, generate strategies, and translate them into optimization parameters. It delivers deterministic allocations with human-in-the-loop approval gates.

System Flow

  • Orchestrator classifies scenarios (surplus, deficit, mixed).
  • Strategist proposes allocation options with policy constraints.
  • Constraint agent converts strategies into optimization parameters.
  • Optimizer executes allocation and returns explainable rationale.
  • SSE streaming provides live traces and approval checkpoints.

Key Contributions

  • Designed agentic orchestration and gate logic for reliable decisioning.
  • Built real-time trace streaming with approval gates before execution.
  • Implemented explainable outputs for business users.

Notes on Disclosure

This project is presented at a system-architecture level without client identifiers or proprietary data.