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FourKites launches Loft to orchestrate AI workflows across enterprise supply chains

Envoy AI launches Ellie Workforce for autonomous freight execution

Richtech Robotics Debuts an AI-Driven Pallet Jack at Automate 2026

Clear Robotics raises $1.75 million to scale AI-enabled autonomous vessels

Senior Product Manager for Workflow Orchestration

AI Automation & Operations Intelligence Intern

RISK: Commercial Autonomous Freight Requires Clear Exception and Liability Ownership

EVENT: MACHINA Physical AI Summit opens in Paris

EVENT: RoboCup 2026 closes in Incheon as South Korea links robotics talent to manufacturing AI

EVENT: Logistics Automation Expo opens in Bangkok

Physical AI’s bottleneck is operational recovery, not demonstration intelligence

Workflow orchestration is the control plane for Supply Chain agents

The exception queue is where supply chain AI earns its ROI

Post-holiday backlog should be treated as an allocation problem, not a scheduling problem

Stress-testing an AI-built IBP engine across 2,736 SKUs and 10 plants

Warehouse-robot selection should start with operating conditions

Physical-AI scale depends on the ecosystem around the robot

AI is pushing Chinese factory robotics beyond highly standardized production

Agentic AI economics require value ownership beyond token-cost tracking

Demand planning, supply planning and customer service may converge into one customer-facing role

Inventory Reduction Is a Consequence, Not a Transformation Objective

Supply Chain Outlier Detection 101: Build a simple demand-sensing review team with AI agents

Build a governed autonomous replenishment agent for SAP S/4HANA with Claude and MCP

From Open-Source Multi-Agent Control Tower to Governed Supply Chain Decision App

Addverb

Berkshire Grey

Dematic

Ken Goldberg