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Accenture moves to acquire Industries eXcellence Group to deepen Siemens planning and manufacturing capabilities

RELEX expands AI-powered manufacturing planning from IBP to execution

Schneider Electric advances software-defined automation at Automate 2026

LeanDNA launches Demand Scenario Modeling in APEX

IFS launches IFS Intelligence to connect industrial decisions with governed AI actions

NEC launches cross-system SCM AI Agent for forecasting, procurement and planning

ARC India Forum frames industrial AI as production-grade operations

Kinaxis Links Adaptive Planning to Tire-Industry Volatility and Reverse Logistics

Cognite launches an AI-powered Integrated Supply Chain offering for industrial operations

Oracle introduces Claw-powered agentic applications for supply chain planning and execution

Circus commercializes standardized supply layer for autonomous sustainment robots

XMPro links agentic AI to bounded autonomy in industrial operations

Vertiv opens Malaysian manufacturing facility for AI and high-density infrastructure

CISCE showcases industrial AI across advanced-manufacturing value chains

Pigment Introduces Graphite Architecture for Scalable, Governed Planning

DriveNets raises $410 million to scale networking infrastructure for large AI deployments

DriveNets raises $410 million to scale networking infrastructure for large AI deployments

NAVER D2SF invests in AIM Intelligence as AI security becomes operational infrastructure

Agility Robotics agrees to go public at a $2.5 billion valuation

Connected Planning Model Builder

Applied Scientist, Execution Planning Science & Engineering, Amazon (10562813)

Machine Learning Engineer - Global Sourcing & Supply Management (GSSM) Solutions

Senior Demand & Supply Planner - Anduril Industries

Supply Chain & Manufacturing AI Specialist

Planning Solution Architect

Principal Engineer, Supply Chain Transformation

Solution Architect — Supply Chain Planning, Manufacturing

OUTAGE: Nucor Halts Production After Unauthorized Access to IT Systems

EVENT: Farnborough opens with AI defence systems and aerospace capacity constraints in focus

EVENT: Manufacturing NEXT Tokyo closes with planning and AI-agent tools

DISRUPTION: Jaguar Land Rover Cyber Incident Severely Interrupts Global Production

FAILURE: Capacity plans become mathematically correct and operationally wrong when constraints are stale

EVENT: Intuiflow showcases Demand Driven planning at Procurement Summit Hamburg

WARNING: Digital twins can create a second version of capacity if planning systems are not synchronized

WARNING: Legacy Data Gaps Continue to Limit AI-Based Supply Chain Response

DISRUPTION: Hormuz reopening remains constrained by mines, permits and marine-fuel shortages

RISK: Manufacturing Remains the Leading Ransomware Target

EVENT: Gartner Supply Chain Leaders Forum opens in Windsor

EVENT: Automate 2026 opens in Chicago

SECURITY: AI-Driven Software Supply Chain Attacks Increase Pressure on Enterprise Controls

SECURITY: Malicious VS Code Extensions Expose Developer and AI Tool Supply Chains

EVENT: ARC Industry Leadership Forum India concludes in Bangalore

EVENT: ARC Industry Leadership Forum Asia opens in Tokyo

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

EVENT: How I vibe-coded my Advanced Planning System

Industrial AI policy is shifting from model leadership to production-system capacity

Multi-agent supply-chain AI may require satisficing rather than local optimization

Ganacos Positions the Master Production Schedule as the Link Between Forecasts, Capacity and Execution

AI-built planning applications collapse development time, not planning complexity

Schneider Electric’s lighthouse network shifts industrial AI from isolated pilots to operating-system design

Production planning is becoming a financial decision system—but most companies still govern it as scheduling

Multi-agent Supply Chains need coordination economics, not just specialised agents

Metrology is becoming a production-control layer

Edge AI requires lifecycle control, not only real-time inference

Cisco's supply chain AI agents: Six hours saved per planner, but where is the operational value?

SmartFactory architecture puts agentic AI on top of standardized industrial semantics

AI Is Not Killing APS. It Is Repricing the Supply Chain Software Stack.

Supply-chain AI adoption is rising, but fragmented data is limiting measurable value

Multi-agent supply chains need a control plane before they need more agents

From BI to S&OP and DDMRP: revisiting a 2019 Voxlog interview with Supplaï's Gilles Alais

Descartes and agentic AI: from orchestrated demos to accountable logistics execution

Medical device supply chains: When more safety stock is the right resilience decision

Capacity planning software should be selected by constraint fidelity, not vendor ranking

Industrial AI scaling depends on interoperable operating architecture

Agentic operations must govern actions outside ERP

Gartner: AI-driven supply chain headcount cuts put the next generation of planning judgment at risk

o9, Kinaxis, OMP and Anaplan: Four Different Visions for AI-Driven Supply Chain Planning

Vendor AI agents introduce a new Supply Chain third-party risk layer

Stochastic optimization is becoming the governed middle layer between AI and MRP

Self-steering supply chains are arriving before companies have defined who owns the decision

AI-driven resilience depends on better decisions, not faster automation alone

Is the Hybrid Expert the Future of APS and AI-Driven Supply Chain Projects?

Ankur Gupta argues supply chain needs world models, not just agents

AI priorities in manufacturing: talent, operating model and data foundation come before agentic AI

AI Agents Need More Than Intelligence: Why Feedback Loops Will Define the Future of Supply Chain Decision-Making

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

Build a Governed AI Control Tower for Logistics Questions

CyberPlan

The Access Group

PlanetTogether

KNAPP

Sight Machine

Siemens Digital Industries Software

SAP

Monte Carlo

Aptean

Amazon Bedrock

o9 Solutions

Holistic AI

Google DeepMind

Confluent

Google Gemini Enterprise

Anthropic

Amazon Web Services

PTC

Schneider Electric

Siemens

Opus Numeris

Thomas Barciet

Prashant Gopalan

Guillaume Trécan

Antoine Guéguen

Emily Rees

Gregory Pitstick

Alain Matar

Nicolas Vandeput