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Manhattan Associates makes its AI Agent Workforce commercially available

Manhattan Associates unveils agentic AI across Manhattan Active solutions

Kinaxis and NVIDIA Explore Long-Running AI Agents for Continuous Supply Chain Planning

RELEX introduces agentic AI for supply planning diagnostics

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

TraceLink launches Track & Trace Lakehouse to connect serialized supply chain events with compliance decisions

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

Chain launches AI agent for carrier negotiation and freight booking

T-Systems and SupplyOn bring sovereign AI agents to industrial procurement

SAP Labs India selects enterprise-AI and industrial-intelligence startups for its 2026 studio

RELEX expands investment in diagnostics, True Inventory and agentic AI

XMPro links agentic AI to bounded autonomy in industrial operations

Exiger releases defense-industrial-base supply-chain AI report

Anaplan expands India hub to support agentic enterprise planning

project44 launches an AI agent for freight sourcing and carrier negotiations

GreyOrange Positions GreyMatter as a Multi-Agent Control Layer for Warehouse Execution

ARIS launches Process Context for Enterprise AI to ground agents in operational workflows

Blue Yonder 2026.2 expands planning with forecast transparency, financial impact simulation and inventory agents

Magentic raises $18M to expand procurement and supply-chain AI agents

Haizol launches HaiBot, an agentic AI system for manufacturing sourcing

MGI and Shanghai AI Laboratory launch agents that connect laboratory planning to physical execution

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

Sunstice launches Helios agentic AI layer for faster supply-chain decisions

o9 frames Responsible AI as enterprise readiness for agentic planning

Kodiact launches AI-native simulation platform for direct-materials decisions

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

Alipay’s reported AI-pay volume turns agentic commerce into an inventory and fulfillment issue

TraceLink unveils OPUS AI release for an Agentic Supply Chain Operating Model

Aily Labs and AWS partner to scale decision-intelligence agents

AskLora Launches Agentic AI Benchmarking for Supply Chain Excellence

Principal Data Scientist - Agentic AI Systems Engineering and Model Post-Training

Distinguished Data Scientist - Agentic AI Systems Engineering and Model Post-Training

Staff Data Scientist, AI/ML, Generative AI & Agentic Systems

Co-Founder & CEO, AI Communication Agents for Freight & Logistics

Lead Agentic AI Engineer

Supply Chain AI Program Expert - AGCO

e.l.f. Beauty recruits an AI Product Owner for Intelligent Operations

Global Supply Chain Business Operations Intern, Data & AI

Senior Product Manager, Supply Chain

Accelerator Digital Product Owner — Manufacturing & Supply Chain AI

Sr Applied Scientist, Amazon Supply Chain (Job ID 10488022)

APJ Senior Solutions Architect, Applied AI for Supply Chain

Product Manager, Modelling & Optimisation

EMEA Senior Solutions Architect, Applied AI for Supply Chain

Principal Technical Program Manager, AWS Applied AI Solutions Core Services

Solution Sales Expert – Supply Chain Management

IT Lead, Customer Experience Engineering

Supply Chain AI & Automation Analyst

Service Delivery Leader - Supply Chain Management

Architect, Machine Learning (Principal Scientist)

Senior Platform Engineer – Integration Suite – Integration Cell

Supply Chain AI Lead (Procurement)

Founding GTM / Growth Opportunity at Centrum AI (Supply Chain Intelligence Platform)

Digital Product Owner — M&S Accelerator

Supply Chain AI Lead (SCM)

Senior Manager — AI & Self-Healing Engine, Last Mile Delivery

EVENT: Automated Negotiating Agents Competition includes a supply-chain management league

REGULATION: AI Agents Create Overlapping EU Compliance Obligations

WARNING: Specialized planning agents can multiply faster than their governance model

EVENT: MyExobrain highlights agentic AI adoption gap after Gartner Supply Chain Symposium

RISK: AI agents should not run supply chains without physical context and human oversight

EVENT: SAP examines the data foundation required for agentic AI

FAILURE: Uniform Governance May Cause AI-Agent Deployments to Fail

WARNING: Agentic AI supply chain software spend is projected to surge, raising governance pressure

RESOURCE: Historical replay — agentic AI in forecasting and planning (4 February 2026 roundtable)

EVENT: India completes military-logistics AI programme

EVENT: AI Agents in Supply Chain — From Use Cases to Operational Adoption

RISK: Agentic planning claims are advancing faster than auditability and decision ownership

EVENT: How I vibe-coded my Advanced Planning System

EVENT: Supply Chain & AI Event highlights practical forecasting, automation and agent use cases

REGULATION: EU AI Act enforcement and Article 50 transparency duties begin

EVENT: Arnaud Morvan leads Alpes Supply Chain session on AI in supply chain

EVENT: OMP Asia conferences put decision velocity and autonomous planning on the APS agenda

EVENT: Supply Chain Village Roundtable Questions Whether APS Remain Best Placed to Reduce Inventory Without Hurting Service Levels

NOMINATION: GXO creates CIO role and separates technology foundation from AI acceleration

RISK: AI autonomy can expand faster than human accountability

EVENT: CII programme covers AI-driven intelligent supply-chain management

WARNING: AI planning can scale semantic fragmentation if data meaning is not governed

WARNING: NIST Identifies Security Risks From AI Tools in Software Development

Agentic operations must govern actions outside ERP

Agentic logistics requires explicit limits for negotiation and disruption response

Indonesia-focused view: AI agents are moving into real-time supply chain execution

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

Disunified agents can create conflicting Supply Chain decisions across ERP, WMS and logistics systems

Manufacturing agent adoption is moving faster than data readiness

Freight agents need commercial guardrails before execution authority

Defense Supply Chain AI must explain the supplier action, not only the risk score

Retail planning beyond forecast accuracy: when inventory availability shapes marketing decisions

Procurement agents need autonomy boundaries before workflow redesign

Agentic AI is turning logistics communication into an execution layer

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

AI agents should enrich forecasts only with information the model cannot see

Agentic logistics works only when agents can survive operational exceptions

Agent clusters will raise new orchestration questions for supply chains

AWS architecture moves multi-agent supply-chain AI from dashboards toward actions

Agent washing creates a governance risk in supply-chain planning

Lora Cecere warns against the AI spin cycle in supply chain planning

What Agent Washing Means for Supply Chain Planning Governance

Flowr: agentic AI for large-scale retail supply-chain operations

BARC survey shows a wide gap between agentic-AI potential and current planning impact

AI Agent Spending Is Accelerating Faster Than Enterprise Deployment Discipline

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

Planners + Agents: Why Supply Chain Planning Needs Human Judgment and Governed AI Agents

From Bots to Agentic Supply Chains: Why the Next Competitive Advantage Will Be Decision Augmentation, Not Full Automation

The Real Question Behind Supply Chain AI Agents: Who Owns the Decision?

DataLeo evaluates agentic planning as an acceleration layer, not a replacement for planning structure

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

Continuous-planning agents must remain connected to governed plans

SAP's cross-functional supply chain agents expose the economics of decision rights

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

Build and Govern a Production-Ready AI Agent with Amazon Bedrock AgentCore

Build a governed Claude Managed Agent for Supply Chain workflows

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

Build a Simulation-First AI Agent to Monitor Supply Chain Delivery Failures

Experiment: Build a Supply Chain as a Service company with OpenOPC

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

Map the supply chain IT portfolio before adding another AI application

Build a Governed AI Control Tower for Logistics Questions

Monte Carlo

Credo AI

Manhattan Associates

Weights & Biases

QAD

MyExobrain

LlamaIndex

Pactum

Mistral AI

OpenAI

Microsoft Dynamics 365 Supply Chain Management

Haizol

Databricks Mosaic AI

xAI

Cohere

Google Gemini Enterprise

Anthropic

KBRW

GAINS

C3 AI Supply Chain Suite

Aera Technology

E2open

ToolsGroup

Oracle Fusion Cloud SCM

SAP

AutoScheduler.AI

DeepSeek

Writer

Microsoft Azure AI Foundry

Optilogic

Opus Numeris

Prashant Gopalan

Arnaud Morvan

Elouise Epstein

Rajesh Gangadharan

Damien Portmann

Jean-Philippe Guillaume

Jean-Luc Rognon

Alain Matar