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frePPLe updates its open-source APS platform with redesigned supply-path analysis

WARNING: “APS” can describe fundamentally different decision scopes

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

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

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

WARNING: Planning-system product ownership can mask a parameter-ownership gap

WARNING: “One data model” does not guarantee one governed planning truth

WARNING: Inventory-platform replacement can recreate shadow planning if parameters remain unowned

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

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

EVENT: Intuiflow by Algo hosts its 2026 User Conference in Bordeaux

Open-source APS lowers the software barrier—but raises the ownership requirement

Lead-time forecasting should produce a probability distribution—not a single ERP parameter

Forecast accuracy is an input to the decision—not the business outcome

AI readiness is a planning-process question before it is a model question

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

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

What Agent Washing Means for Supply Chain Planning Governance

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

Why Forecast Accuracy Matters More Than AI Labels

Lean transformation should remove complexity before AI adds another layer

AI Education Is Expanding Faster Than Supply Chain Governance

Supply Chain Skills Are Becoming Decision Architecture Skills

Orchestra’s Recovery Shows Why Inventory Reduction Is a Governance Problem

The agentic-AI market forecast is growing faster than process redesign

The AI-driven Supply Chain will need fewer planners—but stronger planning architects

Planning productivity claims double-count the same planner minute

Purpose without delegated authority cannot sustain Supply Chain transformation

Martín Chávez shows how Claude can accelerate Demand Driven planning and DDMRP analysis

o9 Leadership Move Signals A Market Positioning Watchout

Technology Radar Programs Shift the Question From Trends to Decisions

DTC inventory planning is becoming cash-flow governance by SKU class

Excel Is Not the Problem—Uncontrolled Planning Logic Is

Why Demand-Driven Methods Remain Underused Despite the Resilience Agenda

Inventory Reduction Is a Consequence, Not a Transformation Objective

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

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

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

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

Build a Governed AI Control Tower for Logistics Questions

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

frePPLe

OpenAI

Anthropic