From Transaction Processing to Decision Intelligence in Supply Chain Systems

Posted on June 02, 2026 in SCM • Tagged with SCM, ERP, WMS, OMS, AI, Decision Intelligence, Warehouse Operations, Supply Chain

Recently, I had a thought-provoking interview discussion with a company in the warehouse automation and fulfillment orchestration space.

The conversation made me reflect on where enterprise systems are heading.

Why This Shift Matters

For years, enterprise platforms like ERP, WMS, OMS, and warehouse automation systems were designed primarily for transaction …


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Why Edge Servers Are Important in Modern Warehouse Management Systems

Posted on June 01, 2026 in SCM • Tagged with SCM, WMS, MAWM, Edge Service, Warehouse Operations, Supply Chain

Why This Topic Matters

Warehouse operations now run in milliseconds, not minutes. A delayed print label, a missed MHE event, or a slow RF response can stop an entire fulfillment lane. That is why edge services (often called edge servers in day-to-day conversations) have become a core part of modern …


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Edge Service vs XBound in MAWM: What Is the Difference and Why It Matters

Posted on April 11, 2026 in SCM • Tagged with SCM, WMS, MAWM, XBound, Edge Service, Supply Chain Integration

Edge Service vs XBound

A common confusion in Manhattan Active WM (MAWM) networking is treating Edge Service and XBound as the same component. They are not the same.

Both are integration gateways, but they solve two different integration directions.

Edge Service vs XBound architecture flow

Quick Summary

  • Edge Service connects warehouse/facility devices to Manhattan cloud …

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My Take on the McKinsey Report: Automation Is Coming for Tasks, Not Entire Professions

Posted on March 25, 2026 in WebSite • Tagged with AI, Automation, Careers, Software Engineering, McKinsey

McKinsey Skill Change Index showing exposure to automation across skill categories

My Take on the McKinsey Report

The image above appears to be based on McKinsey’s Skill Change Index, highlighted in Agents, robots, and us: Skill partnerships in the age of AI and referenced again in Skills reset for the AI age.12

McKinsey’s broad message is clear …


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In the Age of AI, Judgment Beats Syntax

Posted on November 23, 2025 in WebSite • Tagged with AI, Development, System Design

In the Age of AI, Judgment Beats Syntax

Junior developer roles are shrinking.

Not because companies suddenly dislike junior talent.
Because the definition of entry-level contribution is changing faster than most teams expected.

Work that once took a junior developer weeks or months to learn and deliver can now be …


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Warehouse Management Order Planning Strategies

Posted on March 05, 2023 in SCM • Tagged with SCM, WMS, OMS, Supply Chain

Various Order planning strategies in Warehouse Management / Supply Chain Management

Why Order planning is important?

Warehouse order planning strategies involve the optimization of the warehouse operations to ensure efficient and effective use of warehouse resources, such as space, labor, and equipment. Here are some common warehouse order planning strategies:

These …


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Docker execute a command and store the output to a variable

Posted on February 22, 2023 in Docker • Tagged with Shell, CLI, Docker, Docker Compose

How to exectute a command inside a docker and write the output to a variable

This command bringsup a docker and exectes the command inside the docker and stores the output into client

client =$(docker exec command)

Example : This command bringsup a docker and exectes the command inside the docker …


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VAS - Value-Added Services

Posted on February 18, 2023 in SCM • Tagged with SCM, WMS, OMS, Supply Chain

VAS - Value-Added Services

VAS stands for Value-Added Services. In a warehouse or distribution center, the VAS area is a designated space where additional services are performed on products beyond simple storage and handling. These services can include:

  • Kitting and Assembly: The process of assembling individual items into a single package …

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Supply Chain Management Glossary

Posted on February 16, 2023 in SCM • Tagged with SCM, WMS, OMS, Supply Chain

Glossary Supply Chain Management

  1. Supply chain: The network of businesses, individuals, activities, and resources involved in creating and delivering a product or service to the end customer.

  2. Logistics: The process of planning, implementing, and controlling the flow of goods and services from the point of origin to the point of …


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Windows Subsystem for Linux(WSL)Memory Issues - How to Limit

Posted on January 30, 2023 in OS • Tagged with WSL, Windows11, Memory, vmmemWSL, WSL2

Windows Subsystem for Linux (WSL2) Memory Usage - Limiting

According to Windows docs ,

The version of WSL that you are running will impact the configuration settings. WSL 2 runs as a lightweight virtual machine (VM), 
so uses virtualization settings that allow you to control the amount of memory or processors used …

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