Keeping up with technological change in the supply chain world had become increasingly difficult.

There was no shortage of information. Every week brought new articles, vendor announcements, podcasts, research, product updates, and opinions covering warehouse automation, robotics, AI, transportation, fulfillment, and emerging platforms.

The challenge was not finding information.

The …

Running more than one AI agent on a VPS does not have to mean building a large orchestration platform. A simpler pattern is to run separate agent runtimes, give each one a clear responsibility, and route requests to the right worker.

This post documents the current Hermes and OpenClaw arrangement …

When Hermes runs on a VPS, it cannot directly reach a browser session running on your local machine.

If you want Hermes to control your local Edge or Chrome browser, the most reliable approach is:

1. start the browser with remote debugging enabled
2. expose that local debugging port through an SSH …

While running OpenClaw on a VPS, I started noticing high token usage, slower responses, and occasional token-per-minute pressure from the model provider. At first, I assumed the issue was mainly caused by my workspace instruction files like AGENTS.md, SOUL.md, TOOLS.md, USER.md, and IDENTITY.md.

But after …

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 …

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 …