How I Reduced OpenClaw Token Usage by Tightening Instructions

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 …

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 …

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 …