From Loops to Teams: How My AI Assistant Became a Digital Workforce

Tue, 30 Jun 2026 17:21:00 +0800

The first three OpenClaw essays already covered one full stage of the journey.

The first one, To Build a Long-Lived AI Assistant, I Built Wheels for OpenClaw and Assembled a Coding Crew, was about survival: how to make an AI assistant stay alive over time — reset, recover, self-check, and use real tools.

The second one, When My AI Assistant Started Passing the Buck: The Brutal Truth of Multi-Agent Collaboration, was about the first layer of multi-agent pain: having multiple agents does not mean having a team. Without task briefs, isolation, verification, and boundaries, they simply break things together.

The Great Token Retreat: AI's Coming-of-Age Moment

Mon, 22 Jun 2026 20:00:00 +0800

1. Bill Shock: Silicon Valley’s Fatal Four Months Link to heading

Midway through 2026, the AI industry is undergoing an unexpected awakening. Four things happened almost simultaneously:

Microsoft urgently canceled Claude Code licenses for most employees in May, forcing tens of thousands of engineers back onto GitHub Copilot CLI. The pilot program, launched with fanfare in December 2025, collapsed after just six months due to runaway bills.

Tech on Miao Kong

From Loops to Teams: How My AI Assistant Became a Digital Workforce

The Great Token Retreat: AI's Coming-of-Age Moment

1. Bill Shock: Silicon Valley’s Fatal Four Months Link to heading