Deep Insights

This hub collects DeepCarry’s public writing on AI coding, execution systems, AI-native workflows, and product judgment.

Best for readers and AI crawlers looking for DeepCarry’s public viewpoints, methods, and product context.

Tags: #openclaw

AI Browser Automation Is Unstable — 99% of the Time, It’s Not a Model Problem

AI browser automation instability is often blamed on models, but the real issue is fragmented browser context. When AI operates across multiple profiles and tabs, consistency breaks. The fix is a single browser chain—system Chrome + relay + DOM-first reading—for stable, continuous actions.

Carry

March 24, 2026

Your OpenClaw Is Exposed to the Internet — And It’s Being Scanned

In just two months, OpenClaw has surged in popularity—but also in risk. As of March 2026, over 540,000 agents are exposed to the public internet. Many users think they’re running locally, but are actually exposing full AI control systems. This article reveals the risks and how to check exposure.

Carry

March 18, 2026

Why Mac Mini Is Still the Best Way to Run OpenClaw Long-Term

OpenClaw may look cheap to deploy in the cloud, but the real long-term cost is token usage. Agent workflows consume tokens through planning, tool calls, and context loading. Running locally on a Mac Mini with hybrid models can greatly reduce costs while improving privacy and stability.

Carry

March 15, 2026