Insights
A closer look at the AI industry
We don't chase trends. We document the methods and judgments actually validated through diagnosis, design, and delivery.
Latest articles
Talk with usAllDigital Employee DesignAI Consulting MethodCase StudiesTools & WorkflowAI Coding & Agent Engineering
工具与工作流
DeepSeek Harness Isn't About Going Offline. It's About Open Agent Runtimes.
DeepSeek Harness's desktop release has been read as AI going offline and local. That's a misreading: local file access is not local inference, and models are still called over the network unless you wire in your own. The real shift is that the agent runtime layer is becoming open, plugin-based, and model-agnostic. This piece outlines four directions for independent developers: vertical plugins, local agent workstations for SMEs, a governance layer, and localization for emerging markets. It also covers the risks.
2026-09-2910 min.
Tools & Workflow
How we manage multiple client projects with AI Coding OS
Context-switching is the biggest hidden cost.
2026-06-187 min read
Get the latest insights every week
Weekly Insights, once a week.