Archive

Field notes from taking Prime Agent's multi-agent runtime apart — when it spawns subagents, how it scopes them, how agents talk, and how all of it maps onto Prime Intellect's new multi-agent RL abstractions.

From general models to specialized agents, then to privatized data — a three-phase framework for AI industry evolution with a finer-grained map. 从通用模型到专用 Agent，再到私有化数据——AI 产业演进的三阶段框架与更精细的演进图谱。

The journey across two tech cycles, from 2017 to 2026 — and why I finally started coding again.

To MyIoT, the Malaysia IoT Association, and friends around the world — a message of connection, collaboration, and the下一步 frontier where things meet intelligence.

开源软件是现代数字基础设施的基石，但 xz-utils 后门事件 (CVE-2024-3094) 揭示了隐藏在信任之下的系统性危机。一位工程师因 500 毫秒的延迟意外拯救了互联网。

AI agents are no longer science fiction. We analyze their architecture, real use cases, and how to integrate them into your development workflow.

Vibe coding is not laziness or cheating — it's a new skill that combines intuition, direction, and technical judgment to build software with AI as an active copilot.

A tour of modern command-line tools that replace Unix classics — faster, smarter, and with better DX, then turbo-charged with AI-coding LLMs.