Posts

All the articles I've posted.

• The Evolution of Agent Sandbox: From Docker to Cloud Services

  8 Nov, 2025

  Following the 'Manus Effect', code execution became a standard Agent capability. We share our journey from exploring self-hosted Docker/NFS to adopting cloud sandboxes (E2B, PPIO) and implementing a custom OSS filesystem backend.

• My Journey with MCP: From RPC Wrapper to Native Agent Integration

  31 Oct, 2025

  A candid retrospective on adopting the Model Context Protocol (MCP). From early misunderstandings (using it like RPC) to understanding stdio vs. SSE, and solving the long-running task progress challenge.