svtter's blog

Agent工程师 / 软件工程师 / 技术写作者

专注于编程技术、机器学习和开发工具。分享实践经验，探索技术的本质，记录学习的旅程。

Workspace with laptop and code editor for a personal tech blog

编程机器学习开发工具 Agent工程师技术写作

Latest Posts

opencode-actions - A Code Review Agent

A GitHub Action built on opencode that provides automated code review and runner execution capabilities, supporting Z.AI, ZHIPU, and OpenCode Go subscriptions.

Machine Learning Reflections

I'm Writing Articles Myself Again, and Some Thoughts on GPT-5.4

AI/人工智能英文文章

Does Self-Hosting an LLM Really Let You Use It Without Limits?

Self-hosting an LLM does not magically remove constraints. The real question is where the breakeven point sits between hardware, operations, and API token costs.

Technical Analysis

The Mathematical Trap of Big Model Coding Plan Packages: Can Promised Usage Be Delivered Under Concurrency Limits?

Calculating the actual usable volume of big model Coding packages from the perspective of concurrency limits and throughput, revealing the gap between promises and reality.

Private Cloud for Small Companies

Recently Discovered Useful MCP Tools

Can be used for opencode / claude code

Efficient and Cost-Effective: My AI Agent Workflow Choice

Sharing my efficient and cost-effective workflow using OpenCode + Gemini 3 Flash

Machine Learning

Coding Performance and Model Cost-Effectiveness Analysis

How to choose programming models in January 2026.

Configuring Claude Code Python UV Hooks and Skills

Troubleshooting Guide: Using Hooks to Force Claude Code to Use uv for Python Dependency Management

Running Claude Code in a VM for Automated Testing and Development