Skip to content2026
- From Engraving to Paperback: Redesigning My Personal Website
- AI Agent Framework vs Platform vs Harness vs MCP: A Practical Boundary Guide
- SearXNG vs DDGS for AI Agents: Choosing a Free Search Path
- A Long-Lived Repository Ends Up Holding Several Products at Once
- Stop That Shit vs AGENTS.md: Skill, Plugin, and Task Boundaries
- Codex Exported One File, Then Added an Unused SHA-256
- How Defensive Engineering Grows Inside an AI Agent Task
- My Self-Evolving AI Was Running on Empty — and the Cron Report Said Everything Was Fine
- How to Choose an AI Agent Framework in 2026: Framework, Platform, Runtime, or Tool Layer?
- The Next Agent Harness May Not Need a Core That Can Never Be Replaced
- MCP Tool Output Too Large? A Reversible Path to 76% Fewer Normal-Path Tokens
- Letting AI Curate Agent Skills: Why Zero Changes Can Be the Right Result
- Stars Are Not Adoption: Monitoring Open-Source MCP Growth and Search Quality
- Agent Search Is More Than a Search API: An Evaluation Framework
- I Gave GPT‑5.6 Sol a 2,500‑Line Project and Asked It to Refactor Everything. 261 Files Later…
- Selected by You.com: How a Bot PR Became an Architecture Validation
- MCP Slim Guard Alpha: 76% Fewer MCP Tokens with Exact Recovery
- Free Tavily Alternative: Agent Search MCP Web Search
- Silent Jobs: Building a Health Check System That Produces Zero False Positives
- Trace → Fix → PR: Building an Agent Self-Healing Pipeline in Three Phases
- Project Documentation for AI Agents: Agent Workspace RefArch in Practice
- Persistent AI Code Teams: Maker/Checker Architecture in Production
- Feeding 275 Documents to an AI Agent: Knowledge Base Structure Design in Practice
- Build a Free AI-Powered QQ Bot: Complete NapCatQQ + LLM Integration Guide
- AI Agent Self-Evolution: Mining 196 Sessions into Reusable Skills — Architecture Deep-Dive
- Adversarial Reviewers: A System for AI Auditing AI
- Bio-Inspired Agent Self-Evolution: From MAP-Elites to Immune Memory
- Adversarial Review + Property-Based Testing: Let AI Find Logic Bugs in Your Code
- OKF Knowledge Conversion Guide: What I Learned From 270 Documents
- Agent Self-Evolution: From Half a Year of Practice to a Trajectory Mining Pipeline
- AI Agent Frameworks and Platforms in 2026: Features, GitHub, and Ecosystem Roles
- Chinese AI Agent GitHub Projects in 2026: A Dated Star Snapshot
- AI Agent Search API Buyer's Guide: Brave vs Tavily vs Exa vs DDG
- Three Lessons Claude Tag Teaches Your Local Coding Agent: Ambient, Memory, Identity
- I Built a Memory System for My AI Agent: From ACE Paper to Production-Grade Loop
- MCP Search Ecosystem Deep Dive: Out of 2,781 Servers, Not a Single Free One Works Well
- After Reading Skill-MAS: How Far Is Your Skill System from 'Auto-Evolution'?
- Agent RAG Is More Than Vector Search: Hybrid Retrieval Architecture in Practice
- AI Agent Amnesia: Every New Session Starts From Zero
- Agent Search MCP: A Free Multi-Source Search Engine for AI Agents
- Building Baby Harness: A Self-Evolving AI Agent Task Framework
- Giving Hermes Agent an 'External Enhancement System': Deep Transformation of the Memory System and Skill System
- Training Agent Skills Like Neural Networks: A Practical Guide to SkillOpt Integration
- Vercel eve: When an Agent is No Longer Code, But a Directory
- AI Agent Skill Self-Evolution: Automated Learning Without GPU
- Golden Data-Driven Automatic Evaluation Pipeline
- From Rules to Hybrid ML: SAG Auto-Tuning and Optimizer Practice