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·8 min
A Complete Guide to Agent Testing: Five Core Dimensions and Automation in Practice
In-depth analysis of the five core dimensions of AI Agent testing: command safety, tool-calling accuracy, task planning, output consistency, and error self-repair. Master automated testing and the transition path for test engineers.
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·8 min
The Complete Guide to Agent Testing: Five Core Dimensions and Automation in Practice
An in-depth analysis of the five core dimensions of AI Agent testing: command safety, tool-calling accuracy, task planning, output consistency, and error self-repair. Master automated testing methods and the transition path for test engineers.
Read more →
sqlite-utils 4.1 Released: The --code …
·7 min
sqlite-utils 4.1 Released: The --code Option, Type Overrides, and AI-Assisted Development in Practice
sqlite-utils 4.1 brings practical new features: the --code option for generating rows via Python, type overrides to solve ZIP-code leading-zero loss, STRICT table mode switching, drop-index, and more. A deep dive into the design and AI-assisted dev workflow.
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sqlite-utils 4.1 Released: The --code …
·7 min
sqlite-utils 4.1 Released: The --code Option, Type Overrides, and AI-Assisted Development in Practice
sqlite-utils 4.1 brings practical new features: the --code option for generating rows with Python, field type overrides fixing leading-zero ZIP codes, STRICT table mode switching, drop-index, and more. A deep dive into each design and the AI-assisted dev workflow.
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·7 min
Getting Started with Codex: Installation and Usage Guide for OpenAI's AI Coding Agent
A comprehensive guide to OpenAI's new AI coding agent Codex: from concept and comparison of its four forms, to installing Git/Node.js/VS Code, configuring the API Key, and creating a workspace.
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·6 min
Hands-On with Qwen 3.8 Max: How an Open-Source Model Closes In on Top-Tier Closed Models
Qwen 3.8 Max has 2.4 trillion parameters and will be open-sourced. In KingBench testing it scored 81.25%, ranking second, beating Claude Opus 4.8 and trailing only Fable 5. A deep dive into its performance across 8 tests.
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·3 min
Codex, Claude Code, OpenHands, or Hermes: How to Choose the Right AI Agent
Comparing Codex, Claude Code, OpenHands, and Hermes? This guide breaks down each AI Agent's core purpose using a real-world scenario, with a selection checklist and three pitfalls to avoid.
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·5 min
Advanced Claude Code in Practice: Building a Top-Tier AI Development Workflow
In-depth analysis of Claude Code customization methodology: from access, knowledge injection to tooling. Master context window management, zero-overhead Hooks, and MCP & Skills plugin primitives to build a scalable AI software engineering workflow.
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iptv-org: The Open-Source Project with…
·2 min
iptv-org: The Open-Source Project with 130K Stars Aggregating Public IPTV Channels Worldwide
iptv-org/iptv is a GitHub project with 133K stars collecting thousands of public IPTV channels worldwide. Provides M3U playlists organized by country, language, and category, compatible with VLC, Kodi, and more.
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·3 min
lx: 72 Local CLI Tools That Bring Ollama Models Into Your Terminal
lx is a set of 72 single-purpose CLI tools running on local Ollama models — no API key, fully offline. Supports git commit generation, log debugging, and more. Rust binaries with <15ms cold start; 7–8B models work great.
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Kimi CLI Open-Sourced: Moonshot AI's C…
·2 min
Kimi CLI Open-Sourced: Moonshot AI's Command-Line AI Coding Agent
Moonshot AI open-sources Kimi CLI, a command-line AI coding agent for code generation, debugging & refactoring. Hits 9K+ GitHub Stars, competing with Claude Code and Gemini CLI.
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GitHub Daily · July 19: The Dual Advan…
·3 min
GitHub Daily · July 19: The Dual Advance of Heterogeneous Inference and Agent Toolchains
GitHub Trending July 19: ktransformers tops the list with heterogeneous inference optimization, while jcode, cua, and AstrBot signal a maturing Agent ecosystem.
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·3 min
AI Testing in a Closed Loop: Full Pipeline from API Collection and Test Case Generation to Agent-Driven Execution
Full breakdown of a real AI testing pipeline: API collection, doc enrichment, AI test case generation, Agent-driven execution, and test reports — with Skills, RAG, and Harness engineering.
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·3 min
MLOps from Scratch: A 100-Day Learning Challenge Roadmap and Practical Guide
A college student's MLOps 100-day challenge documents the full journey from Python engineering and Git to Docker, model deployment, and monitoring. A practical roadmap for data scientists transitioning to ML engineering.
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·3 min
Codex Practical Guide: A Complete Roadmap from Beginner to Advanced AI Programming
Master Codex AI programming assistant with this complete guide: CLI setup, slash commands, agents.md governance, MCP protocol, multi-agent systems, and enterprise plugin development.
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·3 min
Codex Configuration Tutorials Examined: A Complete Risk Analysis of Third-Party API Keys
A deep analysis of popular Bilibili Codex "one-click setup" tutorials, covering third-party API key risks, unverified installer dangers, and the cost of "Full Allow" permissions — with safer alternatives.
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Bonsai Open Source Project Deep Dive: …
·2 min
Bonsai Open Source Project Deep Dive: A Fresh Approach to Edge AI with Lightweight Machine Learning
Bonsai is a Shell-based lightweight ML open source project that gained 196 GitHub stars in one day. This deep dive covers its TinyML positioning, edge AI use cases, and value for embedded AI developers.
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·3 min
Claude Code Enterprise Guide: Environment Setup, Git Workflows, and Switching to Chinese AI Models
Enterprise guide to Claude Code: CLI setup, switching to DeepSeek and other Chinese AI models, Git workflow automation, and bug fix loops to boost team productivity.
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·2 min
Telemetry Guard: An Open-Source Windows Telemetry Blocker Built by a Programmer
Telemetry Guard is an open-source Windows privacy tool built by a software engineer. It uses PowerShell + a lightweight GUI to disable telemetry, ad tracking, and activity history, with backup and rollback support. MIT licensed and free.
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·3 min
MCP + Skills AI Reverse Engineering Toolchain: Technical Capabilities and Compliance Boundaries
A technical deep-dive into AI-assisted reverse engineering: how MCP, Skills libraries, and Frida toolchains work together, their real capability limits, and the legal boundaries of iOS/Android/Web reverse analysis.
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