#developer workspace
498 related articles
·3 min
Stop Flying Blind: A Complete Practical Guide to Writing Evals for AI Agent Skills
A Google DeepMind engineer reveals that over 50,000 AI agent skills come with almost no evals. Learn how to write skill evaluations, from description tuning to test design.
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·3 min
Stop Flying Blind: A Complete Practical Guide to Writing Evals for AI Agent Skills
A Google DeepMind engineer reveals that over 50,000 AI agent skills come with almost no evals. This guide covers skill descriptions, test design, eval harnesses, and retirement strategies.
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·2 min
Comparing Three Self-Hosted AI Agents: How to Choose Between OpenClaw, Odysseus, and Hermes
An in-depth comparison of three leading self-hosted AI agents: OpenClaw, Odysseus, and Hermes. From positioning to core features and security risks, find the right tool for your needs.
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·2 min
Claude Code Getting Started Guide: Full Installation, Configuration, and Hands-On Walkthrough
Full guide to installing and configuring Claude Code: fix environment variables, network issues, and connect to Alibaba Cloud LLMs. Compare with Cursor and master all three working modes.
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·3 min
Getting Started with Claude Code: Installation, Configuration, and Three Working Modes Explained
Get started with Claude Code from scratch: detailed Windows installation, environment variable setup, China network bypass, and connecting to free Alibaba Cloud Bailian models—plus the three working modes.
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Ego-lite: An Open-Source Browser Desig…
·3 min
Ego-lite: An Open-Source Browser Designed for Humans and AI Agents to Work in Parallel
ego-lite is an open-source AI-native browser by citrolabs that lets humans and AI Agents work in parallel in the same environment. Explore its design and value.
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·4 min
jlens-gguf: Bringing Jacobian Lens Visualization and Steering to llama.cpp Local LLMs
jlens-gguf is an open-source tool bringing Anthropic's Jacobian Lens interpretability method to GGUF and llama.cpp, enabling internal observation, real-time steering, and abliteration for both dense and MoE models.
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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
Making Money with AI Coding Gigs: A Sober Breakdown and Honest Assessment of the Four-Week Learning Path
Can beginners really earn over 10,000 yuan in their first month with AI coding gigs? This article breaks down the four-week AI coding learning path week by week and objectively assesses the real monetization barriers.
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·4 min
Dify Local Deployment Guide: One-Click Private AI Platform with Docker
Step-by-step guide to deploying Dify AI platform locally with Docker. Covers Linux, Windows, macOS setup, docker compose launch, and first-time initialization in under 30 minutes.
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·3 min
GPT-5.6 Released: How Multi-Agent Workflows Are Ending the Chat Box Era
OpenAI releases GPT-5.6 with Sol, Terra, and Luna models plus ChatGPT Work execution environment, shifting AI from chatbots to autonomous multi-agent workflows that directly operate local files and business systems.
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·3 min
Codex Beginner's Guide: A Step-by-Step AI Work Assistant Tutorial for Non-Coders
Complete beginner's guide to OpenAI Codex desktop client: installation, setup, project management, and plugins — no coding required. Let AI actually do work for you.
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·3 min
Vibe Coding for Beginners: Build Your First Project with AI from Scratch
What is Vibe Coding? Learn this new AI programming paradigm from scratch — no CS degree needed. Use Claude Code, Cursor, and more to build real projects by describing your ideas.
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GitHub Daily · July 23: The Duet of Ru…
·3 min
GitHub Daily · July 23: The Duet of Rust's Dominance and the AI Agent Collaboration Paradigm
GitHub Trending July 23: block/buzz tops the chart with 3,252 stars, Rust dominates system tools, and AI Agents shift from tools to parallel collaborators.
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·4 min
Qwen-Image 3.0 Released: Image Generation Moves Toward Production-Ready Design
Qwen-Image 3.0 supports 4.5K token instructions, 10px text rendering, and 12-language typography for production-ready posters and infographics. Plus: Anthropic settlement, Grok in Excel, Tencent HRAP 1.0.
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·7 min
Harness Engineering: Why a Powerful Model Isn't Enough — Here's What Really Matters
A data-deletion disaster reveals the biggest AI Agent risk: the problem isn't the model, it's Harness design. Learn context management, process standards, and permission isolation.
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·6 min
GPT-5.6 Hands-On Deep Dive: Three-Tier Models + Ultra Multi-Agent, Codex Fully Evolved
OpenAI launches GPT-5.6 with three tiered models—Sol, Terra, and Luna—Ultra multi-agent parallel collaboration, Codex integrated into ChatGPT desktop, and an upgraded Computer Use.
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Hyprland: A Dynamic Tiling Wayland Com…
·2 min
Hyprland: A Dynamic Tiling Wayland Compositor That Doesn't Sacrifice Beauty for Efficiency
Hyprland is a highly customizable dynamic tiling Wayland compositor with smooth animations, rounded windows, and blur effects. 36k+ GitHub stars.
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·3 min
Claude Sonnet 5 Deep Dive: Impressive Benchmarks, Disappointing Reality — Stick with OPUS 4.8
Anthropic's Claude Sonnet 5 claims near-OPUS 4.8 performance at lower cost. Real-world tests reveal hidden tokenizer costs, weak creative output, and only 13th place on Cursor rankings.
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·3 min
Dify 1.8.0 Deployment Guide: Build AI Apps Without Writing Code
A complete guide to deploying Dify 1.8.0: Docker setup, environment config, five app types explained, and workflow-building tips for beginners.
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