#shared workspace
188 related articles
·3 min
AI Project Memory Systems: Building a Continuously Accumulating Context Architecture in Four Stages
As models get stronger, why does the experience feel worse? The root cause is missing context. This article breaks down four stages—project descriptions, progressive disclosure, intra-memory, and three guardrails—to build a sustainable AI project memory system.
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·2 min
A Stable AI Coding Workflow: A Practical Guide That Works Across 4 Major Editors
For VS Code, Cursor, Windsurf, and JetBrains users! An editor-agnostic AI coding workflow: clean workspace, understand before acting, make small changes, review diffs—bring order to AI coding.
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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. 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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·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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·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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·6 min
The Evolution of Claude Code: From Manual Review to 65% Fully-Automated PRs
Anthropic engineers reveal Claude Code's 18-month evolution: system prompt cut by 80%, 65% of PRs shipped automatically by AI, Claude Tag collaboration, and the safety logic behind auto mode.
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·4 min
Cross-Platform AI Agent Setup Guide: Breaking Free from Vendor Lock-In for Good
Model performance gaps are closing. Real competitive advantage lies in portable AI agent architecture. Learn how to build a workspace that works across Claude Code, Codex, and beyond — no vendor lock-in.
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·3 min
Coze Expert Agent: A Complete 5-Step Guide to Building an AI Collaborative Team
Learn how to build a reusable AI work team in 5 steps using Coze Expert Agents — create agents, set up projects, invite members, and assign tasks efficiently.
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·2 min
Heap Code: The Open-Source VS Code AI Coding Assistant That Truly Supports Local Models
Heap Code is an open-source VS Code extension supporting local models via Ollama and LM Studio, plus OpenAI-compatible APIs. Features completions, chat, inline edit, and agent mode — zero telemetry, no account required.
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·3 min
LangSmith Triple Release: Harness, Sandboxes, and Eval Complete the Agent Engineering Toolchain
LangChain launches Harness, Sandboxes, and Eval integrated into LangSmith, creating the first complete Agent engineering toolchain from development to acceptance testing.
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·2 min
One-Sentence App & Game Generation: An Honest Review of AI Coding Tools
Can a single sentence generate a complete app or game with zero coding knowledge? We tested an AI coding tool building Snake end-to-end, analyzing its 9-step pipeline, open source code, and sharing features.
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·2 min
Gemini Spark Gets Deep Workspace Integration as Google Prepares to Open AI Pro Access
Google rolls out deep Workspace integration for Gemini Spark across Gmail, Docs, and Sheets, while previewing upcoming AI Pro access — intensifying its rivalry with Microsoft Copilot.
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·2 min
Waveloom: An Open-Source Terminal AI Coding Agent Deeply Optimized for DeepSeek
Waveloom is an open-source terminal coding Agent deeply optimized for DeepSeek, with cache hit rates near 99% to drastically cut token costs. Supports Linux, Windows, macOS, and Claude Code Skills.
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·3 min
Coze Deep Dive: Multi-Agent Collaboration Platform Features & Usage Guide
A comprehensive guide to Coze by ByteDance: multi-agent collaboration, local tool integration, cross-platform sync, and credit system. Compare with Dify to get started fast.
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·3 min
Coze Deep Dive: Core Capabilities and Tips for a Multi-Agent Collaboration Platform
A deep dive into Coze 3.0's multi-agent collaboration, covering project workspace architecture, credit economics, local tool integration, and a Dify comparison.
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·2 min
Goodbye Paid Subscriptions: A Complete Practical Guide to Self-Hosting
A complete guide to self-hosting: replace paid subscriptions with Nextcloud, Jellyfin, Vaultwarden and more. Covers Docker deployment, backup strategy, and secure remote access.
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