Guides
Prompt Engineering for AI News Editorials: 6 Iterations from Template to Data-Driven
Documenting 6 iterations of WRITER and REVIEWER prompts in an AI daily news pipeline. From template outputs and date hallucinations to data-driven cross-validation, learn how to make AI generate high-quality, verifiable news content.
Tutorial
Local LLM Deployment in Practice: Performance Optimization of Qwen3.8-27B on Consumer Hardware
Documenting the complete process of deploying the Qwen3.8-27B large model on consumer-grade hardware. From llama.cpp quantization to llama-swap gateway, including real performance data, sampling comparison, and fallback mechanism design.
Tutorial
Proxy Path Troubleshooting Methodology: From SSH Disconnection to Root Cause Analysis
Documenting the complete proxy path troubleshooting process in an AI infrastructure. Tailscale disconnections, SSH timeouts, SOCKS5 proxy vs direct connection differentiation, and how to use layered methods to locate root causes.
Tutorial
Engineering Response to Tavily API Failure: From Proxy Degradation to Direct Connection Switching
Documenting the emergency response process when an API proxy token expires. From diagnosis, fallback strategies to direct connection switching, learn how to maintain search capability continuity in production environments.
Tutorial
Qwen3.8-27B 本地部署全指南：量化、推理、与 GPT-6 对比实测
Deep dive into Qwen3.8-27B 本地部署全指南：量化、推理、与 GPT-6 对比实测 covering architecture, deployment practices and comparison with mainstream tools.
Guide
DeepSeek Harness (DSH) 安全审计深度解析：为什么预览版不能上生产
Deep dive into DeepSeek Harness (DSH) 安全审计深度解析：为什么预览版不能上生产 covering architecture, deployment practices and comparison with mainstream tools.
Guide
国内 Agent 框架对比：OpenClaw vs LangGPT vs AutoDL-Agent
Deep dive into 国内 Agent 框架对比：OpenClaw vs LangGPT vs AutoDL-Agent covering architecture, deployment practices and comparison with mainstream tools.
Guide
Qwen3.8-27B Local Deployment Guide: Quantization, Inference & GPT-6 Benchmark
深度解析 Qwen3.8-27B Local Deployment Guide: Quantization, Inference & GPT-6 Benchmark，涵盖技术架构、部署实践和与主流工具的对比分析。
Guide
DeepSeek Harness (DSH) Security Deep Dive: Why Preview Isn't Production-Ready
深度解析 DeepSeek Harness (DSH) Security Deep Dive: Why Preview Isn't Production-Ready，涵盖技术架构、部署实践和与主流工具的对比分析。
Guide
International Agent Frameworks Compared: OpenClaw vs LangChain vs AutoGen
深度解析 International Agent Frameworks Compared: OpenClaw vs LangChain vs AutoGen，涵盖技术架构、部署实践和与主流工具的对比分析。
Guide
TanStack AI 1.0: upgrade the stable core, evaluate the experimental agent harness separately
TanStack AI 1.0 stabilizes 76 packages but leaves its agent harness experimental. Assess coordinated upgrades, adoption boundaries and checks before rollout.
Analysis
Before trying DeepSeek Harness: plugin architecture, integration duties and safety checks
DeepSeek Harness is an unaudited developer preview. This guide separates its plugin role from models and sets out runtime, isolation and recovery checks.
Guide
Choosing Qwen Locally: Separate Qwen3.8-27B Weights, Qwen Code and Inference Runtimes
Choose Qwen3.8-27B weights, Qwen Code and inference runtimes separately. Check licenses, quantization, context and hardware without invented benchmarks.
Guide
Why AI Agent Frameworks Are Racing to Desktop + Gateway: The Surface Release Trend
Why AI agent frameworks are moving from CLI tools to desktop apps, remote gateways, OAuth, and browser admin panels.
Analysis
Deerflow 2 SuperAgent Harness Deep Dive: Architecture and Use Cases
Deep dive into Deerflow 2's SuperAgent harness. How it works, what it can do, and when to use it vs OpenClaw or other frameworks.
Analysis
Building a GEO Content Production Pipeline with AI Agents
A hands-on architecture for GEO and SEO page production using OpenClaw, DeerFlow, and SEO data tools.
Guide
OpenClaw vs Hermes vs DeerFlow: 2026 AI Agent Runtime Deep Comparison
A technical 2026 comparison of OpenClaw, Hermes Agent, and DeerFlow for real agent runtimes.
Comparison
OpenClaw Docker Timezone Fix: Container Clock Won't Sync
Fix timezone issues when running OpenClaw in Docker. How to set TZ environment variable and ensure correct local time in logs.
Guide
OpenClaw QQ Bot: Fix "Cannot find module 'ws'" (Extension Load Failure, 2026)
Your OpenClaw QQ Bot extension fails to load because Node can't find the 'ws' module? This guide shows how to confirm the failing plugin path, reinstall dependencies safely (npm/pnpm), and verify the fix via OpenClaw status + logs.
Guide
What Actually Matters in OpenClaw 2026.3.8: Backup CLI and Brave LLM Context
An evidence-first breakdown of the two most practical OpenClaw 2026.3.8 changes for real operators: the new backup CLI and Brave LLM Context search mode.
Guide
OpenClaw Skill Installed but Not Working? 3-Step Allowlist Fix (2026)
Skill installed but no response? Use a 3-step flow: verify install → allowlist → restart and validate.
Tutorial
OpenClaw `doctor --fix` vs `--repair`: Safe Recovery Guide (2026, With Rollback Mindset)
Running `openclaw doctor --fix --force` blindly can overwrite custom service config. This guide explains `--fix`/`--repair`/`--force` differences and gives a copy-paste safe recovery workflow.
Tutorial
OpenClaw `web_search` 500 Error: Tool Name Collision and Schema Fix Guide (2026)
A practical, evidence-based troubleshooting guide for OpenClaw error: 'Parameters of tool web_search must only have these properties:query' — with immediate mitigation and long-term prevention.
Guide
OpenClaw `channels status --probe`: 5-Minute Diagnosis for Bots That Are Online but Not Replying (2026)
If your OpenClaw bot is online but silent, checking gateway status alone is not enough. Use `openclaw channels status --probe` to pinpoint whether the root cause is channel credentials, group policy, networking, or model-layer failures.
Guide
OpenClaw v2026.3.2 Upgrade Regressions: 7 Common Issues and Fixes
A verified, evidence-first troubleshooting guide for OpenClaw v2026.3.2 upgrade regressions: compaction message loss, Invalid diff tool-call failures, contextTokens stuck after model switch, Telegram schema mismatches, and more.
Guide
OpenClaw `status` vs `gateway status`: 5-Minute Debug Flow for “Online but No Reply” (2026)
If your bot looks online but won’t reply, using the wrong status command can send you down the wrong path. This guide explains what `openclaw status` and `openclaw gateway status` each prove, with copy-ready commands and a verifiable debug flow.
Guide
OpenClaw Gateway Start Failed FAQ (2026): Linux + systemd Step-by-Step Fix
A practical OpenClaw Gateway startup troubleshooting guide for Linux: mode mismatch, EADDRINUSE port conflict, bind/auth rejection, and systemd crash recovery with copy-paste commands.
Guide
OpenClaw Proxy Series (2): How to fix `web_search` `fetch failed` (2026 Guide)
A practical runbook for users: when OpenClaw web_search/web_fetch keeps failing, how to diagnose, fix, and add reliable fallback behavior.
Guide
OpenClaw Telegram Bot Online but Not Replying: Webhook, 409 Conflict, and Permission Fix Checklist (2026)
Telegram bot shows online but doesn't reply? Follow this OpenClaw troubleshooting checklist step by step: gateway health, 409 conflicts, webhook routing, group permissions, model/API failures, and repair commands.
Guide
OpenClaw Deployment Troubleshooting Checklist (2026): Gateway Fails, Telegram Bot Silent, Chrome Relay Not Connecting
A practical, command-first guide to fix the three most common OpenClaw deployment failures: gateway startup errors, Telegram bot not replying, and Chrome Browser Relay connection timeouts.
Guide
Enterprise LLM Benchmark 2026: GPT-5.3 vs Claude 4.6 (Fully Rewritten)
A task-level enterprise benchmark for GPT-5.3 and Claude 4.6 across engineering, long-form knowledge work, and support automation—with routing and rollout guidance.
Comparison
OpenClaw Silent Message Loss / Replay: 2026 Delivery Reliability Troubleshooting Guide
A practical, evidence-backed guide to diagnose silent message loss, replay behavior, and delivery observability gaps in OpenClaw, based on real issues from the last 7 days.
Guide
How to Fix Telegram 409 Conflict Error in OpenClaw (Step-by-Step)
Your OpenClaw bot won't start because of a Telegram 409 Conflict error? This guide shows exactly how to identify the duplicate getUpdates process and restore your bot in under 5 minutes.
Guide
Cursor Update Broke Claude Code Plugin? 2026 Quick Fix Guide (Windows/macOS/Linux)
Fix Claude Code plugin failures after Cursor updates: unresponsive button, missing sidebar entry, endless loading, and connection errors.
Tutorial
OpenClaw Docker Startup Failure: Root Cause and Fix for non-loopback Control UI / allowedOrigins (2026)
Based on recent GitHub issues and release changes, this guide explains why OpenClaw fails to start with allowedOrigins errors in Docker/remote setups, and how to fix it safely.
Guide
OpenClaw Gateway Start Failed: 2026 Troubleshooting Checklist
OpenClaw Gateway won't start? Fix EADDRINUSE, mode=local, auth errors, and binding issues with this step-by-step checklist.
Guide
OpenClaw VPS Cost Comparison (2026): Tencent Cloud vs Vultr vs DigitalOcean
A revenue-first hosting comparison for OpenClaw: cost, reliability, network reach, and scaling overhead across Tencent Cloud, Vultr, and DigitalOcean.
Comparison
OpenClaw Telegram Bot Online but Not Replying: 10-Minute Fix Guide (2026)
Fix the most common OpenClaw + Telegram issue (bot appears online but never replies) with step-by-step commands: token checks, webhook conflicts, pairing/allowlist, group privacy mode, and deployment stability tips.
Guide
OpenClaw Chrome Browser Relay Not Connecting? Complete Fix Guide (2026)
Fix OpenClaw Chrome extension relay issues: tab not attaching, badge not turning on, WebSocket disconnects, browser actions failing. Step-by-step troubleshooting with exact commands.
Guide
Build a Local AI Agent with OpenClaw on Raspberry Pi (2026 Guide)
Step-by-step guide to running OpenClaw on a Raspberry Pi 5 with Ollama for a private, always-on AI assistant. Covers hardware, installation, Home Assistant integration, and Tailscale remote access.
Guide
OpenClaw systemd Service: Auto-Start, Crash Recovery & Health Monitoring (2026)
Set up OpenClaw as a bulletproof systemd service with auto-restart on crash, boot-time startup, health checks, and log rotation. Includes exact commands and config files you can copy-paste.
Guide
OpenClaw Logs Explained: How to Read Error Logs & Debug Any Issue (2026)
Learn to read OpenClaw logs like a pro. Covers log levels, common error patterns (ECONNREFUSED, EADDRINUSE, 401/403 API errors, timeout crashes), and step-by-step debug workflows with exact commands.
Guide
CVE-2026-25253 Explained: The One-Click RCE That Compromises Your OpenClaw Gateway
A deep dive into CVE-2026-25253 (CVSS 8.8) — how a single click can exfiltrate your OpenClaw gateway token and give attackers full control. Includes attack chain breakdown, self-check steps, and upgrade guide.
News
OpenClaw Discord Bot Complete Setup Guide (2026)
Build a Discord AI bot from scratch! Complete walkthrough of creating Discord Application, configuring Bot Token, OpenClaw integration, permission setup, channel management, and multi-server usage tips.
Guide
OpenClaw MCP Server Configuration & Tool Extension Complete Guide (2026)
Deep dive into Model Context Protocol (MCP)! From principles to practice, learn how to add MCP Servers to OpenClaw, extend tool capabilities, integrate third-party services, build custom tools, and troubleshoot common issues.
Guide
OpenClaw + Ollama Local Offline Deployment Complete Guide (2026)
Zero API cost, fully offline AI assistant! Complete walkthrough of deploying Ollama locally, configuring LLaMA, Qwen, DeepSeek models, and seamlessly integrating with OpenClaw for a complete local AI agent system.
Guide
OpenClaw Configuration File Explained: Structure, Common Errors & Fixes (2026)
A complete walkthrough of OpenClaw's openclaw.json config — core structure, required fields, model routing, plugin allowlists, and step-by-step fixes for schema validation failures, provider timeouts, and channel startup errors.
Guide
OpenClaw Security Hardening Guide: Protect Your AI Agent in 2026
40,000+ OpenClaw instances are exposed online. Learn how to secure your deployment with authentication, firewall rules, plugin allowlists, and best practices — based on real security research from CrowdStrike and SecurityScorecard.
Guide
OpenClaw ClawHub Security Guide: Identifying and Defending Against Malicious Skills
230+ malicious skills found on ClawHub involving credential theft and supply chain attacks. This guide breaks down the risks and provides actionable allowlist configs, audit methods, and upgrade steps.
Guide
OpenClaw First Run Error: Quick Fix Guide
OpenClaw won't start on first run? Fix common installation errors including permission denied, missing dependencies, and config issues.
Guide
OpenClaw Telegram Bot Not Working? Complete Troubleshooting Guide (2026)
Fix every common OpenClaw + Telegram issue: silent bot, 401 errors, pairing failures, group chat problems, polling not working, and DNS/network issues. Step-by-step commands included.
Guide
OpenClaw Gateway Won't Start / Browser Relay Not Connecting: Complete Fix Guide (2026)
Step-by-step troubleshooting for the two most common OpenClaw issues: gateway fails to start (EADDRINUSE, mode errors, service crashes) and Chrome Browser Relay showing red exclamation mark or timing out. Every fix includes exact commands.
Guide
Fix: Duplicate OneDrive Icons in Windows 11 File Explorer
Seeing both 'OneDrive' and 'OneDrive - Personal' in your Windows 11 File Explorer sidebar? This is a known Microsoft registry bug. Here's exactly why it happens and how to fix it in under 3 minutes.
Tutorial
OpenClaw + Proxychains Setup and Troubleshooting (Claude Access)
Hands-on guide: configure Proxychains for OpenClaw with systemd, then fix common post-proxy issues like timeouts, 429 confusion, browser instability, and localhost routing mistakes.
Guide
Deploy OpenClaw on a VPS: Complete Step-by-Step Guide (2026)
A practical, battle-tested guide to deploying OpenClaw on a VPS from scratch. Covers server setup, installation, Telegram integration, multi-model configuration, and production hardening.
Guide
AI Agent .md Team Guide: Best Practices for Multi-Agent Workflows in 2026
Learn how to use .md files as shared configuration guides for AI agents across your team. Covers Cursor rules, Claude Code, shared permissions, and collaboration patterns that actually work.
Tutorial
Best Agentic Engineering Tools 2026: OpenClaw vs Cursor vs Claude Code Compared
We tested OpenClaw, Cursor, Claude Code, and other AI coding agents side-by-side. See which tool wins for different workflows, team sizes, and budget levels.
Comparison
X/Twitter Highlights: What Industry Leaders Say About Agentic Engineering
Curated highlights from X/Twitter on agentic engineering: Karpathy's original definition, Amodei's predictions on software engineering's future, vibe coding as a dictionary entry, CNBC's SaaS replication experiment, and the community debates that followed.
News
Agentic Engineering 101: From Vibe Coding to Systematic AI Collaboration
What is Agentic Engineering? How does it differ from Vibe Coding? This guide explains Karpathy's concept, core principles, workflows, and practical scenarios for developers ready to level up their AI-assisted development.
Guide
Adopting Agentic Engineering in Your Team: A 4-Step Practical Guide
From tool selection to measuring outcomes, a detailed 4-step guide for teams adopting Agentic Engineering: unify tools & standards, redesign workflows, build a knowledge base, and measure & iterate. Includes pitfalls to avoid.
Guide
Best AI Models for OpenClaw in 2026: Practical Comparison
Compare GPT, Claude, Gemini, and local models for OpenClaw. Covers cost, speed, reasoning quality, and which model fits each task.
Review
Claude API Access Strategy for Mainland Users (Business-Safe Approach)
A practical strategy for mainland teams to access Claude API through compliant architecture, routing, and fallback planning.
Tutorial
OpenClaw Hub Launch Postmortem: Cloudflare Pages + Search Console Pitfalls
A practical postmortem of deployment and indexing issues: Pages vs Workers, noindex root pages, sitemap routing, and OAuth errors.
Guide
OpenClaw Deployment Service Pricing: Packages, Scope, and ROI
A conversion-focused pricing guide for OpenClaw deployment services, including package design, deliverables, and client-ready CTA.
Guide
OpenClaw Model Fallback Chain Guide: Rate Limits, Failover & Cost Optimization
How to configure cross-provider model fallback chains in OpenClaw to handle 429 rate limits, provider outages, and cost control. Full config examples included.
Guide
OpenClaw + Telegram Automation Playbook (2026)
A practical playbook for running OpenClaw on Telegram: message flows, command design, reliability, and security hardening.
Tutorial
OpenClaw vs ChatGPT vs Claude: Which AI Assistant is Right for You in 2026?
Detailed comparison of OpenClaw, ChatGPT, and Claude. Self-hosted vs cloud, pricing, features, privacy, and use cases compared.
Comparison
Telegram AI Automation for Business: A High-Conversion Playbook
How businesses use Telegram + AI agents to speed up sales, support, and operations with clear conversion paths.
Guide
What is OpenClaw? The Open-Source AI Agent Platform Explained
A comprehensive guide to OpenClaw — the open-source personal AI agent that connects to Telegram, Discord, WhatsApp and more. Learn how it works, what it can do, and how to get started.
Guide