部落格

ZeroClaw AI Agent 部落格

來自 ZeroClaw 社群的新聞、版本發布和故事。

Telegram Bot API in 2026: What AI Agent Developers Need to Know
ZeroClaws.io ZeroClaws.io · April 3, 2026 · 6 分鐘

Telegram Bot API in 2026: What AI Agent Developers Need to Know

Bots that create bots. An AI-powered text editor built into every client. Voice message handling. Telegram's March 2026 update reshaped what's possible for AI agents on the platform.

guide telegram
ZeroClaw Multi-Channel Setup: One Agent, Telegram + Discord + WhatsApp Simultaneously
ZeroClaws.io ZeroClaws.io · April 1, 2026 · 7 分鐘

ZeroClaw Multi-Channel Setup: One Agent, Telegram + Discord + WhatsApp Simultaneously

Telegram just upgraded its Bot API to let bots create other bots. Discord integration takes 10 minutes. WhatsApp via Baileys works but has caveats. Here's the complete multi-channel guide.

tutorial channels
After the OpenClaw Crisis: ZeroClaw vs NanoClaw vs Moltis vs IronClaw — Alternatives Compared
ZeroClaws.io ZeroClaws.io · March 30, 2026 · 9 分鐘

After the OpenClaw Crisis: ZeroClaw vs NanoClaw vs Moltis vs IronClaw — Alternatives Compared

The post-OpenClaw migration wave produced four serious alternatives. We compare them on security, performance, ecosystem, and deployment — with real benchmarks, not feature checklists.

comparison alternatives
OpenClaw 安全危機之後:如何在不被駭的情況下執行 AI 代理
ZeroClaws.io ZeroClaws.io · March 28, 2026 · 8 分鐘

OpenClaw 安全危機之後:如何在不被駭的情況下執行 AI 代理

CVE-2026-25253 CVSS 評分 8.8。超過 42,000 個 OpenClaw 實例遭到暴露。41.7% 的 ClawHub 技能存在漏洞。這裡說明哪裡出了問題、為什麼架構很重要,以及如何安全地執行 AI 代理。

security guide
AI Agent Security Checklist: 15 Things to Verify Before Your Agent Handles Real Data
ZeroClaws.io ZeroClaws.io · March 26, 2026 · 6 分鐘

AI Agent Security Checklist: 15 Things to Verify Before Your Agent Handles Real Data

After 31 CVEs, 824 malicious skills, and 135K exposed instances, the AI agent community has learned what to check. Here's the checklist, distilled from three months of security incidents.

security checklist
From 135K Stars to 31 CVEs: The Complete OpenClaw Security Timeline
ZeroClaws.io ZeroClaws.io · March 22, 2026 · 9 分鐘

From 135K Stars to 31 CVEs: The Complete OpenClaw Security Timeline

OpenClaw went from the fastest-growing open source project of 2026 to a case study in AI agent security failures. We reconstruct every major event — from the first star to the nine-CVE flood.

security analysis
Deploying ZeroClaw to Production: Docker, Kubernetes, and Everything Between
ZeroClaws.io ZeroClaws.io · March 21, 2026 · 9 分鐘

Deploying ZeroClaw to Production: Docker, Kubernetes, and Everything Between

ZeroClaw's 3.4MB binary and sub-10ms startup make it uniquely suited for containerized deployment. Here's the complete guide — from a single Docker container to auto-scaling Kubernetes clusters.

tutorial deployment production
Rust vs Go vs Python for AI Infrastructure: The 2026 Reality Check
ZeroClaws.io ZeroClaws.io · March 19, 2026 · 9 分鐘

Rust vs Go vs Python for AI Infrastructure: The 2026 Reality Check

Python has the ecosystem. Go has the simplicity. Rust has the performance. But which actually matters for AI agent runtimes? We look at the data, not the hype.

analysis rust engineering
ZeroClaw + Ollama:5 分鐘打造完全私密的 AI 代理
ZeroClaws.io ZeroClaws.io · March 18, 2026 · 6 分鐘

ZeroClaw + Ollama:5 分鐘打造完全私密的 AI 代理

不需要 API 金鑰。資料不會離開你的網路。零持續費用。用 ZeroClaw 和 Ollama 在五分鐘內建立一個完全本地的 AI 代理。

tutorial privacy
NVIDIA NemoClaw + ZeroClaw: Enterprise AI Agent Deployment with Double Isolation
ZeroClaws.io ZeroClaws.io · March 17, 2026 · 7 分鐘

NVIDIA NemoClaw + ZeroClaw: Enterprise AI Agent Deployment with Double Isolation

NVIDIA's GTC 2026 launch of NemoClaw adds container-level isolation to OpenClaw. But ZeroClaw's Rust memory safety already provides process-level isolation. Combine them for defense in depth.

enterprise nvidia
The 10 Best Local LLM Models to Run with Ollama in 2026
ZeroClaws.io ZeroClaws.io · March 15, 2026 · 7 分鐘

The 10 Best Local LLM Models to Run with Ollama in 2026

Not all local models are created equal. We tested dozens and ranked the top 10 by real-world usefulness — from a 1.5B model that runs on any laptop to a 70B powerhouse that rivals cloud APIs.

guide models ollama
Self-Hosted AI Under GDPR, HIPAA, and SOC 2: A Compliance-First Deployment Guide
ZeroClaws.io ZeroClaws.io · March 12, 2026 · 8 分鐘

Self-Hosted AI Under GDPR, HIPAA, and SOC 2: A Compliance-First Deployment Guide

When your AI agent processes customer data, patient records, or financial information, "cloud AI" isn't just a preference — it's a compliance decision. Here's how to deploy locally and stay compliant.

analysis privacy enterprise
Inside ZeroClaw's Hybrid Memory: How SQLite + FTS5 + Vectors Beat Dedicated Vector Databases
ZeroClaws.io ZeroClaws.io · March 7, 2026 · 8 分鐘

Inside ZeroClaw's Hybrid Memory: How SQLite + FTS5 + Vectors Beat Dedicated Vector Databases

ZeroClaw doesn't use Pinecone, Weaviate, or ChromaDB. It uses a single SQLite file with FTS5 full-text search and vector similarity — and it's faster for agent workloads. Here's why.

engineering deep-dive
ZeroClaw vs OpenClaw vs PicoClaw:2026 年終極比較
ZeroClaws.io ZeroClaws.io · March 6, 2026 · 10 分鐘

ZeroClaw vs OpenClaw vs PicoClaw:2026 年終極比較

記憶體用量、冷啟動、安全性、頻道支援、架構——我們用真實數字對三款最熱門的開源 AI 代理執行環境進行並排基準測試。

comparison guide
The AI Agent Framework Landscape in 2026: From LangChain to ZeroClaw
ZeroClaws.io ZeroClaws.io · March 3, 2026 · 10 分鐘

The AI Agent Framework Landscape in 2026: From LangChain to ZeroClaw

Python dominates ecosystem size. Rust dominates performance. Go sits in between. We benchmark 10 frameworks across memory, latency, and throughput — and the gaps are bigger than you'd expect.

comparison frameworks
Why ZeroClaw Chose Rust Traits Over a Plugin System — And Why It Matters
ZeroClaws.io ZeroClaws.io · February 27, 2026 · 8 分鐘

Why ZeroClaw Chose Rust Traits Over a Plugin System — And Why It Matters

No plugin marketplace. No runtime loading. No supply chain attack surface. ZeroClaw's extension model is built on Rust traits — and the ClawHub crisis proved why.

engineering architecture
用 ZeroClaw 在 15 美元的 Raspberry Pi 上部署你自己的 AI 助理
ZeroClaws.io ZeroClaws.io · February 24, 2026 · 7 分鐘

用 ZeroClaw 在 15 美元的 Raspberry Pi 上部署你自己的 AI 助理

ZeroClaw 只用 4MB 記憶體。Raspberry Pi Zero 2 W 售價 15 美元。以下是如何用不到一個月 ChatGPT Plus 費用的錢打造一個全天候 AI 助理。

tutorial edge
ZeroClaw + Ollama + Open WebUI: Build a Completely Offline AI Stack
ZeroClaws.io ZeroClaws.io · February 22, 2026 · 6 分鐘

ZeroClaw + Ollama + Open WebUI: Build a Completely Offline AI Stack

No internet. No API keys. No data leaving your network. Here's how to set up a full-featured AI assistant with a ChatGPT-style web interface — all running on your own hardware.

tutorial privacy ollama
ClawHavoc: How 820 Malicious Skills Infiltrated OpenClaw's Marketplace
ZeroClaws.io ZeroClaws.io · February 17, 2026 · 7 分鐘

ClawHavoc: How 820 Malicious Skills Infiltrated OpenClaw's Marketplace

Koi Security discovered that 20% of ClawHub's skill registry was compromised. Professional documentation, fake star counts, and innocuous names hid data-stealing payloads. Here's how the attack worked and what it teaches us.

security supply-chain
AI Agent Hardware Guide: From a $10 Raspberry Pi to an $800 GPU Workstation
ZeroClaws.io ZeroClaws.io · February 15, 2026 · 7 分鐘

AI Agent Hardware Guide: From a $10 Raspberry Pi to an $800 GPU Workstation

What hardware do you actually need to run a local AI agent? We break down five budget tiers — from a $10 Pi Zero to an $800 GPU rig — with real performance numbers and model recommendations for each.

guide hardware
2026 年自架 AI:完整的隱私優先技術堆疊
ZeroClaws.io ZeroClaws.io · February 13, 2026 · 8 分鐘

2026 年自架 AI:完整的隱私優先技術堆疊

ZeroClaw + Ollama + Tailscale = 可從任何地方存取的完全私密 AI 助理。不依賴雲端、不洩漏資料、不需月費。

guide privacy
From OpenClaw to ZeroClaw: A Zero-Downtime Migration Guide
ZeroClaws.io ZeroClaws.io · February 10, 2026 · 7 分鐘

From OpenClaw to ZeroClaw: A Zero-Downtime Migration Guide

After CVE-2026-25253, the migration question isn't "should I?" but "how fast?" This guide covers the complete migration path — config import, memory transfer, channel reconnection — with zero downtime.

tutorial migration
CVE-2026-25253 Dissected: How One Click Gave Attackers Full Control of 42,000 OpenClaw Instances
ZeroClaws.io ZeroClaws.io · February 4, 2026 · 8 分鐘

CVE-2026-25253 Dissected: How One Click Gave Attackers Full Control of 42,000 OpenClaw Instances

A CVSS 8.8 vulnerability turned OpenClaw into a remote code execution vector. We trace the full attack chain — from a malicious webpage to shell access — and explain what this means for AI agent security.

security vulnerability
從 OpenClaw 遷移到 ZeroClaw:給受夠了的使用者的完整指南
ZeroClaws.io ZeroClaws.io · February 2, 2026 · 6 分鐘

從 OpenClaw 遷移到 ZeroClaw:給受夠了的使用者的完整指南

受夠了 OpenClaw 的安全問題和資源消耗?這裡有一份逐步遷移指南——什麼會被帶過去、什麼會改變,以及如何在 20 分鐘內完成切換。

tutorial migration
Edge AI in 2026: When Real Models Run on $10 Hardware
ZeroClaws.io ZeroClaws.io · January 26, 2026 · 7 分鐘

Edge AI in 2026: When Real Models Run on $10 Hardware

Production-quality quantization, tiny NPUs, and sub-5MB runtimes have converged. Edge AI isn't a compromise anymore — it's a deployment target. Here's what changed and what it means.

analysis edge hardware
AI 代理的隱藏成本:為什麼記憶體和冷啟動比你想的更重要
ZeroClaws.io ZeroClaws.io · January 22, 2026 · 7 分鐘

AI 代理的隱藏成本:為什麼記憶體和冷啟動比你想的更重要

大家都在談 token 費用。沒人在談你每年浪費在記憶體上的 200 美元、因冷啟動流失的使用者,或者過度配置的伺服器。來聊聊這些吧。

analysis performance
ZeroClaw on Raspberry Pi 5 + AI HAT+ 2: Build a 40 TOPS Edge AI Agent for Under $200
ZeroClaws.io ZeroClaws.io · January 16, 2026 · 8 分鐘

ZeroClaw on Raspberry Pi 5 + AI HAT+ 2: Build a 40 TOPS Edge AI Agent for Under $200

The Raspberry Pi AI HAT+ 2 brings 40 TOPS of inference to a $130 add-on board. Pair it with ZeroClaw's 3.4MB runtime and you have an edge AI agent that runs real models — no cloud, no subscription, no fan noise.

tutorial edge raspberry-pi
為什麼 Rust 是 AI 代理執行環境的未來
ZeroClaws.io ZeroClaws.io · January 10, 2026 · 8 分鐘

為什麼 Rust 是 AI 代理執行環境的未來

Python 建立了 AI 原型時代。Rust 正在建立 AI 基礎設施時代。以下說明記憶體安全、零成本抽象和無畏並發對代理的重要性。

engineering rust
ZeroClaw 的混合記憶體如何運作:SQLite Vector + FTS5 詳解
ZeroClaws.io ZeroClaws.io · December 30, 2025 · 9 分鐘

ZeroClaw 的混合記憶體如何運作:SQLite Vector + FTS5 詳解

不需要 Pinecone。不需要 Elasticsearch。不需要外部資料庫。ZeroClaw 在單一檔案中結合了 SQLite 向量搜尋和 FTS5 全文搜尋。以下說明原理。

engineering deep-dive
打造多頻道 AI 助理:Telegram + Discord + WhatsApp
ZeroClaws.io ZeroClaws.io · December 18, 2025 · 7 分鐘

打造多頻道 AI 助理:Telegram + Discord + WhatsApp

一個 ZeroClaw 實例、三個聊天平台、共享記憶。以下說明如何建立一個跨 Telegram、Discord 和 WhatsApp 跟著你的 AI 助理。

tutorial channels
ZeroClaw 部署到 Railway 和 Cloudron:一鍵雲端部署
ZeroClaws.io ZeroClaws.io · December 8, 2025 · 5 分鐘

ZeroClaw 部署到 Railway 和 Cloudron:一鍵雲端部署

不想管伺服器?一鍵將 ZeroClaw 部署到 Railway,或在 Cloudron 上自架並自動更新。以下說明怎麼做。

tutorial deployment
Trait 驅動架構:ZeroClaw 如何在不用外掛的情況下讓 AI 代理可擴充
ZeroClaws.io ZeroClaws.io · November 26, 2025 · 8 分鐘

Trait 驅動架構:ZeroClaw 如何在不用外掛的情況下讓 AI 代理可擴充

OpenClaw 的外掛系統導致了供應鏈攻擊。ZeroClaw 改用 Rust trait——編譯時安全、零執行時注入、設計上可擴充。

engineering architecture
2026 年最佳 AI 代理框架:一個開發者的誠實比較
ZeroClaws.io ZeroClaws.io · November 15, 2025 · 10 分鐘

2026 年最佳 AI 代理框架:一個開發者的誠實比較

LangChain、CrewAI、AutoGen、ZeroClaw、n8n——AI 代理框架的市場很擁擠。以下是一個用過所有這些的開發者的誠實比較。

comparison guide
AI 代理進入 2026 年生產環境:企業真正需要什麼
ZeroClaws.io ZeroClaws.io · November 5, 2025 · 8 分鐘

AI 代理進入 2026 年生產環境:企業真正需要什麼

Gartner 預測 40% 的企業應用程式將在 2026 年底前使用 AI 代理。大多數還沒準備好。以下說明生產環境實際需要什麼——以及大多數框架哪裡做錯了。

analysis enterprise
打造家庭 AI 中樞:ZeroClaw 作為你的全天候家庭助理
ZeroClaws.io ZeroClaws.io · October 25, 2025 · 6 分鐘

打造家庭 AI 中樞:ZeroClaw 作為你的全天候家庭助理

一台舊筆電、ZeroClaw 和一個家庭 Telegram 群組。這就是你打造 24/7 AI 助理所需的一切——幫助作業、食譜、行程等等,零月費。

tutorial lifestyle
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