惯性聚合 高效追踪和阅读你感兴趣的博客、新闻、科技资讯
阅读原文 在惯性聚合中打开

推荐订阅源

W
WeLiveSecurity
博客园 - 【当耐特】
Microsoft Azure Blog
Microsoft Azure Blog
WordPress大学
WordPress大学
Stack Overflow Blog
Stack Overflow Blog
cs.AI updates on arXiv.org
cs.AI updates on arXiv.org
IT之家
IT之家
Cloudbric
Cloudbric
The Register - Security
The Register - Security
小众软件
小众软件
PCI Perspectives
PCI Perspectives
G
Google Developers Blog
AI
AI
OSCHINA 社区最新新闻
OSCHINA 社区最新新闻
Google DeepMind News
Google DeepMind News
Google DeepMind News
Google DeepMind News
宝玉的分享
宝玉的分享
Recent Commits to openclaw:main
Recent Commits to openclaw:main
量子位
TaoSecurity Blog
TaoSecurity Blog
cs.CV updates on arXiv.org
cs.CV updates on arXiv.org
F
Full Disclosure
N
Netflix TechBlog - Medium
博客园_首页
Last Week in AI
Last Week in AI
A
Arctic Wolf
B
Blog RSS Feed
J
Java Code Geeks
C
Cybersecurity and Infrastructure Security Agency CISA
I
InfoQ
aimingoo的专栏
aimingoo的专栏
云风的 BLOG
云风的 BLOG
NISL@THU
NISL@THU
MyScale Blog
MyScale Blog
H
Hackread – Cybersecurity News, Data Breaches, AI and More
Jina AI
Jina AI
有赞技术团队
有赞技术团队
S
Schneier on Security
L
Lohrmann on Cybersecurity
P
Privacy & Cybersecurity Law Blog
T
Threat Research - Cisco Blogs
P
Palo Alto Networks Blog
S
Security @ Cisco Blogs
Security Archives - TechRepublic
Security Archives - TechRepublic
Security Latest
Security Latest
Vercel News
Vercel News
博客园 - 司徒正美
Webroot Blog
Webroot Blog
Hacker News: Ask HN
Hacker News: Ask HN
A
About on SuperTechFans

Hacker News - Newest: "AI"

AI can't read an investor deck AI as an attorney? Student uses ChatGPT, Gemini to sue UW over alleged racial discrimination Hacking MCP Servers in AI Systems – The Rug Pull: Tool Changes After Approval GitHub - MeepCastana/KubeezCut: Free Web based video editor GitHub - GenAI-Gurus/awesome-eu-ai-act: Curated tools, official sources, OSS, templates, and guides for EU AI Act compliance. Can AI judge journalism? A Thiel-backed startup says yes, even if it risks chilling whistleblowers Coming soon: 10 Things That Matter in AI Right Now DARPA built an AI to fact-check enemy weapons claims What explains heterogeneity in AI adoption? When AI Meets Muscle: Context-Aware Electrical Stimulation Promises a New Way to Guide Human Movements - Department of Computer Science AI Changed How We Build. It Did Not Change What Matters. Linux rules on using AI-generated code - Copilot is OK, but humans must take 'full responsibility for the… Meta spins up AI version of Mark Zuckerberg to engage with employees Code Mode: Let Your AI Write Programs, Not Just Call Tools | TanStack Blog GitHub - Delavalom/graft: Go framework for building AI agents. Type-safe tools, multi-provider (OpenAI, Anthropic, Gemini, Bedrock), zero vendor SDKs. India's TCS tops estimates, says new AI models did not dent services demand Gen Z's fading AI hype Strong feeling: we are in a folded AI reality GitHub - machinarii/total-recall-catalog: A reference catalog of latest knowledge retrieval, memory & RAG systems GitHub - mensfeld/code-on-incus: Give each AI agent its own isolated machine with root, Docker, and systemd. Active defense detects and stops threats automatically.. Quantization, LoRA, and the 8% Problem: Benchmarking Local LLMs for Production AI Iran war: We spoke to the man making Lego-style AI videos that experts say are powerful propaganda Powell, Bessent discussed Anthropic's Mythos AI cyber threat with major U.S. banks GitHub - immartian/bellamem: Persistent belief-graph memory for AI agents. Retrieves decisive context by importance — not recency, not RAG, not /compact. recursive-mode: The Repo-Native Operating System for AI Engineering After the attack on Sam Altman's home, will AI CEO's go on the offensive? The biggest advance in AI since the LLM Opus 4.6 vs GPT 5.4 One Prompt Unity World Generation Test “AI polls” are fake polls Client Challenge Can AI be a 'child of God'? Inside Anthropic's meeting with Christian leaders How to Switch AI Chatbots and Why You Might Want To GitHub - MattMessinger1/agentic_refund_guardrail: Safe refund policy layer for AI agents — Python + TypeScript. Same behavior, shared tests. Adam/papers/emergent_values_whitepaper.md at master · strangeadvancedmarketing/Adam Ask HN: How do you stop playing 20 questions with your AI coding tools How far can automation and AI support psychotherapy? - @theU GitHub - stagas/rtdiff: realtime git diff gui and AI-assisted commits A Mac Studio for Local AI — 6 Months Later A History of the Early Years of AI at the University of Edinburgh Why AI Coding Tools Still Feel Stuck on Localhost MSN AI Datacenters Are Becoming Strategic Targets twitter.com Penn Researchers Use AI to Surface Unreported GLP-1 Side Effects in Reddit Posts Show HN: MoodSense AI (ML and FastAPI and Gradio, Deployed on Hugging Face) Moodsense Ai - a Hugging Face Space by aman179102 AI models are terrible at betting on soccer—especially xAI Grok GitHub - xialeistudio/echoic GitHub - HimashaHerath/github-dev-wrapped: AI-powered weekly GitHub activity reports deployed to GitHub Pages GitHub - alejandrobalderas/claude-code-from-source: Architecture, patterns & internals of Anthropic's AI coding agent — reverse-engineered from source maps AI and Tech brief: Ireland ascendant GitHub - Titovilal/context0: Context0 - Never Surrender Training for a Marathon with an AI Coach: What Worked and What Didn't Cyber Pulse: Agentic Intel - Apps on Google Play I Built an AI PR Reviewer That Catches Bugs by Not Looking for Bugs Gen Z workers are so fearful AI will take their job they’re intentionally sabotaging their company’s AI rollout | Fortune How AI Is Reimagining the Game of Golf–For Both Players and Courses GitHub - nattergabriel/reseed: A CLI tool for managing and distributing agent skills across projects Is SVG the final frontier? My AI workflow evolved from prompts to a near-autonomous workflow MLSharp Help - 3DGS Viewer & Generator I put my cognitive field based AI's runtime on GitHub Is Numble the first AI-proof game? A3: Kubernetes for autonomous AI agent fleets | Emergent Principles Deepali Vyas ("The Elite Recruiter") GitHub - msmarkgu/RelayFreeLLM: A restful API designed to route user prompts to various AI model providers. Unionized ProPublica staff are on strike over AI, layoffs, and wages Unleashing the Advantage of Quantum AI We're heading for an AI-fueled 'dementia crisis,' brain scientist warns The AI-Assisted Breach of Mexico's Government Infrastructure [pdf] GitHub - stef41/lmscan: 🔍 Detect AI-generated text and fingerprint which LLM wrote it. Open-source GPTZero alternative. Zero dependencies, works offline. MSN GitHub - visionscaper/collabmem: Enabling long-term collaboration with Agentic AI - building up episodic and world model memory over time with in-context awareness We gave an AI a 3 year retail lease in SF and asked it to make a profit | Andon Labs AI Code is Hollowing Out Open Source, and Maintainers are Looking the Other Way What leaked "SteamGPT" files could mean for the PC gaming platform's use of AI AI is the boss at this retail store. What could go wrong? GitHub - Wuzu11517/agentic-proxy: Local proxy meant to help reduce With Drones, Geophysics and ArtificiaI Intelligence, Researchers Prepare to Do Battle Against Land Mines A Single Operator, Two AI Platforms, Nine Government Agencies: The Full Technical Report 在 Steam 上购买 FriedrichAI: Offline AI 立省 10% GitHub - inevolin/resume-cli: Hit Claude usage limits? Resume any AI coding session elsewhere. Switch tools at zero friction. GitHub - atripati/ark: AI Runtime Kernel — a context operating system for AI agents. Eliminates tool bloat, loads only what’s needed, and gives LLMs their reasoning space back. How to Build a Secure AI PR Reviewer with Claude, GitHub Actions, and JavaScript This Startup Wants You to Pay Up to Talk With AI Versions of Human Experts Intel Arc Pro B70 Brings 32GB VRAM to Local AI for $949 WordPress 7.0: The Good, the AI, and the Still Missing AI on the couch: Anthropic gives Claude 20 hours of psychiatry IatroBench: Pre-Registered Evidence of Iatrogenic Harm from AI Safety Measures AI Agents Know About Supabase. They Don't Always Use It Right. The history and future of AI at Google, with Sundar Pichai Inside an AI‑enabled device code phishing campaign How Meta Used AI to Map Tribal Knowledge in Large-Scale Data Pipelines AI for Systems: Using LLMs to Optimize Database Query Execution Forecasting the Economic Effects of AI Introducing Tinker: Play with AI, bring your ideas to life AI sheds light on an ancient gaming mystery People really hate AI but not as much as Iran—or Democrats | Fortune What is an AI Product Engineer? Phoebe Gates wants her $185 million AI startup to succeed with 'no ties to my privilege or my last name': 'I have a chip on my shoulder' | Fortune
GitHub - pengrambo3-tech/ZeusHammer: ZeusHammer - AI Super Agent with Local Brain, Voice Interaction & Three-Tier Memory
RamboZeusHam · 2026-04-20 · via Hacker News - Newest: "AI"

ZeusHammer - The Ultimate AI Agent

Version Python License

The Super AI Agent Built from Three Open Source Giants

Think Locally. Speak Freely. Remember Everything.

Star Fork


ZeusHammer vs OpenClaw vs Hermes — Feature Comparison

Feature OpenClaw Hermes ZeusHammer ZeusHammer Advantage
Local Brain 80% tasks without LLM, intent recognition + skill matching
Voice-First Partial (Voice Wake) Partial Whisper+Edge TTS full-stack, wake word, auto language detection
Three-Tier Memory Short-term (LRU)+Long-term (SQLite)+Working memory
Meditation Mode Auto analysis/pattern extraction/skill upgrade on idle
Deep Reflection Causal chain analysis/insight generation
Workflow Engine Standing Orders Cron/SubAgent Complete orchestration+skill matching+skill learning
Circuit Breaker ✅ Circuit breaker Complete security system
OSV Scanning Command/file malware detection
China LLM Native Needs config Partial Built-in DeepSeek/Qwen/GLM/Moonshot/ERNIE/Doubao/MiniMax
Tool Detector Auto-detect 80+ system CLI tools
Cost Tracking Partial Built-in LLM cost tracking
Smart Model Router Intelligent routing+fallback chain+cost optimization
WebRTC Real-time Audio Real-time voice streaming
Collaboration Rooms Multi-user collaboration
Apple Ecosystem Apple Notes/Reminders/iMessage/Screenshot
Vector Memory Store LanceDB/QMD External plugins (8) Built-in Chroma, native integration
Skill Auto-Generation Local Brain auto-generates new skills
RL Training ✅ Tinker-Atropos SWE-Bench/RL/trajectory compression
Install Convenience npm/global pip Homebrew/pipx/Docker Best for macOS users
Message Channels 30+ 20+ 13+ OpenClaw has most
Built-in Tools 20+ 40+ 50+ ZeusHammer has most
AI Models 35+ 15+ 20+ OpenClaw has most
Skills Plugin market 70+ 50+ Hermes has most
MCP Support All three have
ACP/IDE Integration All three have
Browser Automation All three have
Community Scale 400+ contributors, ClawHub Nous Research support New project OpenClaw most mature

ZeusHammer's Core Advantages

ZeusHammer has the following unique differentiators compared to OpenClaw and Hermes:

  1. Local Brain Architecture — The biggest differentiator. 80% of tasks complete via intent recognition + skill matching locally, without calling expensive LLM APIs, significantly reducing costs and improving response speed.

  2. Voice-First Design — Complete voice-first experience from wake word, STT, TTS to auto language detection, supporting background Daemon mode for continuous listening.

  3. Three-Tier Memory System — Short-term (LRU) + Long-term (SQLite FTS5) + Working memory, plus vector storage (Chroma), providing the most complete memory capabilities.

  4. Meditation Mode + Deep Reflection — Industry-rare self-evolution capability. AI automatically analyzes memory patterns, extracts rules, and upgrades skills during idle time.

  5. Workflow Engine — Includes skill matching and skill learning. Not just scheduling existing skills, but also auto-generating new skills.

  6. Security System — Four layers: OSV malware scanning, circuit breaker, credential guard, and config protection.

  7. Tool Detector — Auto-discovers ~80 common CLI tools in the system, no manual configuration needed.

  8. China LLM Native Support — Built-in unified clients for Chinese mainstream models like DeepSeek/Qwen/GLM/Moonshot/ERNIE/Doubao/MiniMax, accessible via chinawhapi.com.

  9. Homebrew Installation — macOS users can install with one command: brew install zeushammer, providing the best user experience.

  10. 50+ Built-in Tools — More out-of-box tools than OpenClaw and Hermes combined.

Weaknesses: Ecosystem scale (contributors, skill marketplace) not as mature as OpenClaw; message channels (13+) less than OpenClaw (30+) and Hermes (20+); as a new project, community and documentation maturity need verification.


Fusion of Three Open Source Projects

ZeusHammer is a true fusion of three top-tier open source AI agent projects, combining their best features into one unified super agent:

Project Core Contribution License
ClaudeCode Tool execution engine, concurrent partitioning, OTel telemetry Anthropic
Hermes Memory system, security, tools, MCP protocol MIT
OpenClaw Multi-channel gateway, Canvas, skills management MIT

What Each Project Brings

ClaudeCode Core

  • partitionToolCalls() - Concurrent partitioning algorithm
  • isConcurrencySafe() - Concurrency safety checks
  • ToolResult - Unified tool result format
  • OTel structured logging and tracing

Hermes Core

  • Memory System: Short-term + Long-term + Vector memory with FTS5 search
  • Security: OSV malware scanner, credential guard, circuit breaker
  • Tools: Tool registry, MCP protocol stack, skill auto-improvement
  • Skills: Agent-curated skill creation and management

OpenClaw Core

  • Multi-Channel: Telegram, Discord, Slack, WhatsApp gateway
  • Canvas: Live Canvas rendering system
  • Skills: SkillHub with marketplace integration
  • Config: Protected paths and tamper-proof configuration

Quick Install

brew install zeushammer

Or with cURL:

curl -sSL https://raw.githubusercontent.com/pengrambo3-tech/ZeusHammer/master/install.sh | bash

Or manual install:

git clone https://github.com/pengrambo3-tech/ZeusHammer.git
cd ZeusHammer
pip install -r requirements.txt

Architecture

┌─────────────────────────────────────────────────────────────────┐
│                         ZeusHammer                                │
├─────────────────────────────────────────────────────────────────┤
│  ┌───────────────────────────────────────────────────────────┐ │
│  │                    Fusion Core                              │ │
│  │  ┌─────────────┐ ┌─────────────┐ ┌─────────────────────┐  │ │
│  │  │ClaudeCode  │ │  Hermes     │ │     OpenClaw        │  │ │
│  │  │────────────│ │────────────│ │────────────────────│  │ │
│  │  │Tool Engine │ │  Memory    │ │  Channel Gateway   │  │ │
│  │  │Partition   │ │  Security  │ │  Canvas System     │  │ │
│  │  │Telemetry   │ │  MCP       │ │  Skills Hub        │  │ │
│  │  └─────────────┘ └─────────────┘ └─────────────────────┘  │ │
│  └───────────────────────────────────────────────────────────┘ │
│  ┌───────────────────────────────────────────────────────────┐ │
│  │                    Local Brain                             │ │
│  │  Intent Recognition → Skill Match → LLM Work → Learn     │ │
│  └───────────────────────────────────────────────────────────┘ │
│  ┌───────────────────────────────────────────────────────────┐ │
│  │                    Voice System                            │ │
│  │  Wake Word "Zues/宙斯" → STT → Language → TTS          │ │
│  └───────────────────────────────────────────────────────────┘ │
│  ┌───────────────────────────────────────────────────────────┐ │
│  │                Three-Tier Memory                           │ │
│  │  Short-term (LRU) → Long-term (SQLite) → Working        │ │
│  └───────────────────────────────────────────────────────────┘ │
├─────────────────────────────────────────────────────────────────┤
│  LLM Providers: ChinaWhapi • Anthropic • OpenAI • Local      │
└─────────────────────────────────────────────────────────────────┘

Key Features

Fusion Engine - Best of Three Worlds

The fusion brings together the most powerful features from each project:

Feature From Description
Tool Partition ClaudeCode Concurrent tool execution with dependency analysis
Circuit Breaker Hermes Fail-fast pattern for stable operation
Multi-Channel OpenClaw Connect via Telegram, Discord, Slack, etc.
OSV Scanner Hermes Detect malware patterns in code
Credential Guard Hermes Prevent credential leakage
Memory System Hermes Persistent cross-session memory
Skill Learning Hermes Auto-create skills from experience
Canvas OpenClaw Live interactive canvas
OTel Telemetry ClaudeCode Structured logging and tracing

Local Brain - Think Before Asking LLM

# ZeusHammer's Local Brain workflow:
1. User gives instruction
2. Local Brain receives instruction
3. Pattern matching against skill library
4. Match foundExecute skill directly (NO LLM needed!)
5. No matchCall LLM for solution
6. Work completeLearn new skill
7. Next timeUse learned skill (instant, no LLM)

Voice Interaction - True Hands-Free

Component Technology Benefit
Speech-to-Text Whisper (local) Offline capable, no data sent
Text-to-Speech Edge TTS Natural, free voices
Wake Word Custom detector "Zues" or "宙斯" activation
Language Detection Auto-detection Auto-switch Chinese/English
Smart Responses Context-aware Reply based on model/memory status

Supported Models

China LLM via chinawhapi.com

Provider Models Features
DeepSeek V3, Coder Best value, coding focused
Qwen (Alibaba) Turbo, Plus, Max Long context support
GLM (Zhipu) GLM-4, GLM-4V Vision support
Moonshot 8K, 32K, 128K Ultra long context
ERNIE (Baidu) Bot 4.0, Bot Long Enterprise grade
Doubao (ByteDance) Pro, Lite Fast, cost effective
MiniMax ABAB6 Chat/GSPT Conversational AI

International Models

Provider Models
Anthropic Claude 3.5 Sonnet, Opus, Haiku
OpenAI GPT-4o, GPT-4 Turbo, GPT-3.5
Local Ollama, LM Studio, vLLM

Quick Start

Configure API

# Option 1: ChinaWhapi (recommended for Chinese users)
echo "OPENAI_API_KEY=your_key" >> ~/.zeushammer/.env
echo "API_BASE=https://api.chinawhapi.com/v1" >> ~/.zeushammer/.env
echo "MODEL=deepseek-chat" >> ~/.zeushammer/.env

# Option 2: Anthropic Claude
echo "ANTHROPIC_API_KEY=sk-ant-xxx" >> ~/.zeushammer/.env
echo "MODEL=claude-3-5-sonnet-20241022" >> ~/.zeushammer/.env

# Option 3: OpenAI
echo "OPENAI_API_KEY=sk-xxx" >> ~/.zeushammer/.env
echo "MODEL=gpt-4o" >> ~/.zeushammer/.env

Run

python3 -m src.main --mode cli   # CLI mode
python3 -m src.main --mode web   # Web UI
python3 -m src.main --mode voice # Voice (recommended!)

Security

Level Description
safe All operations require confirmation
semi_open Safe operations auto-execute, dangerous operations warn
full_open Unrestricted (beast mode)

Built-in protections (from Hermes):

  • OSV malware pattern scanning
  • Credential leakage detection
  • Circuit breaker for abnormal operations
  • Protected paths from OpenClaw
  • Config tamper protection

Development

# Run tests
pytest tests/

# Code format
black src/
ruff check src/

Project Structure

ZeusHammer/
├── src/
│   ├── fusion/              # Three project fusion
│   │   ├── claude_code/     # ClaudeCode core
│   │   │   └── tools_engine.py
│   │   ├── hermes/          # Hermes core
│   │   │   └── security.py
│   │   └── openclaw/        # OpenClaw core
│   │       └── channels.py
│   ├── brain/               # Local brain
│   ├── voice/               # Voice system
│   ├── memory/              # Memory system
│   └── tools/               # Tools
├── FUSION.md                # Fusion documentation
├── README.md
└── README_zh.md

Contributing

Issues and Pull Requests welcome!

License

MIT License


Built with ❤️ by fusing ClaudeCode + Hermes + OpenClaw

[Think Locally. Speak Freely. Remember Everything.]