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

T
The Exploit Database - CXSecurity.com
J
Java Code Geeks
H
Help Net Security
B
Blog RSS Feed
G
Google Developers Blog
博客园 - 司徒正美
MongoDB | Blog
MongoDB | Blog
量子位
博客园 - 三生石上(FineUI控件)
The Cloudflare Blog
P
Proofpoint News Feed
小众软件
小众软件
人人都是产品经理
人人都是产品经理
云风的 BLOG
云风的 BLOG
V
V2EX
月光博客
月光博客
C
Check Point Blog
cs.AI updates on arXiv.org
cs.AI updates on arXiv.org
A
Arctic Wolf
Help Net Security
Help Net Security
Schneier on Security
Schneier on Security
D
DataBreaches.Net
酷 壳 – CoolShell
酷 壳 – CoolShell
博客园_首页
钛媒体:引领未来商业与生活新知
钛媒体:引领未来商业与生活新知
P
Palo Alto Networks Blog
T
Tenable Blog
L
LangChain Blog
Attack and Defense Labs
Attack and Defense Labs
Google DeepMind News
Google DeepMind News
N
News and Events Feed by Topic
Forbes - Security
Forbes - Security
F
Fortinet All Blogs
Recent Announcements
Recent Announcements
Cyber Security Advisories - MS-ISAC
Cyber Security Advisories - MS-ISAC
大猫的无限游戏
大猫的无限游戏
www.infosecurity-magazine.com
www.infosecurity-magazine.com
Y
Y Combinator Blog
WordPress大学
WordPress大学
Stack Overflow Blog
Stack Overflow Blog
V
Visual Studio Blog
OSCHINA 社区最新新闻
OSCHINA 社区最新新闻
Engineering at Meta
Engineering at Meta
NISL@THU
NISL@THU
GbyAI
GbyAI
博客园 - Franky
S
Secure Thoughts
有赞技术团队
有赞技术团队
PCI Perspectives
PCI Perspectives
U
Unit 42

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 - team-monet/monet
johnonlee · 2026-04-29 · via Hacker News - Newest: "AI"

Turn your team's AI operational intelligence into a reusable asset.

License: Apache-2.0 GitHub Stars

Getting Started · Architecture · Documentation · Contributing


Senior developers get better AI results — not because of better prompts, but because of accumulated operational know-how. Monet captures that intelligence as shared memory, so your entire team benefits from the same AI expertise.

Monet is an open-source, multi-tenant memory platform for AI agents. It gives your agent team a shared memory layer that persists across sessions, agents, and team members — with native MCP support and true tenant isolation.

Why Monet?

The Problem How Monet Helps
Agents lose context between sessions Memories persist and are searchable across sessions
Senior dev AI know-how stays with individuals Operational intelligence is captured and shared with the team
Each agent starts from scratch Agents inherit accumulated team knowledge from day one
No visibility into what agents remember Dashboard UI for memory inspection and audit trails

Key Features

  • 🧠 Shared Memory for Agent Teams — Agents read and write to a shared memory layer scoped by group, user, or private access
  • 🔌 Native MCP Support — Connect any MCP-compatible agent with a single endpoint: /mcp/:tenantSlug
  • 🏢 True Multi-Tenant Isolation — PostgreSQL schema-level isolation per tenant, ready for SaaS and MSP use cases
  • 📊 Dashboard UI — Setup, tenant administration, and memory inspection at a glance
  • 🔍 Semantic Search — pgvector-powered embedding search with automatic enrichment (summaries, tags, vectors)
  • 📋 Audit Trail — Append-only audit logs with DB-level protection for compliance and observability
  • 🏠 Self-Hosted — Run on your infrastructure. No cloud lock-in. Your data stays yours.

Memory That Works Like Your Team

Monet organizes memories by type and scope, matching how teams actually think:

Memory Types: decision · pattern · issue · preference · fact · procedure

Memory Scopes:

Scope Who Sees It Use Case
group All agents in the group Shared team knowledge, best practices
user Agents serving a specific user User-specific context and preferences
private Only the authoring agent Agent-specific working notes
┌─────────────────────────────────────────────┐
│                  Tenant                      │
│                                              │
│  ┌──────────┐  ┌──────────┐  ┌──────────┐  │
│  │ Agent A   │  │ Agent B   │  │ Agent C   │  │
│  │ (Support) │  │ (Support) │  │ (Billing) │  │
│  └─────┬─────┘  └─────┬─────┘  └─────┬─────┘  │
│        │              │              │         │
│        ▼              ▼              ▼         │
│  ┌─────────────────────────────────────────┐  │
│  │           Shared Memory Layer           │  │
│  │                                         │  │
│  │  🔵 group scope   → visible to all     │  │
│  │  🟡 user scope    → per-user context    │  │
│  │  🔴 private scope → agent-only          │  │
│  └─────────────────────────────────────────┘  │
└─────────────────────────────────────────────┘

Getting Started

Prerequisites

Quick Start (Local)

git clone https://github.com/team-monet/monet.git
cd monet
pnpm install
cp .env.local-dev.example .env.local-dev
pnpm local:up

Then follow the full local setup guide:

Connect Your Agent (MCP)

Once Monet is running, connect any MCP-compatible agent:

{
  "mcpServers": {
    "monet": {
      "url": "http://localhost:3301/mcp/your-tenant",
      "headers": {
        "Authorization": "Bearer your-agent-api-key"
      }
    }
  }
}

Your agent now has access to these memory tools:

Tool What It Does
memory_store Store a new memory (decision, pattern, issue, preference, fact, procedure)
memory_search Search memories by semantic query, tags, or type
memory_fetch Fetch full memory content by ID
memory_update Update an existing memory with optimistic concurrency
memory_delete Delete a memory (author-restricted)
memory_promote_scope Promote a memory's visibility (e.g., private → group)
memory_mark_outdated Mark a memory as outdated
memory_list_tags List all tags used across memories

Quick API Example

# Store a memory
curl -X POST http://localhost:3301/api/tenants/acme/memories \
  -H "Authorization: Bearer $API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "content": "Always use pagination for list endpoints. Limit default is 50.",
    "memoryType": "pattern",
    "memoryScope": "group",
    "tags": ["api", "best-practice", "pagination"]
  }'

# Search memories
curl "http://localhost:3301/api/tenants/acme/memories?query=pagination+best+practice&limit=5" \
  -H "Authorization: Bearer $API_KEY"

Architecture

Monet runs as a straightforward service stack designed for self-hosted deployment:

┌─────────────┐  ┌──────────────┐
│  Dashboard   │  │  API Service  │── /api/tenants/:slug/...
│  (Next.js)   │  │              │── /mcp/:slug
└─────────────┘  └──────┬───────┘
                        │
        ┌───────────────┼───────────────┐
        │               │               │
   ┌────▼────┐   ┌──────▼──────┐   ┌───▼───┐
   │ PostgreSQL │  │  OIDC Auth  │   │ Enrich │
   │ + pgvector │  │ (Keycloak)  │   │ Pipeline│
   └───────────┘  └─────────────┘   └────────┘

Core design decisions:

  • Tenant-qualified routing — every request is scoped to a tenant via URL path
  • Schema isolation — per-tenant PostgreSQL schemas (tenant_<id>) with SET LOCAL search_path
  • MCP as a first-class citizen — dedicated endpoint, session lifecycle management, tool schema registry
  • Enrichment pipeline — automatic summary, tag extraction, and vector embedding on every memory write

Read the full architecture overview: docs/architecture.md →

Production Deployment

Monet is designed for single-host Docker Compose deployment — no Kubernetes required:

cp .env.runtime.example .env.runtime
docker compose -f docker-compose.runtime.yml up -d

Documentation

Guide What You'll Find
Local Development Set up a local dev environment
Production Deployment Deploy Monet to production
Tenant Management Create and manage tenants
Platform Administration Platform setup and admin workflows
Architecture Overview System design, data model, MCP internals
Observability Monitoring, logging, health checks
Backup & Restore Data backup and recovery procedures
Migration & Upgrade Version upgrades and schema migrations

Contributing

We welcome contributions! Start here:

Security

Please report vulnerabilities through private GitHub advisories (not public issues/PRs):

License

Monet is licensed under the Apache License 2.0. See LICENSE.