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

S
Secure Thoughts
云风的 BLOG
云风的 BLOG
Engineering at Meta
Engineering at Meta
A
About on SuperTechFans
Hugging Face - Blog
Hugging Face - Blog
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
WordPress大学
WordPress大学
U
Unit 42
月光博客
月光博客
美团技术团队
S
Security Affairs
L
Lohrmann on Cybersecurity
Latest news
Latest news
cs.AI updates on arXiv.org
cs.AI updates on arXiv.org
Application and Cybersecurity Blog
Application and Cybersecurity Blog
Recent Announcements
Recent Announcements
P
Palo Alto Networks Blog
The Last Watchdog
The Last Watchdog
T
Tor Project blog
Schneier on Security
Schneier on Security
Jina AI
Jina AI
MongoDB | Blog
MongoDB | Blog
Cloudbric
Cloudbric
B
Blog RSS Feed
Project Zero
Project Zero
Hacker News: Ask HN
Hacker News: Ask HN
Security Latest
Security Latest
C
Cybersecurity and Infrastructure Security Agency CISA
NISL@THU
NISL@THU
M
MIT News - Artificial intelligence
H
Help Net Security
Google DeepMind News
Google DeepMind News
L
LINUX DO - 热门话题
V
Visual Studio Blog
W
WeLiveSecurity
T
The Exploit Database - CXSecurity.com
Recent Commits to openclaw:main
Recent Commits to openclaw:main
奇客Solidot–传递最新科技情报
奇客Solidot–传递最新科技情报
T
Threat Research - Cisco Blogs
Help Net Security
Help Net Security
F
Fortinet All Blogs
IT之家
IT之家
A
Arctic Wolf
Apple Machine Learning Research
Apple Machine Learning Research
I
Intezer
D
DataBreaches.Net
C
Cyber Attacks, Cyber Crime and Cyber Security
Stack Overflow Blog
Stack Overflow Blog
SecWiki News
SecWiki News
Last Week in AI
Last Week in AI

DEV Community

Authentication Security Deep Dive: From Brute Force to Salted Hashing (With Java Examples) Why AI Systems Don’t Fail — They Drift Spilling beans for how i learn for exam😁"Reinforcement Learning Cheat Sheet" I Replaced Chrome with Safari for AI Browser Automation. Here's What Broke (and What Finally Worked) How Python Borrows Other People's Work The $40 Architecture: Processing 1 Billion API Requests with 99.99% Uptime Vibe Coding: A Workflow Guide (From Zero to SaaS) Most webhook security guides protect the wrong side. The scary part is delivery. Headless CMS for TanStack Start: Build a Blog with Cosmic EU Age Verification App "Hacked in 2 Minutes" — What Actually Happened Comfy Cloud’s delete function does not actually remove files Running AI Models on GPU Cloud Servers: A Beginner Guide Event-driven media intelligence with AWS Step Functions and Bedrock I scored 500 AI prompts across 8 quality dimensions — here's what broke How to Call Google Gemini API from Next.js (Free Tier, No Backend Needed) The Portal Protocol: Reclaiming Human Connection in the Age of AI How to Fix Your Team's Scattered Knowledge Problem With a Self-Hosted Forum Intro to tc Cloud Functors: A Graph-First Mental Model for the Modern Cloud Designing Multi-Tenant Backends With Both Ownership and Team Access I Built a Neumorphic CSS Library with 77+ Components — Here's What I Learned PostgreSQL Performance Optimization: Why Connection Pooling Is Critical at Scale Cómo construí un SaaS multi-rubro para gestionar expensas en Argentina con FastAPI + Vue 3 🚀 I Built an Ethical Hacking Scanner Tool – Open Source Project I Replaced /usage and /context in Claude Code With a Single Statusline A Pythonic Way to Handle Emails (IMAP/SMTP) with Auto-Discovery and AI-Ready Design I Collected 8.9 Million Polymarket Price Points — Here's What I Found About How Markets Really Move EcoTrack AI — Carbon Footprint Tracker & Dashboard Everyone's Using AI. No One Agrees How. 5 self-hosted ebook managers worth trying in 2026 Building Your First AI Agent with LangChain: From Chatbot to Autonomous Assistant Common SOC 2 Failures (Real World) Stop Vibe-Checking Your AI App: A Practical Guide to Evals How to Use SonarQube and SonarScanner Locally to Level Up Your Code Quality Your Next To-Do App Is Dead — I Replaced Mine with an OpenClaw AI Sign a Nostr event in 60 lines of Python using coincurve — no nostr-sdk, no nbxplorer, no rust toolchain ITGC Audit Explained Like You’re in Big 4 Patch Tuesday abril 2026: Microsoft parcha 163 vulnerabilidades y un zero-day en SharePoint Stop scraping everything: a better way to track competitor price changes Listing on MCPize + the Official MCP Registry while routing payments OUTSIDE the marketplace — how I kept 100% of my x402 revenue Building an AI-Powered Risk Intelligence System Using Serverless Architecture Why We Ripped Function Overloading Out of Our AI Toolchain Testing AI-Generated Code: How to Actually Know If It Works SaaS Churn Is Killing Your Business. Here Is What to Do About It (Without a Support Team) The Speed of AI Is No Longer Linear - And Self-Improving Models Are Why How to Implement RBAC for MCP Tools: A Practical Guide for Engineering Teams From Standard Quote to Persuasive Proposal: AI Automation for Arborists I built a CLI that scaffolds complete multi-tenant SaaS apps Axios CVE-2025–62718: The Silent SSRF Bug That Could Be Hiding in Your Node.js App Right Now The dashboard that ended our friendship Data Pipelines Explained Simply (and How to Build Them with Python) The Hidden Cost of AI Systems Nobody Talks About. undefined vs undeclared, and how typeof behaves Switching from file-based jobs to NATS/Kafka in Rust without changing code io_uring Adventures: Rust Servers That Love Syscalls Why Agentic AI is Killing the Traditional Database The POUR principles of web accessibility for developers and designers Quantum Neural Network 3D — A Deep Dive into Interactive WebGL Visualization How To Install Caveman In Codex On macOS And Windows Automation Pipeline Reliability: Why Your Workflow Breaks When Nobody Is Watching I Built an 'Open World' AI Coding Agent — It Works From ANY Folder From Freelancing to Product: A Tech Service Company's SaaS Transformation China's AI Giants: Adding Tencent Hunyuan & ByteDance Doubao to AI University (74 Providers) On the Vibe Coders and Their Lies clerk: Auto-Summarize Your Claude Code Sessions AI Weekly — 2026/04/10–04/17 | The Model Lockdown Is Here, but the Toolchain Is the Real Battleground AI 週報 — 2026/04/10–2026/04/17 模型封鎖潮來了,但工具鏈才是真戰場 Maybe this is how Open-Source apps are born... 🚀 Fine-Tune LLMs with LoRA and QLoRA: 2026 Guide tRPC v11 + Next.js App Router: End-to-End Type Safety Without the Boilerplate ShadCN UI in 2026: Why I Stopped Installing Component Libraries and Started Owning My Components SaaS Billing in React Server Components: Stripe + Supabase Without a Single `useEffect` Join our DEV Weekend Challenge — $1,000 in Prizes Across TEN winners! Submissions Due April 20 at 6:59 AM UTC. Implementing FSRS Spaced Repetition in Flutter + Supabase — Adding Memory Science to an AI Learning App "I Texted My Localhost From the Train — Claude Code Fixed the Bug Before I Got Home" I Built a Sales Prep AI and It Went Deeper Than Expected Design to Code #2: One JSON, Eleven Outputs Solving the 100M-Row Problem: A Summary Table Pattern for High-Volume Push Notification Logs Flutter Web With Wasm: What Actually Changes For Developers I Built 50 Royalty-Free Soundtracks for My Side Project in a Weekend Using AI Music Generation The Vibe Coding Security Checklist: 7 Things to Check Before You Ship Stop Letting Googlebot Guess Fix Your React App's SEO Right Desconstruindo o Streaming do LinkedIn: Como Criar um Engine de Extração de Vídeo de Alta Performance com HLS e FFmpeg (EDA Part-1) EDA (Exploratory Data Analysis) Explained With Real Life — Why Looking at Your Data Is the Most Important Step in Machine Learning Brand Relationship Management at Scale: Our 4-Touch Outreach System for 200+ Brands Why String.fromEnvironment() Might Return an Empty String in Dart JGuardrails 1.0.0 — Hardening Java LLM Apps Against Jailbreaks, Toxicity, and Prompt Injection Plan and Schedule a Full Week of Threads Content From One Claude Conversation Coding Cat Oran Ep3, Five Tables Changed Everything Updated: BFF Pattern I'm done watching freelancers get buried by 200 proposals. So I'm building the alternative. This is my first post BFS Algorithm in Java Step by Step Tutorial with Examples Tracking LLM Pricing Monthly: An Open Dataset for 22 AI Models How We Measure Content ROI on a Comparison Site: Revenue Attribution Without Perfect Data Introducing Nova AI Ops: The AI-Native Operating System for SRE Teams I built a free desktop video downloader for Windows — Grabbit How Talkie OCR Helps Vision-Impaired & Dyslexic Users Read the World Around Them VRCFaceTracking安装和iPhone面捕配置教程,有bug Even CrowdStrike Can't See Your Agents The Automation Gold Rush: What n8n Workflows and Claude Are Opening Up for Developers Right Now
TMX: The open standard AI agent memory has been waiting for
Truvem · 2026-06-27 · via DEV Community

Truvem

TMX: The open standard AI agent memory has been waiting for

The problem no one talks about: your agent's memories are prisoners.

If you build an AI agent today using Mem0, your memories are locked in Mem0. Switch to Zep? You lose everything. Move to a new framework? Start from zero.

This is exactly the problem email had in 1970. Every system had its own format. You couldn't send an email from one system to another.

Then SMTP was invented. And email became universal.

Today I'm publishing TMX v0.1 — the SMTP of AI agent memory.


What is TMX?

TMX (Truvem Memory eXchange) is an open, model-agnostic JSON format for storing, exporting, and importing AI agent memories across any platform, framework, or provider.

It looks like this:

{
  "tmx_version": "0.1",
  "exported_at": "2026-06-26T20:00:00Z",
  "source": "truvem",
  "agent_id": "my-agent",
  "memories": [
    {
      "id": "550e8400-e29b-41d4-a716-446655440000",
      "content": "User prefers dark mode and concise responses",
      "created_at": "2026-06-01T08:30:00Z",
      "updated_at": "2026-06-01T08:30:00Z",
      "expires_at": null,
      "tags": ["preference", "ui"],
      "source_model": "gpt-4o",
      "metadata": {}
    }
  ]
}

That's it. Plain JSON. Human-readable. Portable.


Why this matters

Right now, the AI agent ecosystem is exploding. Every week there's a new memory provider, a new framework, a new cloud service.

But every one of them uses a proprietary format.

This means:

  • Developers are locked to their first choice forever
  • Agent memories can't travel between clouds
  • Switching providers = losing everything your agent learned

This is the biggest hidden tax in the agentic AI stack.

TMX fixes it with a single open spec that anyone can implement — for free, with no approval needed.


The 5 core principles

1. Open — No license required. Implement TMX in any product, commercial or otherwise.

2. Model-agnostic — Works with GPT-4, Claude, Gemini, Mistral, Llama, or any future model.

3. Framework-agnostic — LangChain, CrewAI, Mastra, AutoGen — doesn't matter.

4. Human-readable — Plain JSON. No binary formats. Inspectable by any tool.

5. Minimal — The entire spec fits in one page. Complexity is optional.


Using TMX with Truvem today

Truvem is the reference implementation of TMX. You can start using it right now:

1. Get your free API key

Sign in with GitHub or Google at truvem.github.io/truvem/login.html

2. Install the SDK

pip install truvem

3. Write and read memories

from truvem import Truvem

client = Truvem(api_key="your_key")

# Write a memory
client.remember(
    agent_id="my-agent",
    content="User prefers dark mode"
)

# Read memories — from any session, any model
memories = client.recall("my-agent")
print(memories)
# {"status": "ok", "memories": [...]}

4. Export as TMX

curl -X GET https://truvem.onrender.com/v1/memory/export?agent_id=my-agent \
  -H "x-api-key: your_key"

You get back a valid .tmx.json file you can import anywhere.


Who should implement TMX?

If you're building:

  • A memory provider (like Mem0, Zep, Letta)
  • An agent framework (like LangChain, CrewAI, Mastra)
  • A cloud AI service (like AWS Bedrock, Google Vertex)

You should implement TMX. Your users will thank you.

The requirements to be TMX-compatible are simple:

  1. Export memories in valid TMX JSON format
  2. Import valid TMX JSON files without data loss
  3. Preserve all required fields

No fee. No approval. No committee. Just implement it.


The roadmap

Version Features
0.1 (today) Core format, basic fields, export/import
0.2 Migration scripts (Mem0→TMX, Zep→TMX), CLI tool
0.3 Memory relationships, temporal invalidation
1.0 Stable standard, TMX Foundation, community governance

The big picture

In 10 years, there will be more AI agents running than humans on Earth. Every one of them will need persistent memory.

The question is: who controls that memory?

If every provider keeps a proprietary format, agent memories become the new walled gardens — like email before SMTP, like the web before HTTP.

TMX is a bet that open standards win. They always have.


Read the spec

The full TMX v0.1 specification is published on GitHub:

👉 github.com/truvem/truvem/blob/main/TMX.md

Try Truvem (the reference implementation):

👉 truvem.github.io/truvem


What do you think? Is an open standard for agent memory something the ecosystem needs? I'd love feedback on the spec — open a GitHub issue or reply below.

Built by Dieng Amine — solo founder, Abidjan, Côte d'Ivoire.
Twitter: @gettruvem