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

奇客Solidot–传递最新科技情报
奇客Solidot–传递最新科技情报
aimingoo的专栏
aimingoo的专栏
IT之家
IT之家
N
Netflix TechBlog - Medium
MyScale Blog
MyScale Blog
雷峰网
雷峰网
T
Tailwind CSS Blog
Threat Intelligence Blog | Flashpoint
Threat Intelligence Blog | Flashpoint
T
The Blog of Author Tim Ferriss
S
Schneier on Security
C
CERT Recently Published Vulnerability Notes
Help Net Security
Help Net Security
云风的 BLOG
云风的 BLOG
GbyAI
GbyAI
I
InfoQ
H
Help Net Security
Cyber Security Advisories - MS-ISAC
Cyber Security Advisories - MS-ISAC
酷 壳 – CoolShell
酷 壳 – CoolShell
G
GRAHAM CLULEY
Blog — PlanetScale
Blog — PlanetScale
G
Google Developers Blog
I
Intezer
大猫的无限游戏
大猫的无限游戏
AWS News Blog
AWS News Blog
Recent Announcements
Recent Announcements
Google DeepMind News
Google DeepMind News
Spread Privacy
Spread Privacy
博客园_首页
宝玉的分享
宝玉的分享
量子位
T
Threatpost
D
Darknet – Hacking Tools, Hacker News & Cyber Security
Security Latest
Security Latest
C
Cybersecurity and Infrastructure Security Agency CISA
SecWiki News
SecWiki News
H
Hackread – Cybersecurity News, Data Breaches, AI and More
博客园 - Franky
C
CXSECURITY Database RSS Feed - CXSecurity.com
T
The Exploit Database - CXSecurity.com
T
Tenable Blog
Know Your Adversary
Know Your Adversary
P
Proofpoint News Feed
The Register - Security
The Register - Security
V2EX - 技术
V2EX - 技术
Recent Commits to openclaw:main
Recent Commits to openclaw:main
Last Week in AI
Last Week in AI
L
LangChain Blog
T
Tor Project blog
Stack Overflow Blog
Stack Overflow Blog
月光博客
月光博客

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
I shipped Filament Studio 1.3.0, and it is the first version that feels AI-ready
Serhii · 2026-05-11 · via DEV Community

I have been building Filament Studio as a dynamic data model manager for Filament v5 and Laravel 12.

The original value prop was runtime-defined collections and fields on top of an EAV model, so you can build flexible admin/data systems without creating a new migration for every content type.

That part worked.

But while working on the project, I kept coming back to a different question:

If this data layer is dynamic, how should an AI agent interact with it?

My answer in v1.3.0 was to add the MCP foundation instead of hacking together one-off AI endpoints.

So this release makes Filament Studio usable as an AI-facing layer, not just an admin-facing one.

What I added in v1.3.0

  • MCP server foundation under src/Mcp/
  • HTTP/SSE transport mounted at /ai/studio
  • stdio transport via php artisan mcp:start studio
  • Reuse of StudioApiKey for MCP auth
  • New management scope namespace for MCP operations
  • Capability discovery resources like:
    • studio://info
    • studio://field-types
    • studio://panel-types
    • studio://operators
  • 12 schema-management MCP tools for collections and fields
  • Confirm-token flow for destructive operations
  • Canonical serializer + exception handling for tool responses
  • Tenant-aware behavior aligned with the rest of Studio

Why I think this matters

A lot of AI integration work feels shallow to me.

Either there is a chat UI bolted on top, or there is an agent wired straight into places it probably should not be touching.

For a system like Filament Studio, neither approach feels right.

If the schema is dynamic, the agent needs a real contract:

  • discover what exists
  • inspect schema safely
  • mutate collections and fields through structured tools
  • handle destructive actions with explicit confirmation tokens
  • work through auth scopes instead of bypassing application boundaries

That is the part I wanted to build first.

What changed for me conceptually

Before this release, Filament Studio was mainly a human-operated system.

After this release, it is starting to become an agent-addressable one.

That is a much more interesting direction than sprinkling AI on top of the UI.

I want the data model, schema rules, and operational boundaries of a Laravel app to be available to agents in a structured way.

v1.3.0 is my first serious pass at that.

What this release is not

This is not the final AI story for the project.

It is the foundation.

I started with schema management because if that layer is weak, everything above it becomes fragile.

So I would rather get the contract right first, then expand the workflows on top of it.

If you are building with Filament and thinking about AI agents beyond demo-level features, this is the direction I am building toward.

Follow the project if you want to see where the MCP roadmap goes next.

Feedback I would like
Filament Studio v1.3.0 is available now.

GitHub: https://github.com/flexpik/filament-studio
Packagist: https://packagist.org/packages/flexpik/filament-studio