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

Engineering at Meta
Engineering at Meta
M
MIT News - Artificial intelligence
Cyber Security Advisories - MS-ISAC
Cyber Security Advisories - MS-ISAC
Threat Intelligence Blog | Flashpoint
Threat Intelligence Blog | Flashpoint
NISL@THU
NISL@THU
P
Proofpoint News Feed
Microsoft Security Blog
Microsoft Security Blog
T
Threat Research - Cisco Blogs
T
The Exploit Database - CXSecurity.com
G
GRAHAM CLULEY
The Register - Security
The Register - Security
S
SegmentFault 最新的问题
I
Intezer
Know Your Adversary
Know Your Adversary
T
Threatpost
C
Cyber Attacks, Cyber Crime and Cyber Security
The Hacker News
The Hacker News
Security Latest
Security Latest
量子位
S
Securelist
Recorded Future
Recorded Future
V2EX - 技术
V2EX - 技术
Application and Cybersecurity Blog
Application and Cybersecurity Blog
阮一峰的网络日志
阮一峰的网络日志
雷峰网
雷峰网
P
Privacy International News Feed
AI
AI
Apple Machine Learning Research
Apple Machine Learning Research
博客园 - 司徒正美
博客园_首页
IT之家
IT之家
S
Security @ Cisco Blogs
Google DeepMind News
Google DeepMind News
Help Net Security
Help Net Security
C
CERT Recently Published Vulnerability Notes
cs.AI updates on arXiv.org
cs.AI updates on arXiv.org
D
Darknet – Hacking Tools, Hacker News & Cyber Security
The GitHub Blog
The GitHub Blog
美团技术团队
L
LangChain Blog
F
Fortinet All Blogs
cs.CL updates on arXiv.org
cs.CL updates on arXiv.org
S
Security Affairs
Cloudbric
Cloudbric
O
OpenAI News
PCI Perspectives
PCI Perspectives
J
Java Code Geeks
P
Privacy & Cybersecurity Law Blog
B
Blog RSS Feed
MyScale Blog
MyScale Blog

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
CE marking under MDR — what's actually new, and what teams still get wrong
Priya Nair · 2026-05-15 · via DEV Community

Priya Nair

I’ve spent the last five years shepherding Class IIa/IIb Technical Files through audits, answering notified‑body questions at odd hours, and patching gaps that only show up under Annex II scrutiny. To be fair, MDR’s intent — strengthen clinical evidence, tighten post‑market vigilance, raise the bar on documentation — is sensible. In practice this means more paperwork, but also clearer expectations if you stop treating CE as a tick‑box.

Here’s what is genuinely new under MDR, and where I see teams repeatedly going wrong.

What is actually new (or newly emphasised)

  • PRRC (Article 15): You must have a Person Responsible for Regulatory Compliance with demonstrable expertise. This is not optional. In practice that means named responsibility, documented qualifications and visibility in your QMS.
  • Stronger clinical requirements (Annex XIV): Clinical evaluation and Post‑Market Clinical Follow‑up (PMCF) are more demanding. Notified bodies now expect an evidence continuum — pre‑market clinical data, ongoing PMCF and periodic updates to the clinical evaluation report.
  • Technical documentation expectations (Annex II): The Technical File needs to explicitly show conformity to the General Safety and Performance Requirements (Annex I). Traceability between requirements, risk controls, verification/validation and clinical evidence is inspected in detail.
  • Classification vigilance (Annex VIII): Devices get re‑classified more often under MDR rules (software and rule changes, notably). You can’t assume legacy classification still applies.
  • Post‑market system and reporting: PMS plans, continuous vigilance and Periodic Safety Update Reports are under closer review. The system is now a live obligation, not an annual add‑on.
  • Implant cards and labelling: For implantable devices there are prescriptive requirements for what must be provided to patients and healthcare professionals (Article 18).
  • UDI and EUDAMED readiness: UDI is mandated; EUDAMED and actor registration are the channels for transparency. Whether your team enters data or your regulator will find it, you still carry the duty.

What teams still get wrong

  • “We just need more clinical studies.” Not always. Randomised controlled trials are ideal in some contexts but not required for every device. Annex XIV asks for appropriate clinical evidence and a demonstration that benefit–risk is acceptable. Appropriate can be bench tests, bench+clinical, post‑market data — justified and well‑documented.
  • “Equivalence is simple.” Equivalence claims are heavily scrutinised. Notified bodies want comparative technical, biological and clinical justification — plus evidence you control the manufacturing and post‑market data of the equivalent device. In practice, relying on a competitor’s data without strong comparability is a dead end.
  • “Harmonised standards = automatic compliance.” Harmonised standards give a presumption of conformity, but you must still demonstrate their proper application and address any residual risks per Annex I.
  • “We can delay PMCF.” PMCF is part of clinical evaluation under Annex XIV: it’s proactively expected, proportionate to risk, and should be planned. Saying “we’ll do it later” raises flags at audit.
  • “A CE certificate is forever.” Certificates have validity, surveillance, and re‑assessment triggers (major changes, significant incidents). Treat them as conditional, not permanent.
  • “EUDAMED will sort transparency for us.” Don’t rely on EUDAMED as a safety net. Your PMS, vigilance reporting and UDI duties stay with you; a database is a tool, not a compliance strategy.

Practical steps that actually survive an audit

  • Map Annex I to your product: create a Requirements‑to‑Evidence matrix linking each Annex I requirement to risk controls, verification activities and supporting clinical data. This is the single best control for Annex II audits.
  • Formalise your PRRC role: include a job description, qualifications record and documented responsibilities in your QMS. Auditors ask for this explicitly (Article 15).
  • Treat clinical evaluation as iterative: maintain a living Clinical Evaluation Report (CER) and PMCF plan. Record the rationale when you decide observational PMCF is sufficient versus a prospective clinical study.
  • Use a traceability tool: whether an eQMS or a simple spreadsheet, ensure traceability across change control, CAPA, risk management and technical documentation. Connected workflow reduces audit surprises and speeds up evidence retrieval.
  • Be explicit on equivalence: if you claim equivalence, document the technical, clinical and manufacturing comparators, plus a justification for using their data. If you can’t, plan your own clinical evidence pathway.
  • Integrate PMS outputs into CER: post‑market data should feed clinical evaluation and risk management. Make the loop visible — incident → investigation → CAPA → risk assessment → CER update.

A final, practical note on QMS tooling

An eQMS that supports automated CAPAs, traceability and change impact analysis is not a silver bullet, but it makes life far easier. Look for native workflow integration between document control, risk, CAPA and Technical File modules — being able to pull a traceability report in seconds is worth the subscription for teams approaching a notified‑body audit.

What single MDR requirement gives your team the most trouble in audits — PRRC, clinical evaluation/PMCF, Annex II traceability, or something else?