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

GbyAI
GbyAI
小众软件
小众软件
The Last Watchdog
The Last Watchdog
Latest news
Latest news
P
Palo Alto Networks Blog
C
Cisco Blogs
C
Cyber Attacks, Cyber Crime and Cyber Security
L
Lohrmann on Cybersecurity
P
Privacy International News Feed
NISL@THU
NISL@THU
T
Threat Research - Cisco Blogs
T
Threatpost
T
The Exploit Database - CXSecurity.com
S
Schneier on Security
Spread Privacy
Spread Privacy
T
Tor Project blog
Cyberwarzone
Cyberwarzone
C
Cybersecurity and Infrastructure Security Agency CISA
AWS News Blog
AWS News Blog
S
Securelist
奇客Solidot–传递最新科技情报
奇客Solidot–传递最新科技情报
Simon Willison's Weblog
Simon Willison's Weblog
P
Privacy & Cybersecurity Law Blog
Hugging Face - Blog
Hugging Face - Blog
freeCodeCamp Programming Tutorials: Python, JavaScript, Git & More
C
CERT Recently Published Vulnerability Notes
V
Visual Studio Blog
酷 壳 – CoolShell
酷 壳 – CoolShell
让小产品的独立变现更简单 - ezindie.com
让小产品的独立变现更简单 - ezindie.com
月光博客
月光博客
博客园 - 司徒正美
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
罗磊的独立博客
A
Arctic Wolf
腾讯CDC
WordPress大学
WordPress大学
IT之家
IT之家
Last Week in AI
Last Week in AI
博客园 - 聂微东
P
Proofpoint News Feed
Y
Y Combinator Blog
Apple Machine Learning Research
Apple Machine Learning Research
Hacker News: Ask HN
Hacker News: Ask HN
Help Net Security
Help Net Security
Blog — PlanetScale
Blog — PlanetScale
爱范儿
爱范儿
美团技术团队
cs.AI updates on arXiv.org
cs.AI updates on arXiv.org
Cyber Security Advisories - MS-ISAC
Cyber Security Advisories - MS-ISAC
T
Tailwind CSS 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
Event Reminders From an Agent's Calendar
Qasim Muhammad · 2026-06-13 · via DEV Community

Qasim Muhammad

An entire appointment-reminder system hangs off this one request:

curl --request GET \
  --url 'https://api.us.nylas.com/v3/grants/<NYLAS_GRANT_ID>/events?calendar_id=<CALENDAR_ID>&start=1700000000&end=1700086400&limit=50' \
  --header 'Authorization: Bearer <NYLAS_API_KEY>'

start and end are Unix timestamps in seconds, so that's "every event in the next 24 hours" in a single call. Run it on a cron every 15 minutes, filter out events that don't deserve a reminder, email the attendees who do, and you've replaced the reminder feature that calendar apps never built — because built-in notifications only reach the event's owner, not the patient, student, or prospect on the other side.

The event reminder recipe walks the whole thing end to end, and it runs across Google Calendar, Microsoft, and Exchange with no provider-specific code. Pair it with an Agent Account — in beta — and the reminders come from a dedicated address whose calendar the agent owns outright, instead of borrowing a human's grant.

Filtering is most of the job

Not every event in the window should trigger an email. The recipe's filter skips three categories:

  • Already-reminded events — track sent reminders by event ID in a persistent store, or your 15-minute cron will nag attendees four times an hour.
  • All-day events — timed events have when.object set to "timespan"; all-day ones use "date" or "datespan" with date strings. Holidays and OOO blocks don't need reminders.
  • Events with no external participants — a calendar hold with only the organizer on it is a note-to-self, not a meeting.

The organizer also gets excluded from the recipient list. Nobody needs a reminder about the meeting they created. Cancelled events get skipped too — the status field on each event tells you whether it's still confirmed, and reminding someone about a dead meeting is worse than no reminder at all.

In code, the whole filter is about a dozen lines:

const sentReminders = new Set(); // use a database in production

function shouldSendReminder(event) {
  if (sentReminders.has(event.id)) return false;

  // All-day events use "date"/"datespan" instead of "timespan"
  if (event.when?.object === "date" || event.when?.object === "datespan") {
    return false;
  }

  if (event.status === "cancelled") return false;

  // Calendar holds with only the organizer aren't meetings
  return getExternalParticipants(event).length > 0;
}

function getExternalParticipants(event) {
  return (event.participants || []).filter(
    (p) => p.email !== process.env.ORGANIZER_EMAIL,
  );
}

The in-memory Set is fine for a prototype and a bug in production: it resets on every restart, and your attendees get re-reminded after each deploy. The recipe's recommendation is a database keyed by event ID with a timestamp — and, smarter still, a hash of the key fields (time, title, participants) so you can tell "already reminded" apart from "event changed enough to deserve a fresh notification."

One nice property of the setup: a single grant handles both halves. The same connected account that reads calendar events also sends the reminder emails — no separate grants for calendar and email access.

Composing something better than "Event in 1 hour"

Because the event object carries title, location, conferencing.details.url, description, and per-event timezones, the reminder can be a properly branded HTML email: meeting name, formatted local time, join link, agenda. The recipe formats times using the event's start_timezone — the docs are blunt that this is the hardest part to get right, and that an attendee in Tokyo doesn't want a time formatted for Chicago. Fall back to UTC when a provider leaves the timezone field empty.

The half you'd forget: changes

A reminder sent Tuesday is misinformation by Wednesday if the meeting moved. The recipe's second flow subscribes to event.updated and event.deleted webhooks:

curl --request POST \
  --url 'https://api.us.nylas.com/v3/webhooks/' \
  --header 'Authorization: Bearer <NYLAS_API_KEY>' \
  --header 'Content-Type: application/json' \
  --data '{
    "trigger_types": ["event.updated", "event.deleted"],
    "description": "Event change notifications for reminder system",
    "webhook_url": "https://your-server.com/webhooks/nylas"
  }'

The handler's first move is a guard: if the event ID isn't in your sent-reminders store, do nothing. You only owe attendees an update about meetings you already told them about — otherwise every calendar edit in the account triggers email. For events that do match, event.deleted (or status: "cancelled") gets a cancellation notice and removes the dedup entry; event.updated gets an "Updated:" email with the newly formatted time.

Both flows can share one process. Run the Express or Flask webhook server alongside the cron scanner — the cron handles proactive sends, the webhook listener handles reactive updates, and they read and write the same dedup store.

One sharp edge from the docs: the event.deleted payload is minimal — just the event ID, grant ID, and calendar ID. By the time you learn the meeting is gone, its title and participant list are gone too. Store event metadata alongside your reminder record at send time, or your cancellation email will read "a meeting was cancelled" with no way to say which one.

Quirks that surface in production

  • Recurring events arrive pre-expanded. Each occurrence in your query window is its own event with its own ID. Track reminders per occurrence, not per master_event_id.
  • Sync lag varies by provider. Google events typically appear within seconds; Microsoft and Exchange can take longer. If your reminder window is tight — say 30 minutes before start — budget for that.
  • Calendar IDs aren't portable. Google uses the account's email address as the primary calendar ID; Microsoft uses a long opaque string. Discover them via the list-calendars endpoint instead of hardcoding.
  • Rate limits are per grant. A dense calendar means many sends per scan — add a small delay between emails or queue them.

Start with the read, not the send

Wire up just the fetch-and-filter half first: run the 24-hour scan on the 15-minute cron and log which events would get reminders. A day of logs tells you whether your filters are right before any attendee sees a duplicate or a misfire. Then turn on sending and add the webhook listener for changes. The full recipe has Node.js and Python versions of every piece — which side of it would save your users more pain: the proactive reminder, or the cancellation notice that actually arrives?