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

G
Google Developers Blog
Cisco Talos Blog
Cisco Talos Blog
Y
Y Combinator Blog
罗磊的独立博客
Stack Overflow Blog
Stack Overflow Blog
MongoDB | Blog
MongoDB | Blog
GbyAI
GbyAI
The GitHub Blog
The GitHub Blog
S
SegmentFault 最新的问题
J
Java Code Geeks
C
CXSECURITY Database RSS Feed - CXSecurity.com
cs.AI updates on arXiv.org
cs.AI updates on arXiv.org
博客园 - 聂微东
B
Blog RSS Feed
Cyber Security Advisories - MS-ISAC
Cyber Security Advisories - MS-ISAC
P
Privacy & Cybersecurity Law Blog
L
LangChain Blog
L
LINUX DO - 热门话题
Hugging Face - Blog
Hugging Face - Blog
CTFtime.org: upcoming CTF events
CTFtime.org: upcoming CTF events
P
Privacy International News Feed
F
Full Disclosure
S
Schneier on Security
T
Tenable Blog
量子位
NISL@THU
NISL@THU
Latest news
Latest news
V
Visual Studio Blog
C
Check Point Blog
aimingoo的专栏
aimingoo的专栏
博客园_首页
K
Kaspersky official blog
L
Lohrmann on Cybersecurity
美团技术团队
P
Proofpoint News Feed
P
Palo Alto Networks Blog
Spread Privacy
Spread Privacy
cs.CL updates on arXiv.org
cs.CL updates on arXiv.org
Vercel News
Vercel News
人人都是产品经理
人人都是产品经理
The Hacker News
The Hacker News
AWS News Blog
AWS News Blog
S
Securelist
The Register - Security
The Register - Security
G
GRAHAM CLULEY
Project Zero
Project Zero
T
The Blog of Author Tim Ferriss
Recent Announcements
Recent Announcements
Engineering at Meta
Engineering at Meta
C
Cisco Blogs

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
Give Your Scheduling Bot Its Own Calendar
Qasim Muhammad · 2026-06-12 · via DEV Community

Qasim Muhammad

A scheduling link makes the human do the work; a scheduling agent with its own calendar does the negotiating. Booking pages outsource the back-and-forth to a UI. The agent model keeps it where it already happens — in email — and answers from a real address with a real calendar behind it.

The setup: meeting requests land at scheduling@agents.yourcompany.com, an LLM parses intent, the agent checks availability against its own free/busy, proposes slots, and creates events that show up as normal invitations in Google Calendar, Microsoft 365, and Apple Calendar. No human mailbox in the loop, no delegation permissions, no calendar borrowed from whoever set the bot up.

This runs on a Nylas Agent Account — a hosted mailbox-plus-calendar you provision through the API. Agent Accounts are in beta, so expect some movement before GA.

Provision the identity

One CLI command or one API call:

nylas agent account create scheduling@agents.yourcompany.com

The primary calendar is provisioned automatically — no extra call before you can create events on it. The API equivalent is POST /v3/connect/custom with "provider": "nylas" and the email address in settings; no OAuth refresh token involved. Save the grant ID, then subscribe a webhook to four triggers: message.created, event.created, event.updated, and event.deleted. When Nylas sends the challenge GET to your endpoint, respond with the challenge value within 10 seconds to activate it.

The negotiation loop

The full tutorial wires this end to end, but the shape is:

  1. Human emails the agent. message.created fires; the webhook only carries summary fields, so the handler fetches the full body.
  2. The LLM extracts duration, timezone, and urgency.
  3. The agent queries /calendars/free-busy against its own primary calendar and replies with 3 candidate slots.
  4. The human picks one; another message.created fires; the agent creates the event with notify_participants=true.

The availability check is the part people overcomplicate. Free/busy returns busy blocks over a window; the agent generates candidate slots and filters out the overlaps:

const freeBusy = await nylas.calendars.getFreeBusy({
  identifier: AGENT_GRANT_ID,
  requestBody: {
    startTime: Math.floor(parsed.preferredWindow.start.getTime() / 1000),
    endTime: Math.floor(parsed.preferredWindow.end.getTime() / 1000),
    emails: ["scheduling@agents.yourcompany.com"],
  },
});

const openSlots = candidates.filter(
  (slot) => !overlapsAnyBusyBlock(slot, freeBusy.data),
);

The proposal reply then goes out through the standard send endpoint with replyToMessageId set, so it threads under the original request. The recipient sees a normal reply from the agent's address — no relay footer, no sent-via branding.

That last flag matters. With notify_participants=true, an ICS REQUEST goes out from the agent's address, and the recipient's calendar client renders it as a standard invitation:

curl --request POST \
  --url "https://api.us.nylas.com/v3/grants/<GRANT_ID>/events?calendar_id=primary&notify_participants=true" \
  --header "Authorization: Bearer <NYLAS_API_KEY>" \
  --header "Content-Type: application/json" \
  --data '{
    "title": "Product demo",
    "when": { "start_time": 1744387200, "end_time": 1744390800 },
    "participants": [
      { "email": "alice@example.com" },
      { "email": "bob@example.com" }
    ]
  }'

When Alice clicks Yes in Gmail, Google sends the response back to the agent's mailbox, the event's participants[].status updates automatically, and event.updated fires — the agent knows who accepted without parsing a single email. Declines can trigger an LLM-drafted "here are some alternatives" reply; reschedule proposals can be answered with POST /events/{id}/send-rsvp and a status of yes, no, or maybe, which goes out as a standard ICS REPLY every participant sees.

Updates, cancellations, and the notify switch

notify_participants is a per-call decision, not a one-time setting, and it applies to the whole event lifecycle. A PUT /events/{id} with changed fields updates the meeting on every participant's calendar; DELETE /events/{id} removes it everywhere. Pass notify_participants=false when you want silence — pre-staging events the agent will announce later, or backfilling historical data without emailing anyone.

The trap is the inverse: deleting an event without notify_participants=true leaves the meeting sitting on participants' calendars. For a scheduling agent, cancel with notification unless you have a specific reason not to. One more timezone note from the calendars doc: an Agent Account has no default time zone the way a human's calendar does, so pass timezone on create or stick to epoch start_time/end_time.

The agent as invitee, not just organizer

It works in reverse too. When someone invites the agent to their meeting, the invitation flows through the mailbox, Nylas parses it, and a matching event appears on the agent's primary calendar with the agent's status set to noreply. You drive the response logic entirely off the event.created webhook — the event object already carries the organizer, participants, and times. One gotcha from the calendars doc: the invite email also fires message.created, so decide which webhook drives your logic and ignore the other, or you'll process every invitation twice.

Field notes worth stealing

A few things the tutorial calls out that are easy to learn the hard way:

  • Threading is testable — test it. Replies must preserve Message-ID, In-Reply-To, and References so the conversation threads in Gmail and Outlook. Nylas preserves these on outbound; send yourself a request and verify the reply lands in the original thread before launch.
  • Watch the send cap. Free-plan Agent Accounts send up to 200 messages per account per day, and a busy scheduling agent — proposals, confirmations, reminders — can get there. Paid plans have no daily cap by default; a policy can also set a stricter quota. Sort this before launch, not after the first missed confirmation.
  • Don't tunnel through ngrok. Nylas blocks webhook URLs on ngrok because of throughput limiting; use VS Code port forwarding or Hookdeck for local development.
  • Humans can supervise over IMAP. Set app_password on the grant and your ops team can open the agent's mailbox in Outlook or Apple Mail to audit replies and intervene — every IMAP action syncs back to the API.
  • Separate calendars for separate concerns. Beyond the primary, you can create additional calendars up to your plan's cap — say, sales-calls and internal on the same agent.
  • The agent can't see mail it never receives. A request routed to junk won't fire a message.created on the inbox. If you run spam rules, audit them with the rule evaluations endpoint so important senders aren't silently filtered.
  • Wrong parses create real calendar chaos. Latency is forgiving here (minutes, not milliseconds), but intent extraction errors are not. Require human confirmation for first-time senders or high-value meetings.
  • One agent per role. Scheduling, support, and outreach want different quotas and spam sensitivities. Model each as its own account with its own policy.

Counter-proposing a time isn't a first-class endpoint today — the common pattern is RSVP no or maybe plus a reply proposing alternatives. For heavily negotiated multi-participant flows, Scheduler is purpose-built and works with Agent Accounts.

If you want to try this, the fastest start is a trial *.nylas.email subdomain: provision the account, create one event with notify_participants=true, and accept it from your personal calendar. Watching event.updated arrive the moment you click Yes is the point where the architecture clicks. What's your tolerance for letting the LLM book without human confirmation — and where would you draw that line?