I spend a huge part of my week just managing my calendar — finding free slots, rescheduling meetings, dealing with recurring events, and juggling multiple time zones. It’s tedious and eats into real work. That’s why I decided to build my own solution: a Google Calendar AI agent powered by Google’s Agent Development Kit. This agent can: 👉 Understand plain English commands like “Schedule a 1-hour call with Alex next Tuesday morning”. 👉 Suggest free time slots based on my existing calendar. 👉 Handle recurring events, cancellations, and attendees automatically. 👉 Work across time zones without any manual conversion. While building this, I learned something crucial: AI isn’t just about generating text — it can actually perform actions that solve real problems. Designing this agent taught me how to bridge natural language understanding with real-world API actions. I wrote a detailed step-by-step blog, including code snippets and logic, so anyone can replicate this setup or build their own AI productivity assistant: https://lnkd.in/dsDhtcMr #AIAgents #AgentDevelopmentKit Google Cloud #GoogleAI #GoogleCalendar #CalendarManagement #AgenticAI
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⚙️ Production Scheduling Profile in SAP PP – Small Field, Big Control! Most consultants see this field… But only a few understand its real power. 👇 💡 What is Production Scheduling Profile? It’s a control key in SAP PP that automates key settings in production orders—saving time and avoiding manual errors. 🔍 What does it control? ✔️ Automatic order release ✔️ Automatic goods receipt ✔️ Order type settings ✔️ Confirmation parameters ✔️ Capacity & scheduling behavior 🎯 Why is it important? 👉 Reduces manual intervention in production 👉 Ensures consistency across orders 👉 Improves shop floor efficiency 👉 Standardizes business processes ⚠️ Real Project Insight: Without proper scheduling profile: ❌ Orders not released on time ❌ Missing confirmations ❌ Delays in production execution With correct setup: ✅ Smooth, automated production flow 💡 Golden Tip: Always align Production Scheduling Profile with: ✔️ Business process ✔️ Shop floor requirements ✔️ Automation level needed 🚀 In SAP PP, smart configuration = less operational chaos. 🔁 Share this with someone working in production planning! #SAP #SAPPP #ProductionPlanning #S4HANA #SAPConsultant #Manufacturing #SAPTips #CareerGrowth
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Most waited feature: SAP brings shift scheduling home — no integration, no sync, no guesswork. The latest SAP SuccessFactors Workforce Scheduling capability marks a major milestone in time management transformation. For the first time, HR leaders can: 1) Create weekly and monthly shift plans within SuccessFactors 2) Align staffing with real-time production demand 3) Auto-match employees based on skills, certifications, and availability 4) Sync shifts seamlessly with Time Tracking and Payroll No more juggling third-party tools. No more data sync delays. Also roadmap defined, SAP announced upcoming extensions: 1) Smart Shift Proposals: AI-generated schedules (based on demand, skills, holidays). 2) Joule Integration: Conversational “Create next week’s schedule for Plant 01” capability. 3) Integration to Payroll Costs in Business Data Cloud. Everything — from demand to shift to pay — now flows within one intelligent platform. It’s efficient, compliant, and AI-ready. This is how HR and Operations finally converge under a single source of truth: SAP SuccessFactors. #SAP #SuccessFactors #WorkforceScheduling #AIinHR #SAPTimeTracking #DigitalHR #ShiftPlanning #HXM #RetailWorkforce #ManufacturingWorkforce #LogisticsWorkforce #healthcareWorkforce
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Appointment scheduling has been a time sink in logistics: Emails. Phone calls. Portals. All to book one delivery window. US Cold Storage flipped the script. They deployed “Alan,” an AI agent from FourKites. In 8 weeks, Alan: - Booked 87% of appointments - Hit 96% accuracy on requested delivery dates - Saved 36–40 hours of manual work - Handled 150+ requests at once Alan doesn’t just follow scripts. It adapts. Reads emails. Uses web portals. Logs every move. That’s not automation. That’s execution at scale. Cold storage moves faster now, with fewer hands. Teams focus on what matters. Customers get a better experience. This is how logistics catches up to the speed of AI. And it’s already happening.
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10^30000 scheduling combinations. 50 hours per week in Excel. If you've lived inside traditional WFM tools, you know this headache. Assembled's new AI-powered Schedule Generation does it in minutes. Here's the breakdown: 1,000 agents. 5 shifts each. 8 hours per shift. That's 5,000 shifts to schedule. Each shift needs: One productive event (chat, email, or phone). Two breaks. One lunch. One meeting. Discretize 8 hours into 15-minute blocks and you get 32 options. For non-productive events alone: 32 × 31 × 30 × 29 / 2 = 431,520 combinations per shift. Multiply by 3 productive event options. 1,294,560 combinations per shift. Now do that for 5,000 shifts. (10^6)^5000 = 10^30000. That's a number with 30,000 digits. At 2,000 digits per page, it takes 15 pages just to write it out. The “nurse scheduling” problem is a classic NP-hard problem. This is what workforce managers are solving with spreadsheets. Assembled's AI-powered Schedule Generation feature handles this in minutes. Agent needs Thursday off for a doctor's appointment? Old way: Submit request. Wait for approval. Hope it doesn't conflict. Assembled's way: Integer linear programming for coverage optimization. Constraint programming for breaks, lunches, and labor law compliance. Decomposition to break 34,000 weekly shifts into 50 parallel subproblems. 2 hours becomes 10 minutes. Agents can also browse available swaps directly in the system. AI ensures swaps follow your rules: Matching skills Queue compatibility Channel requirements. Our schedule Layers prevent coverage gaps entirely. It has three intelligent layers: Productive work Meetings/breaks Time off. When a training cancels, productive work surfaces automatically underneath. One global payments company told us: "This replaces our hideous spreadsheet where we export schedules just to flag compliance issues. Programming rules directly in is chef's kiss." AI handles 10^30000 combinations. Managers can now handle strategy. Kudos to the team on this big, NP-hard launch. Antony Phillips, Claire D., Jack Gleeson, Malfy Das, Nicole Pan, Zach Clark, Chancie(Qianshi) Zheng, Charlie Rotholtz, David Patou, Devon Berger, Todd Bergman, Dan Hertz
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A manager at one of our partner hospitals used to block off two full weeks on her calendar every scheduling cycle just to balance the schedule. It was a juggling act: reconciling preferences, filling holes, checking ratios, moving people around to make it all work. Ten business days of work for something that would be out of date the moment a shift change came through. Then her team started using M7’s auto-balance. Now, balancing the schedule is done in one sitting. The extra time? That goes back to her primary responsibilities — coaching new team members, giving charge nurses breaks, working on quality initiatives, rounding with patients and teams. And because the schedule is balanced so much faster, nurses get an extra week to submit their preferences. They have more control over their lives. Leaders have more bandwidth to support them. Everyone wins. This isn’t about automating people out of the process. It’s about giving them hours back and freeing them up for the conversations and decisions only they can make. #NurseStaffing #HealthcareLeadership #WorkforceStrategy M7 Health #NursingInnovation
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This week I wrapped up a small Power Apps and Power Automate solution for our team and it is already making our workflow feel lighter. We were juggling scheduling requests and calendar holds in a way that left a lot of room for missed steps. People were sending messages in different places and tracking follow up work manually. These requests impact timelines, client communication, and how we plan the rest of our work. Everyone needs clarity on what is coming, what is waiting for review, and what needs action. It was too easy for something to slip through the cracks. So I built a simple Power Apps screen and two lightweight automations to keep everything organized. The app lets you create a new calendar hold or update the status of an existing one all in one place. The automations handle everything that used to rely on memory. Here is what the solution does now: → When someone submits a new class request through the app, it is automatically labeled with a Status of Hold so nothing starts in a blank or unknown state. → A Power Automate flow creates a calendar event that blocks the time for our team with session details and the hold end date. If the status changes, the event is updated or removed automatically. → The team sees all pending items in one clean table inside the app and on the shared team calendar. → A second automation checks our list every day and looks for any hold that ends today. When it finds one, it notifies our admin and client services teams so they can follow up with the client at the right time. The result is exactly what we needed. ★ Items no longer get lost in chat threads or long email chains. ★ Everyone works from the same information, which removes a lot of guesswork. ★ The workflow is consistent, which makes collaboration smoother. No one has to track calendar blocks manually. No one has to chase down missing details. The workflow stays organized with minimal effort from the team. This is the kind of automation I love! Something that simplifies the day and removes repetitive work. And the pattern is useful in so many places. • Healthcare teams scheduling equipment or appointments • Facilities teams tracking room reservations or maintenance tasks • Higher education departments managing events or reviews • Nonprofits organizing volunteers and donation pickups • HR teams coordinating onboarding or training sessions Any team that handles requests and needs a simple way to see what is on Hold, what is approved, and what is overdue can adapt this approach. If you want a straightforward automation that makes work feel lighter, this is a great place to begin. Let’s start building!
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Episode #6 of the Claude marketing automation series covers one of the most powerful parts of the Claude ecosystem so far: Claude Cowork. In this episode, I walk through the Claude Cowork desktop application and show how it enables scheduled AI workflows, local file access, recurring tasks, and automated communication systems. Unlike standard browser-based AI tools, Claude Cowork allows workflows to interact directly with your local machine, files, folders, integrations, and scheduled tasks. This is where AI starts behaving less like a chatbot and more like an operational assistant running alongside your workday. You’ll learn how to: ✅ Use the Claude Cowork desktop application ✅ Create scheduled AI tasks using skills ✅ Connect Gmail, Google Calendar, Slack, and other integrations ✅ Build recurring workflows that run automatically ✅ Generate executive briefings every morning ✅ Push updates directly into Slack, Gmail, Etc. ✅ Access and organize local files through workflows ✅ Monitor task history and connector usage ✅ Test workflows before automating them ✅ Structure reliable AI-powered operational systems In this episode, I also explain: ✅ Why your computer must remain on for local workflows ✅ The difference between cloud AI and local AI operations ✅ How recurring AI workflows reduce operational overhead ✅ Why task scheduling is critical for scalable automation ✅ How agencies and teams can build AI-first communication systems One of the examples shown is a “Daily Briefing” workflow that: 👉 Connects to Gmail 👉 Reads Slack updates 👉 Reviews calendar events 👉 Creates a concise executive summary 👉 Runs automatically every morning at 6:00 AM (I wake up rather early) Episode #5 Recap: In the previous episode, we built our first complete Claude workflow using MCPs, Firecrawl, Duda, Slack, Gmail, and structured project memory to automate a digital presence audit, implement SEO/AEO updates, republish websites, notify teams, and generate client-ready reports automatically. Watch from Episode #1 on my LinkedIn profile: Ruan M. Marinho #ClaudeAI #ClaudeCowork #AIWorkflows #Automation #MarketingAutomation #WorkflowAutomation #MCP #DigitalMarketing #SEO #AEO #AIEngineering #ArtificialIntelligence #PromptEngineering #BusinessAutomation #AgencyLife
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