Productivity

This is not your regular matrix table in Power BI. It’s built to feel like a real calendar — and actually help users find what matters. ✅ You select a month ✅ You see events and KPIs directly on the calendar ✅ You highlight specific tasks instantly with one click And the best part? No custom visuals. No hacks. Just a matrix visual + a calendar table + a few smart DAX tricks. It’s clean, interactive, and easy to understand. And it instantly answers the question: "What's happening, and when?" And it gets even better: 🔹 The calendar automatically shows all days, even if no event exists, so you never lose the full month view. 🔹 You can display multiple pieces of info — like the day number, events list, and total spend — inside each calendar cell. 🔹 Users can select multiple events and highlight only what they care about. 🎯 Perfect for marketing calendars, campaign tracking, content publishing plans, or internal project timelines. Would you use a calendar view like this in your reports? 🎥 Here is the complete step-by-step tutorial: https://lnkd.in/grgAy66e #PowerBI #CalendarDashboard #DataViz #DashboardDesign

It’s simple math 🧐 I use to think that motivation was the key to monumental success. Long story short, it’s not. It’s about the little things you do every day that will take you from reasonable to slightly unreasonable to completely unreasonable progress. Your future is not defined by how motivated you are, but by your daily routines and systems. I believe in this so much that we named our company Butterfly 3ffect to reflect the value of incremental gains. we believe that that’s how the best people and brands grow. Here’s how you grow the small way: 1. Start by setting achievable goals, like reading one chapter of a book each day or going for a short walk 2. Practice gratitude by writing down three things you're thankful for every night before bed 3. Engage in daily self-reflection, even if it's just for a few minutes, to assess your thoughts and actions 4. Incorporate small acts of kindness into your daily routine, like holding the door for someone or offering a genuine compliment 5. Learn something new every day, whether it's a fun fact, a new word, or a new skill 6. Prioritise self-care by getting enough sleep, staying hydrated, and taking breaks when needed 7. Surround yourself with positive influences, whether it's uplifting books, supportive friends, or inspiring podcasts 8. Embrace failure as a learning opportunity and a stepping stone to growth 9. Stay consistent and patient, knowing that small progress over time adds up to significant improvement 10. Celebrate your achievements, no matter how small, to stay motivated and encouraged along the way.

The silent productivity killer you've never heard of... Attention Residue (and 3 strategies to fight back): The concept of "attention residue" was first identified by University of Washington business professor Dr. Sophie Leroy in 2009. The idea is quite simple: There is a cognitive cost to shifting your attention from one task to another. When our attention is shifted, there is a "residue" that remains in the brain and impairs our cognitive performance on the new task. Put differently, you may think your attention has fully shifted to the next task, but your brain has a lag—it thinks otherwise! It's relatively easy to find examples of this effect in your own life: • You get on a call but are still thinking about the prior call. • An email pops up during meeting and derails your focus. • You check your phone during a lecture and can't refocus afterwards. There are two key points worth noting here: 1. The research indicates it doesn't seem to matter whether the task switch is "macro" (i.e. moving from one major task to the next) or "micro" (i.e. pausing one major task for a quick check on some minor task). 2. The challenge is even more pronounced in a remote/hybrid world, where we're free to roam the internet, have our chat apps open, and check our phones all while appearing to be focused in a Zoom meeting. With apologies to any self-proclaimed proficient multitaskers, the research is very clear: Every single time you call upon your brain to move away from one task and toward another, you are hurting its performance—your work quality and efficiency suffer. Author Cal Newport puts it well: "If, like most, you rarely go more than 10–15 minutes without a just check, you have effectively put yourself in a persistent state of self-imposed cognitive handicap." Here are three strategies to manage attention residue and fight back: 1. Focus Work Blocks: Block time on your calendar for sprints of focused energy. Set a timer for a 45-90 minute window, close everything except the task at hand, and focus on one thing. It works wonders. 2. Take a Breather: Whenever possible, create open windows of 5-15 minutes between higher value tasks. Schedule 25-minute calls. Block those windows on your calendar. During them, take a walk or close your eyes and breathe. 3. Batch Processing: You still have to reply to messages and emails. Pick a few windows during the day when you will deeply focus on the task of processing and replying to these. Your response quality will go up from this batching, and they won't bleed into the rest of your day. Attention residue is a silent killer of your work quality and efficiency. Understanding it—and taking the steps to fight back—will have an immediate positive impact on your work and life. If you enjoyed this or learned something, share it with others and follow me Sahil Bloom for more in future! The beautiful visualization is by Roberto Ferraro.

I struggled with work/life balance throughout my career. This is because the world has set a clever, two-part trap for us. I will explain the trap and how to escape it. Part One – Our own goals and ambitions. I wanted to be successful, to get more pay, and to be a part of bigger decisions. If you follow me here, I bet you are the same. You want to “be the best” and have a great career. Part Two – Corporate pressure. Companies have a simple goal of making profits for shareholders. This is most easily done by getting more work from the same people. The Trap: The two parts converge to destroy work/life balance because our healthy desire to do good work, earn a living, and find meaning is easily manipulated by corporate systems designed to maximize profits. Here is how they do it: 1) Most companies give bigger raises to “better” performers. What is better? Usually, doing more work. Sometimes you can be “better” by being smarter or more efficient, but over time even the best of us usually work harder 2) Competition. Since raises and promotions are limited in number, there will always be someone else willing to put in very long hours to come out ahead of you. Some of you will recognize this as “the prisoner’s dilemma” – if only one person works harder, they will get a lot of advantages for only a little extra work. But, when we all strive to be first it becomes a maximum effort race with no winners. Ways to Escape the Trap: 1) Set limits. Recognize the trap and decide what you will and will not give to your work. This may mean accepting some career tradeoffs, but unless you set the limits your body will do it for you over time. It is better to make the choices yourself. 2) Seek work only you can do. We are all gifted at some things, and you get two benefits from focusing on your gifts. First, you can stay ahead of others with less effort. Second, it is more fun to do things that come easily. 3) Choose companies and bosses wisely. Some leaders push you into the trap, some leaders try to keep you out of it. Seek those that keep you out. 4) Work for yourself. If you can be your own boss you can escape the corporate side of profit maximization, or at least have it under your control. 5) Redefine success. There is nothing wrong with wanting pay, promotions, influence, etc. But if the cost gets too high, remember that plenty of people are happy without corporate success. My own path was to climb the ladder, make the money, and then step off. I sacrificed many good years to work and high stress in order to get a set of years without it. A good trade? Time will tell. Readers, what are some other ways to escape the trap?

Few Lessons from Deploying and Using LLMs in Production Deploying LLMs can feel like hiring a hyperactive genius intern—they dazzle users while potentially draining your API budget. Here are some insights I’ve gathered: 1. “Cheap” is a Lie You Tell Yourself: Cloud costs per call may seem low, but the overall expense of an LLM-based system can skyrocket. Fixes: - Cache repetitive queries: Users ask the same thing at least 100x/day - Gatekeep: Use cheap classifiers (BERT) to filter “easy” requests. Let LLMs handle only the complex 10% and your current systems handle the remaining 90%. - Quantize your models: Shrink LLMs to run on cheaper hardware without massive accuracy drops - Asynchronously build your caches — Pre-generate common responses before they’re requested or gracefully fail the first time a query comes and cache for the next time. 2. Guard Against Model Hallucinations: Sometimes, models express answers with such confidence that distinguishing fact from fiction becomes challenging, even for human reviewers. Fixes: - Use RAG - Just a fancy way of saying to provide your model the knowledge it requires in the prompt itself by querying some database based on semantic matches with the query. - Guardrails: Validate outputs using regex or cross-encoders to establish a clear decision boundary between the query and the LLM’s response. 3. The best LLM is often a discriminative model: You don’t always need a full LLM. Consider knowledge distillation: use a large LLM to label your data and then train a smaller, discriminative model that performs similarly at a much lower cost. 4. It's not about the model, it is about the data on which it is trained: A smaller LLM might struggle with specialized domain data—that’s normal. Fine-tune your model on your specific data set by starting with parameter-efficient methods (like LoRA or Adapters) and using synthetic data generation to bootstrap training. 5. Prompts are the new Features: Prompts are the new features in your system. Version them, run A/B tests, and continuously refine using online experiments. Consider bandit algorithms to automatically promote the best-performing variants. What do you think? Have I missed anything? I’d love to hear your “I survived LLM prod” stories in the comments!

People often ask how we manage complex projects as a team of 100 people in 35 countries, and since I'm currently revamping our documentation on this subject, that info is top of mind. Here's 29 pages of content condensed into 1 LI post for a sneak peek into our DO (Doist Objectives) System 👀 It starts with our annual roadmap, which the leadership team builds in Q4 of the prior year. To execute that plan, we organize our work into four areas of priority (Strategic Priorities, aka SPs), each running multiple initiatives simultaneously in quarterly "cycles", and overseen by a Directly Responsible Doister (DRD): • Brand (DRD: CMO): Marketing campaigns, brand evolution, growth initiatives • Product (DRD: Head of Product): New features, user experience improvements, product strategy • Engineering (DRD: CTO): Platform stability, performance optimization, technical infrastructure • Doist (DRD: 🙋🏻♂️): Internal tools, company operations, team effectiveness Planning kicks off four weeks before each quarter when the CXOs provide the DRDs with general guidance and goals. We respond by proposing general plans for DOs (Doist Objectives; projects/initiatives) in line with our annual roadmap. Two weeks before the new quarter begins, the DOs are agreed upon and the team Heads assign team members to cross-functional "Squads" as "Squad Leaders" and "Squad Members". **See photos below to illustrate the squad infrastructure. Each SP typically runs 2-5 major DOs per quarter, meaning we're executing 12-16 significant projects at any time. The quarter begins with a two-week "Foundation Phase", where squads: • Deep dive into the challenges and opportunities their squad faces • Conduct user research • Create comprehensive specs detailing their proposed solutions • Align on execution approach • This phase ensures we have the space to avoid diving too deep into the upcoming cycle while working on the current cycle From there, squads maintain momentum for the following 10 weeks in the "Execution Phase" through established rituals: • Weekly "snippets" in Twist for progress updates and transparency (our version of an async standup meeting) • Bi-weekly recorded demos to showcase work in-depth • Monthly retrospectives on squad health for continuous improvement • Monthly companywide updates on each strategic priority's DOs • Monthly strategic reviews/adjustments by the leadership team • Expectation = each squad should "ship" something weekly Of course, we manage most of this using Twist for communication and Todoist for project management, but more so than the tools, this system works for us because we emphasize clear ownership/autonomy, transparent communication, and just enough processes to stay coordinated without slowing the team down. That was a lot to digest, but I hope it's helpful. Let me know if I can expand on anything or answer any other questions 👇

My biggest takeaways from Ethan Smith on how to win at AEO (i.e. get ChatGPT to recommend your product): 1. Being mentioned most often beats ranking first. In Google, the #1 blue link wins. In ChatGPT, the answer summarizes multiple sources—so appearing in five citations beats ranking #1 in one. Ethan’s strategy: get mentioned on Reddit, YouTube, blogs, and affiliates. Volume of mentions matters more than any single placement. 2. LLM traffic converts 6x better than Google search traffic. Webflow saw this dramatic difference because users who come through AI assistants have built up much more intent through conversation and follow-up questions, making them highly qualified leads. 3. Early-stage startups can win at AEO immediately, unlike with SEO. Traditional SEO requires years of domain authority. But a brand-new Y Combinator company mentioned in a Reddit thread today can show up in ChatGPT tomorrow. The playing field is finally level. 4. The long tail of AEO is 4x bigger than SEO. People ask ChatGPT questions with 25 or more words (vs. 6 in Google). Ethan found gold in queries like “Which meeting transcription tool integrates with Looker via Zapier to BigQuery?”—questions that never existed in search but are perfect for AI. Own these micro-niches. 5. Reddit is proving to be the kingmaker for AI visibility. ChatGPT trusts Reddit because the community polices spam better than any algorithm. Ethan’s exact playbook: make one real account, say who you are and where you work, give genuinely helpful answers. Five good comments can transform your visibility. No automation, no fake accounts—just be helpful. 6. YouTube videos for “boring” B2B terms are a gold mine for AEO. Nobody makes videos about “AI-powered payment processing APIs”—which is exactly why you should. While everyone fights over “best CRM software,” the high-value, zero-competition long tail is wide open in video. 7. Your help center is now a growth channel. All those “Does your product do X?” questions flooding ChatGPT can be answered by help-center pages. Move them from subdomain to subdirectory, cross-link aggressively, and cover every feature question. Ethan calls this the most underutilized opportunity in AEO. 8. January 2025 was the inflection point in AEO growth. That’s when ChatGPT made answers more clickable (maps, shopping cards, citations) and adoption exploded. Webflow went from near zero to 8% of signups from AI. This channel is accelerating faster than any Ethan’s seen in 18 years. 9. The AEO playbook: (1) Find questions from competitor paid search data, (2) set up answer tracking, (3) see who’s showing up as citations, (4) create landing pages answering all follow-up questions, (5) get mentioned offsite via Reddit/YouTube/affiliates, (6) run controlled experiments, (7) build a dedicated team. This exact process is driving real results at scale.

The day I took a 3 AM business call from New Zealand, I knew I'd failed. My girlfriend looked at me and said: "You don't own a business. Your business owns you." She was right. I'd built a successful company but forgot to build myself out of it. The best founders do one thing brilliantly: they build systems. Here's the framework that changed everything: 1. The $5,000 Hour Rule I audit my week every Sunday with one question: How many hours were actually worth $5,000? $5,000 hour tasks: • Vision setting • Hiring A-players • Strategic decisions • High-level partnerships $10 hour tasks: • Inbox zero • Editing videos • Micromanaging • Managing Slack threads Then I delegate, automate, or eliminate everything else. 2. The 4 Core Systems Most founders get lost in complexity. I focus on four systems: 1. Vision Clarity System Where are we going in 3 years? Everyone needs to know. 2. Role Definition System Who owns what? No overlap. No confusion. 3. Communication Rhythm System How do we stay aligned without endless meetings? 4. Decision Framework System How do we choose fast without me being involved? Build these four first. Everything else is noise. 3. Hire Solutions, Not Problems The worst hires ask: "Matt, what should I do?" The best hires say: "Here's the problem, here are 3 solutions, here's my recommendation." This one shift let me go from 16-hour days to 4-hour days. 4. The Rule of Three Anything I do more than 3 times gets documented. Loom plus Google Docs create playbooks so detailed a high schooler could follow them. Client onboarding? Documented. Team meetings? Documented. Customer complaints? Documented. If it's not documented, it doesn't exist in my company. 5. The Freedom Test Here's how you know your systems work: Can you disappear for 4 weeks without your business falling apart? I recently spent 3 weeks in the Dolomites with zero business calls. My team made every decision. Revenue grew 12%. Customers were happier. That's what real systems look like. Most founders build themselves into their business. Smart founders build themselves out of it. __ Enjoy this? ♻️ Repost it to your network and follow Matt Gray for more. Ready to learn how to remove yourself from operations? Get the complete system that helps founders multiply profits while working less: https://lnkd.in/eQ4RCByh

McKinsey & Company shows how Danone turns operations into a growth engine. A sharp interview by Pierre de la Boulaye and Søren Fritzen with Vikram Agarwal highlights a structural shift across the FMCG industry. For decades, operations were treated as a cost center. That paradigm is changing. Leading companies now position operations as a driver of growth and competitiveness. The transformation at Danone shows how AI, digital manufacturing and advanced supply chains are reshaping the sector. Several insights stand out. 1) AI turns factories predictive Operators increasingly monitor production lines via tablets instead of control rooms. AI systems detect potential equipment failures before they occur, for example overheating motors in packaging lines. Maintenance shifts from reactive repair to predictive intervention, improving uptime and efficiency. 2) Capacity planning becomes strategic Danone distinguishes three ways to build manufacturing capacity: • Release capacity from existing assets • Transform capacity by converting underperforming lines • Create capacity through new production investments Transforming existing lines enables growth with much lower capital intensity than building new factories. 3) AI reshapes supply chains Danone uses AI models to forecast ingredient costs and supply chain dynamics across global agricultural markets. Instead of analyzing thousands of variables, systems process millions of data points. For a company managing roughly €13.7B in COGS, forecasting accuracy becomes a competitive advantage. 4) Digital manufacturing at scale Danone’s Digital Manufacturing Acceleration program already covers 80+ factories, with 40 more joining soon, across 140+ production sites globally. The ambition goes beyond Industry 4.0 toward Industry 5.0, combining machines, AI and human expertise. 5) People remain central Danone employs 47,000+ people in operations, about half of its workforce. Through its Industry 5.0 Academy, the company has already trained around 20,000 employees in digital manufacturing capabilities. Why this matters The global FMCG industry generates over $4 trillion in annual sales and operates on tight margins. Even small improvements in forecasting, manufacturing efficiency or capacity utilization can translate into billions in value creation. As demand shifts toward health, high-protein and plant-based products, supply chains must become faster and more flexible. AI-driven operations are becoming a strategic advantage. The signal for FMCG leaders is clear: Competitive advantage is increasingly built beyond brands and marketing — in operations. #operations #manufacturing #ai #digitaltransformation #foodindustry #foodtech #retailtech #innovation #procurement #datadriven #danone #france #europe #startup #investors #marketing #sales #technology #logistics

Want to stay motivated every single day? Borrow a strategy from Harvard. Then borrow another from stand up comedy. Together, they’re a powerhouse for momentum, motivation, and mastery. Here’s how it works: Let’s start with Harvard. Researcher Teresa Amabile studied 12,000 daily work diaries across 8 companies. She wanted to know: What truly motivates people on a day to day basis? What she found changed how we understand drive. The #1 driver of daily motivation wasn’t: Money Praise Perks It was progress. The days people made progress on meaningful work were the days they felt the best. Progress isn’t a luxury. It’s a psychological necessity. So how do we make progress feel visible especially on days when it’s not? Use a “Progress Ritual.” → At the end of the day, pause. → Write down 3 small ways you moved forward. → That’s it. No fanfare. Just ritual. This works because we rarely notice our progress in real time. It gets buried under busyness, meetings, and mental noise. The act of looking back gives your brain the reward it needs to keep going. Momentum builds from meaning. Now let’s add some comedy. Young Jerry Seinfeld had one goal: write new material every day. To stay on track, he created a brilliant system. Each day he wrote, he put a big red X on his calendar. Soon, a chain of Xs formed. And here’s the key: Don’t break the chain. One red X becomes two. Two becomes ten. Ten becomes identity. Whether you’re writing, coding, or training Daily action + visual chain = long-term motivation. Summary: The Two-Part Motivation System From Harvard: Record 3 ways you made progress each day. From Seinfeld: Mark an X for each day you show up then don’t break the chain. Progress fuels purpose. Consistency fuels confidence. Apply both and you’ll stay on track especially on the tough days. Because when your days get better, your weeks get better. When your weeks get better, your months get better. When your months get better, your life gets better. It starts with one small win today.