Productivity and Task Management

A cheat code to unlock professional growth in 2024. The 4 Types of Professional Time: There are 4 types of professional time: 1. Management: Meetings, calls, emails, etc. 2. Creation: Writing, coding, building, preparing. 3. Consumption: Reading, listening, studying. 4. Ideation: Brainstorming, journaling, reflecting. To make improvements to your balance of time, first assess your starting point: Starting on a Monday, at the end of each weekday, color code the events from that day according to this key: • Red: Management • Green: Creation • Blue: Consumption • Yellow: Ideation At the end of the week, look at the overall mix of colors on the calendar. The image in this post is an illustrative example of how it might look. This simple exercise should give you a clear picture of your current baseline mix of professional time. With your baseline mix in mind, here are three tips for a more optimal balance: 1. Batch Management Time Create discrete blocks of time each day when you will handle major Management Time activities. 1-3 email processing blocks per day. 1-3 call and meeting blocks per day. The goal here is to avoid a schedule where the red bleeds out everywhere across every single day. We are trying to keep the Management Time windows as discrete as possible to create space for the other types of time. 2. Increase Creation Time Creation is what propels us forward, with more interesting projects and opportunities. We all need more Creation Time in our days. As you batch Management Time, carve out distinct windows for Creation Time. Block them on your calendar. Don't check your email or messages during them. Focus on creation during your Creation Time. 3. Create Space for Consumption & Ideation Time Consumption and Ideation are the forgotten types of time because we rarely create space for them, but they are critical to long-term, compounding progress. History's most successful people have all made a practice out of creating space for reading, listening, learning, and thinking. We can draw a lesson from this. To start, schedule one short block per week for Consumption and one short block per week for Ideation. Stay true to the purpose of the block. Own that before increasing the presence of these types of time in your schedule. With these three tips in mind, you're well on your way to building a more optimal balance across the four types of professional time. *** You can join 650,000+ others who receive these actionable insights in my 2x weekly newsletter here: https://lnkd.in/esGsF85Q Enjoy this? Share the post with your network and follow me Sahil Bloom for more in future!

Top performers protect their time differently. Most of us lose precious hours to chaos and distraction. On the advice of my business coach, I did a time audit. What I learned changed everything. I tracked my hours for a week. Captured everything I spent time on. Now I’m working to eliminate, delegate, or automate everything that doesn’t move the needle. If you struggle to get the important things done, here are 12 productivity tools that actually work: 1. Timeboxing Divide your day into clear blocks. Give each block one purpose. Nothing else happens during that time. It's simple but powerful. 2. Pomodoro Technique 25 minutes of focus. 5-minute break. No compromise, no distractions. I was skeptical at first. Now I can't work without it. 3. Two-Minute Rule If something takes less than two minutes, do it now. Those small tasks pile up and drain your energy when ignored. 4. Kanban Board See your work move from "to-do" to "done." It's surprisingly motivating to watch progress happen visually. 5. 1-3-5 Rule Plan your day around: 1 big task 3 medium tasks 5 small tasks This creates balance and prevents overwhelm. 6. Eat the Frog Do your hardest task first thing. Everything else feels easier after that. 7. Flowtime Technique Work until your focus naturally fades. Take a short break. Learn your rhythm. 8. 80/20 Rule Focus on the vital 20% that creates 80% of your results. Be ruthless about cutting the rest. 9. Getting Things Done (GTD) Capture everything. Organize what matters. Let go of what doesn't. 10. Warren Buffett's 25/5 Rule List 25 goals. Circle your top 5. Ignore everything else. 11. Eisenhower Matrix Organize tasks by urgency and importance. It shows you what really needs your attention. 12. Task Batching Group similar work together. Your brain works better this way. The reality is simple: Time management isn't about squeezing more into your days. It's about making space for what matters most. Choose your minutes wisely. They become your life. ♻️ Find this helpful? Repost for your network. 📌 Follow Amy Gibson for practical leadership tips.

When working with multiple LLM providers, managing prompts, and handling complex data flows — structure isn't a luxury, it's a necessity. A well-organized architecture enables: → Collaboration between ML engineers and developers → Rapid experimentation with reproducibility → Consistent error handling, rate limiting, and logging → Clear separation of configuration (YAML) and logic (code) 𝗞𝗲𝘆 𝗖𝗼𝗺𝗽𝗼𝗻𝗲𝗻𝘁𝘀 𝗧𝗵𝗮𝘁 𝗗𝗿𝗶𝘃𝗲 𝗦𝘂𝗰𝗰𝗲𝘀𝘀 It’s not just about folder layout — it’s how components interact and scale together: → Centralized configuration using YAML files → A dedicated prompt engineering module with templates and few-shot examples → Properly sandboxed model clients with standardized interfaces → Utilities for caching, observability, and structured logging → Modular handlers for managing API calls and workflows This setup can save teams countless hours in debugging, onboarding, and scaling real-world GenAI systems — whether you're building RAG pipelines, fine-tuning models, or developing agent-based architectures. → What’s your go-to project structure when working with LLMs or Generative AI systems? Let’s share ideas and learn from each other.

If you don’t control your time, someone else will. 7 time management frameworks to own your time: 1) Measuring my time At the age of 14, I started preparing for engineering exams, only to realise I just could not manage my time. So I recorded every hour of my day; I did this for 13 years. Just this act of measurement led to the act of improvement. Do it for 10 days and you will see the difference. 2) Time blocking I realised context switching was taking a toll. I started blocking 2-3 hours and have been doing so till date. Monday AM: X Monday PM: Y Tuesday all day: Z 3) Win the week, not the day Think of your week as your time unit, not your day. Think of what you wish to achieve in a week. And split your week to achieve that. 4) Single source of action We are constantly being fed a to-do list. From multiple sources. What helps me is to have a single source of action - my emails. It can be a to-do app for you, a notebook, or post-its - anything except your memory. 5) Create repeatable tasks I am a student of processes. So my endeavour is - find something I need to do in life, and find a way to convert it into a recurring task which I can add to my calendar. It builds a habit, routine, and discipline for your mind. 6) Setup distraction time Our mind craves distraction because we make it a forbidden fruit. Do the opposite. Set up time to waste time. 7) Zoom out We struggle to manage time, because we look at it in a micro way. Go back to the macro. What do you want to achieve this month, quarter, or year? What are the big milestones that will get you there (or tell you that you are on the path)? Did that happen this week? If yes - great. If not - go back to step 1 and figure out what went wrong. Repeat every week.

I get around 50+ DMs every day saying, “How do I stay motivated when nothing seems to be working?” Even during consultation calls or webinars, the first question I hear is: “Why does it feel like I’m putting in all this effort, but nothing is changing?” And I get it. It’s not like you apply today and land a job by tomorrow. Sometimes, it feels like you're doing everything right, but you still don’t see progress. And when the results don’t come quickly, it’s easy to get discouraged. But how do you stay motivated through all of this? I won’t sugarcoat it—it’s tough. The job search is a grind, and it feels like you're stuck. But here’s what I’ve learned from working with hundreds of candidates who’ve been in your shoes: ✅ Take a step back and breathe The constant pressure of "I need to find a job" can be overwhelming. But in that rush, you risk losing perspective. So, just a day to refuel, reset, and remind yourself that you are more than the job search. ✅ Quality over quantity Mass applying to hundreds of jobs might make you feel productive, but it rarely leads to meaningful results. Instead, focus on targeting companies that align with your skills, values, and career goals. Research their culture, understand their needs, and tailor your application to show them why you're exactly who they’re looking for. Make each application count. ✅ Network like it’s your job Reach out to people, not just to ask for jobs, but to seek advice, insights, and connections. Build relationships that are based on mutual value. People want to help you if you give them a reason to care about you. ✅ Track your progress and adjust your strategy Write down the jobs you’ve applied to, people you’ve reached out to, and any skills you’ve learned. If things don’t seem to be moving, don’t be afraid to try something different. Maybe you need to update your resume, improve your LinkedIn profile, or focus on other companies. Keep showing up for yourself. Keep putting in the effort. The job will come when you're ready, for both it and yourself. And when that moment comes? Everything you've gone through to get there will feel worth it. All the best! #motivation #career #jobsearch #networking #jobseekers

I have a bit of a bone to pick with a lot of the productivity advice on the internet. Because so much of it is built for people who: → Are self-employed → Run their own business → Have full control over their diary People who can shut their laptop at 3pm for a walk or book a nail appointment at 9am on a Tuesday. And let me make it clear… that’s not a bad thing. Flexible working is great. Being self-employed is great. But the playing field needs levelling. Because most people are on a 9-5. Most people have meetings, deadlines, managers, and limited control over how their day is structured. So productivity advice needs to work inside those constraints, not ignore them. Here are 3 productivity shifts that actually work when you’re employed full-time: 1️⃣ Non-negotiables (inspired by The Productivity Method and Grace Beverley) Instead of a never-ending to-do list, choose 3 things that have to get done that day, no matter what. Ask yourself: if the day descends into chaos, what 3 tasks would still make me feel like I moved forward? 2️⃣ Change your environment (not your job) When focus dips, don’t force it, just move. WFH? Try a different room or a café. Office-based? A meeting room or communal space can reset your brain faster than another coffee. 3️⃣ Make your focus visible Keep your team updated on what you’re working on and when. Over time, this helps people understand your natural focus rhythms, and creates more flexibility in your schedule than you’d expect. Productivity isn’t about pretending you have total freedom. It’s about building systems that work where you actually are. And most of us are not working from a beach with a perfectly curated morning routine 😊

Will you randomly allow your team to take a break, without any reason? Well, I don't think twice before telling my team to "take the day off". Recently, these words slipped out naturally when my team member told me she had been staring at a blank screen for three hours. I could hear the guilt in her voice, the deadline anxiety, the silent pressure of letting the team down. But I've learned something powerful about creativity in this business: you can't force it like you force yourself to go to the gym. Last month, we had a massive client project. The team was pumped, ideas were flowing, and then…creative block hit. Hard. I watched one of our best content strategists try pushing through it. The result was 3 rounds of revisions, a frustrated client, and a team that felt like they were letting everyone down. That's when it clicked. Forcing creativity is like trying to squeeze water from a stone. You might get a few drops, but at what cost? Now, when my team tells me they're stuck, I don't see a productivity issue. I see a human being who needs space to refill their creative well. Yes, it was scary implementing this approach. Clients have deadlines. Bills need to be paid. Business needs to run. So we adapted: > We built buffer time into our timelines. > We created systems for backup content. > We started planning content calendars a few weeks in advance. But most importantly, we started treating creativity like the living, breathing thing it is. The results surprised even me: Better quality work. Happier clients and a team that brings their best selves to work. Running Sorted Brand, I've learned that one day of mental space produces better work than a week of forced creativity. Sometimes, the most productive thing you can do is step away and come back stronger. How do you handle the creative block situation in your team? #agencylife #creativity #teamculture

Here are some realistic KPIs that project managers can actually track : 1. Schedule Management 🔹 Average Delay Per Milestone – Instead of just tracking whether a project is on time or not, measure how many days/weeks each milestone is getting delayed. 🔹 Number of Change Requests Affecting the Schedule – Count how many changes impacted the original timeline. If the number is high, the planning phase needs improvement. 🔹 Planned vs. Actual Work Hours – Compare how many hours were planned per task vs. actual hours logged. 2. Cost Management 🔹 Budget Creep Per Phase – Instead of just tracking overall budget variance, break it down per phase to catch overruns early. 🔹 Cost to Complete Remaining Work – Forecast how much more is needed to finish the project, based on real-time spending trends. 🔹 % of Work Completed vs. % of Budget Spent – If 50% of the budget is spent but only 30% of work is completed, there's a financial risk. 3. Quality & Delivery 🔹 Number of Rework Cycles – How many times did a deliverable go back for corrections? High numbers indicate poor initial quality. 🔹 Number of Late Defect Reports – If defects are found late in the project (e.g., during UAT instead of development), it increases risk. 🔹 First Pass Acceptance Rate – Measures how often stakeholders approve deliverables on the first submission. 4. Resource & Team Management 🔹 Average Workload per Team Member – Tracks who is overloaded vs. underloaded to ensure fair distribution. 🔹 Unplanned Leaves Per Month – A rise in unplanned leaves might indicate burnout or dissatisfaction. 🔹 Number of Internal Conflicts Logged – Measures how often team members escalate conflicts affecting productivity. 5. Risk & Issue Management 🔹 % of Risks That Turned into Actual Issues – Helps evaluate how well risks are being identified and mitigated. 🔹 Resolution Time for High-Priority Issues – Tracks how quickly critical issues get fixed. 🔹 Escalation Rate to Senior Management – If too many issues are getting escalated, it means the PM or team lacks decision-making authority. 6. Stakeholder & Client Satisfaction 🔹 Number of Unanswered Client Queries – If clients are waiting too long for responses, it could lead to dissatisfaction. 🔹 Client Revisions Per Deliverable – High revision cycles mean expectations were not aligned from the start. 🔹 Frequency of Executive Status Updates – If stakeholders are always asking for updates, the communication process might be weak. 7. Agile Scrum-Specific KPIs 🔹 Story Points Completed vs. Committed – If a team commits to 50 points per sprint but completes only 30, they are overestimating capacity. 🔹 Sprint Goal Success Rate – Tracks how many sprints successfully met their goal without major spillovers. 🔹 Number of Bugs Found in Production – Helps measure the effectiveness of testing. PS: Forget CPI and SPI - I just check time, budget, and happiness. Simple and effective! 😊

If you’re building anything with LLMs, your system architecture matters more than your prompts. Most people stop at “call the model, get the output.” But LLM-native systems need workflows, blueprints that define how multiple LLM calls interact, how routing, evaluation, memory, tools, or chaining come into play. Here’s a breakdown of 6 core LLM workflows I see in production: 🧠 LLM Augmentation Classic RAG + tools setup. The model augments its own capabilities using: → Retrieval (e.g., from vector DBs) → Tool use (e.g., calculators, APIs) → Memory (short-term or long-term context) 🔗 Prompt Chaining Workflow Sequential reasoning across steps. Each output is validated (pass/fail) → passed to the next model. Great for multi-stage tasks like reasoning, summarizing, translating, and evaluating. 🛣 LLM Routing Workflow Input routed to different models (or prompts) based on the type of task. Example: classification → Q&A → summarization all handled by different call paths. 📊 LLM Parallelization Workflow (Aggregator) Run multiple models/tasks in parallel → aggregate the outputs. Useful for ensembling or sourcing multiple perspectives. 🎼 LLM Parallelization Workflow (Synthesizer) A more orchestrated version with a control layer. Think: multi-agent systems with a conductor + synthesizer to harmonize responses. 🧪 Evaluator–Optimizer Workflow The most underrated architecture. One LLM generates. Another evaluates (pass/fail + feedback). This loop continues until quality thresholds are met. If you’re an AI engineer, don’t just build for single-shot inference. Design workflows that scale, self-correct, and adapt. 📌 Save this visual for your next project architecture review. 〰️〰️〰️ Follow me (Aishwarya Srinivasan) for more AI insight and subscribe to my Substack to find more in-depth blogs and weekly updates in AI: https://lnkd.in/dpBNr6Jg

If you’re doing everything yourself, you’re not leading. You’re micromanaging. I learned this the hard way. Early on, I thought being involved in every task was a sign of commitment. But it actually meant I was slowing the team down and holding onto control. Delegation is not about giving away work. It’s about building trust, developing capability, and stepping back so others can step up. Here are the 7 secrets that helped me do it better ⤵️ 1️⃣ Hire the Right Talent → Start by identifying people with the right strengths not just experience, but mindset and initiative. 2️⃣ Mentorship and Training → Don’t just assign tasks. Teach the ‘why’, coach the ‘how’, and stay involved until they’re ready. 3️⃣ Trust in Team Capabilities → If you’ve hired and trained well, trust them to do the job without hovering. Let them lead. 4️⃣ Lead by Example → Model the behaviour you expect. If you want your team to take ownership, show what that looks like in your own work. 5️⃣ Provide Clear Guidelines → Be direct about expectations, outcomes, and timelines then give space for the team to deliver. 6️⃣ Foster Open Communication → Create a feedback loop. Make it safe to ask questions, flag risks, or share progress early. 7️⃣ Celebrate Achievements → Acknowledge initiative, not just output. Public praise reinforces private confidence. Delegation is an act of leadership. Done well, it builds people and frees you to lead where it matters the most. Question: What’s one delegation lesson you had to learn the hard way? -------------------------- Hi, I am Muhammad Mehmood. Helping you build what lasts.