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𝐒𝐮𝐧𝐝𝐚𝐲'𝐬 𝐓𝐇𝐎𝐔𝐆𝐇𝐓𝐅𝐔𝐋 𝐏𝐨𝐬𝐭 𝐈 𝐬𝐩𝐞𝐧𝐭 𝐲𝐞𝐚𝐫𝐬 𝐬𝐭𝐫𝐢𝐯𝐢𝐧𝐠 𝐟𝐨𝐫 "𝐩𝐞𝐫𝐟𝐞𝐜𝐭𝐢𝐨𝐧." 𝐇𝐨𝐧𝐞𝐬𝐭𝐥𝐲, 𝐭𝐡𝐚𝐭 𝐰𝐚𝐬 𝐦𝐲 𝐛𝐢𝐠𝐠𝐞𝐬𝐭 𝐦𝐢𝐬𝐭𝐚𝐤𝐞. I was a classic serial overplanner. Google Docs, Notion pages, Trello boards... you name it. Eventually, I came to the realisation we all come to: If you're not making mistakes, you're not moving forward. Truthfully, big change always comes with fear attached. I think this is the biggest problem with schools in 2025. We're taught theory, and sometimes, practice. But mistakes aren't actively encouraged. They should be. Take it from me: ❌ I failed on LinkedIn for years... ✅ Until 2024, I now have 82,442+ followers. ❌ I changed direction multiple times post-graduation... ✅ I'm now a leading figure at a high-growth startup. ❌ I used to be, quite frankly, a terrible leader. ✅ Now I feel more competent at leading and delegating. I wouldn't be where I am without the err...

Sunday's THOUGHTFUL Post  🏭 𝐓𝐎𝐘𝐎𝐓𝐀 𝐏𝐑𝐎𝐃𝐔𝐂𝐓𝐈𝐎𝐍 𝐒𝐘𝐒𝐓𝐄𝐌 (𝐓𝐏𝐒) 𝐓𝐡𝐞 𝐓𝐨𝐲𝐨𝐭𝐚 𝐏𝐫𝐨𝐝𝐮𝐜𝐭𝐢𝐨𝐧 𝐒𝐲𝐬𝐭𝐞𝐦 (𝐓𝐏𝐒) 𝐢𝐬 𝐚 𝐜𝐨𝐦𝐩𝐫𝐞𝐡𝐞𝐧𝐬𝐢𝐯𝐞 𝐚𝐩𝐩𝐫𝐨𝐚𝐜𝐡 𝐭𝐨 𝐦𝐚𝐧𝐮𝐟𝐚𝐜𝐭𝐮𝐫𝐢𝐧𝐠 𝐟𝐨𝐜𝐮𝐬𝐞𝐝 𝐨𝐧: 🎯 Eliminating Waste 📈 Improving Quality & Productivity ⏱️ Reducing Lead Time 🔄 Creating Continuous Flow 👥 Developing & Respecting People 🎯 TPS GOALS ✅ Highest Quality 💰 Lowest Cost ⏱️ Shortest Lead Time 👷 Empowered Employees 🦺 Best Safety 😊 High Morale 🏗️ TWO CORE PILLARS 🔹 JUST-IN-TIME (JIT) Produce only what is needed, when it is needed, and in the required quantity. 🔹 JIDOKA — Built-in Quality Stop the process when an abnormality or defect is detected so problems are corrected at the source. 🔧 KEY TPS PRINCIPLES ♻️ KAIZEN — Continuous Improvement 📊 HEIJUNKA — Production Leveling 📦 KANBAN — Pull System 🚦 ANDON — Visual Management 🛠️ POKA-YOKE — Error Proofing ⏱️ TAKT TIME — Customer Demand Rhythm 🔄 CONTINU...

𝐓𝐨𝐝𝐚𝐲'𝐬 𝐊𝐍𝐎𝐖𝐋𝐄𝐃𝐆𝐄 𝐒𝐡𝐚𝐫𝐞 𝐖𝐡𝐲 𝐚 𝐩𝐞𝐫𝐟𝐞𝐜𝐭 𝐥𝐚𝐛 𝐟𝐨𝐫𝐦𝐮𝐥𝐚𝐭𝐢𝐨𝐧 𝐜𝐚𝐧 𝐟𝐚𝐢𝐥 𝐢𝐧 𝐩𝐫𝐨𝐝𝐮𝐜𝐭𝐢𝐨𝐧. 𝐁𝐞𝐜𝐚𝐮𝐬𝐞 𝐭𝐡𝐞 𝐥𝐚𝐛 𝐢𝐬 𝐜𝐨𝐧𝐭𝐫𝐨𝐥𝐥𝐞𝐝. 𝐏𝐫𝐨𝐝𝐮𝐜𝐭𝐢𝐨𝐧 𝐢𝐬 𝐧𝐨𝐭. In the lab, your PVC compound gets the best version of the process. Small batch. Clean equipment. Stable feeding. Controlled temperature. Fresh material. Shorter residence time. Close operator attention. Then it reaches the plant. And the same formulation has to survive real conditions: variable feeding higher throughput different shear history more heat history residence time drift cooling limits screw wear hopper bridging die build-up raw material variation shift-to-shift adjustments That is when the truth appears. The lab shows whether the formulation can work. Production shows whether it can repeat. A formulation that only works under ideal conditions is not ready for the line. It is a good idea that still needs process discipline. The real question ...