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I'm an avionics engineer in Montreal. I also run an AI automation business on the side. Last year I nearly burned out trying to explain what I actually do at dinner parties. "So you're like… a pilot?" No. "A programmer?" Not exactly. Here's what happened: I leaned into the identity fully. Stopped apologizing for obsessing over AI. Started owning it — in conversations, in my work, even in how I show up day to day. That shift changed everything. → I stopped code-switching between "engineer brain" and "entrepreneur brain" → My clients started trusting me faster because the identity was consistent → The work got sharper when I stopped hiding what I actually believe in Somewhere in that process I found this tee at creatifystore.com/shop — the AI Revolution Graphic Tee, $25, premium Gildan cotton. Sounds simple. But wearing something that signals your actual worldview matters more than people admit. → It's a conversation starter in the right rooms → It quietly filters who approaches you at events → It's an identity anchor when you're building something most people don't understand yet I wore it to a meetup in Montreal last month. Two conversations turned into actual client calls. The design is clean — futuristic without being cringe. Exactly what I needed. Sometimes the smallest signals compound into real outcomes. What's one thing you do to signal your actual identity to the right people? #AIRevolution #BuildInPublic #EngineerMindset #AIAutomation #CreatorEconomy #TechCulture
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Every week is a new deployment. Debug errors of the previous week and ship a better version the new week. #EngineerMindset #Day04. #Psychology
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⚡ Building more than structures — building a future. 🏗️ Hard hat on. Focus locked in. Dreams under construction. 💯 #EngineerMindset #WorkMode #BuildingDreams #ThankgodMarvilda #HustleAndBuild
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Engineering is not easy ❌ But neither is staying average. Every late night, mistake, and failure is building something stronger inside you ⚙️ Keep going. #MechanicalEngineering #EngineerMindset
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These math-inspired spiral notebook / hardcover journal are made for thinkers, creators, engineers, students, and future world-changers — because every formula you write is part of your story. ✍️⚡ redbubble.com/i/notebook/Bla… Spiral Notebook: $12.00 $⃥1⃥5⃥.⃥9⃥9⃥ (25% off) Hardcover Journal: $19.49 $⃥2⃥5⃥.⃥9⃥9⃥ (25% off) #MathNotebook #StudyMotivation #STEMLife #EngineerMindset #BackToSchool #NotebookAddict #MathLover #StudentEssentials #PhysicsNotes #StudyGram #CreativeThinking #FutureEngineer #ProductivityTools #GeekStyle #FindYourMojo
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Pre-market steady after weekend drama. Markets don't trade on emotions—they discount future cash flows. Engineer your allocations with rigorous math, not headlines. #PreMarket #Fundamentals #EngineerMindset #Markets
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Safety is sure through the lens of the cameras Let secure... #CCtv #Engineermindset
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Stop obsessing over which algorithm to use. The "Model Bros" will spend 6 hours tuning hyperparameters just to gain a 0.01% increase in accuracy. The Pro-tier move? Spend 20 minutes creating one high-impact feature that actually explains the data. In Part 3 of our series, we’re talking Feature Alchemy. Your model is only as good as the variables you feed it. If you give the AI "Timestamp," it sees a number. If you give it "Hours until Deadline," you give it context. That is the difference between a mid-tier project and a billion-dollar insight. Inside this slide deck: - Why the model isn’t the magic—the data is. - How to turn raw columns into "Predictive Gold." - The mindset shift from "Coding" to "Engineering." THE WAIT IS OVER: The Welm Beta is officially LIVE. Don’t just learn tech-master it in a way that’s personalized to your goals. We’ve built the GPS, you just need to start driving. Click the link in our bio to join the Beta and start outperforming the room. #StayWelmed #MachineLearning #FeatureEngineering #DataScience #DataEngineering #AI #TechCareer #WelmBeta #PersonalizedLearning #EngineerMindset
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21 Nov 2025
Just hit 100 followers. 🙏 Small win, but it means a lot. Two weeks of consistent posting and real engagement, it paid off. Appreciate your progress. Keep going, it compounds. #100Followers #BuildingInPublic #EngineerMindset
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Professionals obsess over aesthetic morning routines and ignore the need to maximise mental performance. Cold plunges do not repair low focus capacity. Sleep. Focus. Remove distraction. Everything else is cosplay. #HighOutput #LearningEfficiency #DeepWork #EngineerMindset
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We must always measure. Whatever we do is measurable and whatever gets measured, gets done. Each day, we must clearly understand our operational targets. When in doubt, ask. Then ask again until clarity is achieved. #EngineerMindset
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15 Sep 2025
Happy #EngineersDay 👷‍♀️⚙️ To the ones who code, build, and dream big—your ideas are shaping tomorrow. 🚀 #TeeEvo #Innovation #EngineeringLife #FutureBuilders #EngineerMindset #LaCasaDeLosFamososMx #Emmys #INDvsPAK
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15 Sep 2025
Turning blueprints into breakthroughs UPSIFS celebrates engineers who design reality and decode truth. Happy Engineer’s Day to those who build trust, one equation at a time. @GoswamiGK2025 @CMOfficeUP @Uppolice #EngineerMindset #TruthByDesign #UPSIFS #EngineerYourWorld
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5 Aug 2025
If you’re 35 in tech, do this daily: - Write 1 task you did manually - Find 1 AI tool that can automate it - Ask ChatGPT how to integrate it Repeat for 30 days. You’ll be 10x more relevant than half your team. #AIProductivity #MidCareerGrowth #EngineerMindset
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Engineers Don't Crash, They Reboot. "Be the 🧑‍💻 software engineer who survives a 💔 breakup, 🧾 debt, and 💼 job loss — and still says, "I'll build back better 💪, another version is loading ⏳🚀". #SoftwareEngineer #Resilience #TechLife #DevLife #EngineerMindset #CareerGrowth
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Before you hire help, ask: “Can a simple system solve this?” 🧠 AI templates automation often beat adding people #EngineerMindset #SmartOps
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Engineers who learn AI today: ✅ Save hours ✅ Reduce mistakes ✅ Stay ahead It’s not about hype—it’s about leverage #EngineerMindset #SmartOps
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Most admin work is: ✅ Predictable ✅ Repetitive ✅ Automatable Before you hire help, build a system #SmartOps #EngineerMindset
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Engineers who build systems outperform those who just work harder. ✅ Prompts ✅ Templates ✅ Automations It’s about leverage, not effort. #SmartOps #EngineerMindset
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AI doesn’t replace experience. It replaces wasted time. Use it like you’d use a calculator — to speed up thinking. #EngineerMindset #BuildWithAI
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