How To Use Creative Constraints In Engineering Projects

I keep seeing the same strange pattern in tech companies: The ones with the most resources often innovate the least. Last week, I sat across from a CTO living what most would call the dream: • $14M innovation budget • No hard deadlines • Full autonomy Yet he was panicking. "We have everything we need," he said. "But we've shipped nothing meaningful in 18 months." That conversation hit me like hard. Breakthrough innovation doesn't come from abundance. It comes from constraints. The teams drowning in resources? They're actually drowning. The most successful teams I work with don't lack resources. They lack limitations. Here are 3 counterintuitive truths about constraints: 1. Your brain craves boundaries Healthcare AI team stuck in analysis paralysis. 9 months "evaluating solutions." Progress? Zero. We added constraints: → Must work with existing systems → Must show results in 60 days → Must require minimal training Result: Working solution in 7 weeks. The constraints didn't limit creativity. They laser-focused it. 2. Those "outdated" systems? They're gold mines The most dangerous phrase in tech? "Let's start fresh." Financial services client wanted to scrap their "ancient" fraud detection system from 2007. We asked why it survived five replacement attempts. Turns out, buried in that old code were pattern detection rules so nuanced, even the original developers had forgotten them. We built those constraints INTO the new AI model. Result: 28% better fraud detection. 3. Where there's friction, there's fortune Watch where your systems fight each other most. Retail client's inventory and POS systems were constantly at war. Instead of "fixing" this, we studied it. The problems revealed customers were combining products in ways never imagined. We redesigned the store based on these patterns. Sales jumped 22%. The friction wasn't the problem. It was the solution. Here's the uncomfortable truth: Most digital transformations fail because they try to eliminate ALL constraints. The successful ones? They're selective about which limitations to keep. Constraints aren't obstacles to innovation. They're the raw materials. Your turn: What technological limitation has sparked innovation in your organization? Drop a comment, I want to hear your "constraint success stories." And if you're drowning in resources but starving for results, let's talk. #DigitalTransformation #TechLeadership #TechnologyStrategy

My team has stopped asking questions. They now wait for instructions. A leader shared this observation at last Thursday’s Melbourne Business School - Retail & Consumer Goods panel. It perfectly captured the curiosity crisis facing our industry in an uncertain operating environment. In a brilliant conversation with Adam Murphy 🌻 , moderated by Lenny Chudri, GAICD, we explored how to reignite innovation when uncertainty is our new normal. Here is what resonated most: 1. The 5-Question Rule That Changed Everything At a global FMCG giant, we were stuck. Innovation had become theatre, all talk, no breakthrough. So we tried something radical: “Curiosity Time”. Rule: For one hour every Friday, you could ONLY ask questions. No answers. No solutions. Just questions. The first session was painful. By week six? We had identified three breakthrough opportunities worth $5M. 🎯Try this tomorrow: Start your next meeting with 5 minutes of questions only. No answers allowed. 2. When Budget Cuts Forced Our Best Innovation Leading innovation at a major CPG company, I faced a 30% budget cut. Instead of scaling back, we asked: “What would we do if we had 10% of the budget?” That constraint forced us to partner with suppliers in ways we never imagined. We reduced a 12-18month innovation cycles to 3 months. The result? Our most successful launches that decade. Key insight: Every constraint hides an opportunity. 🎯 List your top 3 constraints right now. Pick one. Ask “How might this force us to be brilliant?” 3. The $8M Mistake That Taught Me Everything Years ago, I led a “perfect” innovation project. Great consumer research. Flawless execution. It failed spectacularly. Why? We had curiosity at the top but killed it everywhere else. Only 24% of employees feel curious at work, yet curiosity increases creativity by 34%. That gap is your innovation problem. At my next role: We measured “learning velocity” alongside EBIT. We celebrated fast failures publicly. We made questioning as important as delivering. 🎯 Your move: Ask your teams: “What are we pretending not to know?” Then actually listen. After commercialising 1,200+ innovations globally, from establishing industry-first research hubs, I know this: Curiosity is not a nice to have. It is your sustainable competitive advantage. Sharing this handy question. ❓If your biggest competitor had your constraints but twice your curiosity, what would they do differently? Some 📸 from an inspiring evening of #learning and #unlearning. Lenny Chudri, GAICD Adam Murphy 🌻 Innovation Gamechangers University of Melbourne Melbourne Business School #curiosity #innovation

In the domain of CFD, physics isn't the only boundary condition - budgets and deadlines are too... We often speak about turbulence models, y+ values, mesh, and solver strategies as if we operate in a pure world of equations and physics. However in practice, there is another silent boundary condition which shapes our decisions: "the clock" and standing next to it "the cost". Cost represents both, the tool cost and project cost. For each day a result is delayed, it adds to the project cost and that is where the deadlines show up. I have seen and been part of many situations where our team of analysts come together for dividing tasks, prioritising jobs so that within the constraints of cost and time we deliver a meaningful result. It's not about simulating all the cases, but choosing the right one to solve and solve it efficiently. For example, while correlating a fan curve, the RBM may give better results than MRF but the portion of fan performance curve I am concerned with, is well captured by MRF (steady state run). So I proceed with MRF. We often equate good engineering with the most accurate physics. But in real world, good engineering is knowing how to get enough insight within the constraints and not overengineer the solution. When was the last time real-world constraints shaped your simulation more than the physics? Would love to hear your stories. #CFD #Budget #Deadlines #Cost #Time #FlowWithAloke

Minimal resources, tight timelines, high expectations. We've all been there. Here’s how I deliver big projects in tough times as a VP of Engineering: ▪️ Prioritize with Purpose -When you can’t do everything, focus on the right things. Ruthlessly align efforts with goals that deliver the most value. ▪️Foster Creativity Through Constraints - Limitations can force you to think outside the box. Invite your team to find clever, simple solutions that might never have been considered with a big budget. ▪️Communicate Relentlessly - When resources are tight, the margin for error shrinks. Make sure every team member understands the plan, their role, and the "why" behind each decision. ▪️Build Team Resilience- Celebrate wins--big and small. When your team feels appreciated and focused, they’re more likely to rally together and innovate under pressure. One of my most vivid memories as a technical executive was doing exactly this- leading a high-visibility initiative where the budget felt more like a suggestion than a reality. There’s nothing quite like delivering a big project on a shoestring budget. I remember sitting in a room with my team, staring at a list of features and a budget that made us all laugh nervously. But instead of despairing, we got creative. We started by ruthlessly prioritizing: “What’s the one thing that will deliver the most value?” We questioned everything--every line of code, every resource allocation, every timeline--to ensure it was necessary and impactful. The result? A launch that exceeded expectations. We didn’t have everything we wanted, but we focused on delivering what mattered most. Looking back, I wouldn’t trade that experience for anything. It taught me that innovation isn’t about having all the resources--it’s about making the best of what you’ve got. Have you ever had to deliver something when resources were tight? How did you approach it? and what did you learn along the way? Drop your story in the comments--I’d love to hear how you thrived under pressure!

just spent three hours staring at the same problem and getting nowhere... until i tried something that completely changed my approach to innovation hey linkedin fam, wanted to share some thoughts on creative thinking that's been transforming how we approach r&d at our medical device company we're always told to "think outside the box" but neuroscience actually shows that creativity isn't about wild, unstructured thinking it's about creating the right conditions for your brain to make unexpected connections here's what's been working for me based on actual research (not just motivational poster advice): ✨ constraint-based innovation: we now deliberately impose weird limitations on our design sessions. example: "solve this problem without using any electronics" or "design as if it's 1985." stanford research shows that constraints paradoxically expand creativity by forcing new neural pathways. last month this led to our simplest and most elegant solution yet. ✨ the 70/20/10 thinking model: i structure my team's creative work like this - 70% of time thinking about the core problem, 20% exploring adjacent domains, and 10% in completely unrelated fields. the journal of creative behavior confirmed this ratio significantly increases breakthrough ideas vs. focused-only approaches. ✨ cognitive diversity sessions: we bring together people with completely different expertise (our engineer + marketing person + someone from logistics) to solve the same problem. mit research demonstrates that diverse thinking styles create cognitive friction that sparks novel solutions. uncomfortable but incredibly effective. ✨ physical movement triggers: whenever we hit a creative wall, we literally get up and move. harvard neurologists have mapped how walking increases blood flow to the hippocampus and triggers divergent thinking. our best product breakthrough came during an impromptu walk around the building. ✨ dedicated connection time: i now schedule 30 minutes weekly just for making random connections between our current projects and weird stuff i've read/seen. there's solid neuroscience behind this - your brain's default mode network needs dedicated time to process information and find patterns. what's fascinating is that creativity isn't magical - it's a process that can be structured and optimized. once you understand the science, you can create systems that reliably produce innovative thinking. what methods do you use to spark creativity in your team? would love to hear what's working for you. #creativethinking #innovation #neuroscience #productdevelopment #leadershiplessons

When we were being evaluated for acquisition, we were given a challenge that felt impossible. “Hit 70 installs in a month with your current operations.” At the time, our record was 40 installs. We didn’t have the headcount to double output, and hiring wasn’t an option if we wanted to protect our bottom line. It felt like a no win scenario. But here’s the thing about constraints, they force you to get creative. They strip away what can’t be done and make you focus on what’s possible. Here’s how we turned constraints into opportunities: 1️⃣ We stopped blaming the headcount. At first, we said, “We don’t have enough people for this.” But the reality was, we didn’t need more people, we needed better systems. By automating repetitive tasks, creating clearer workflows, and focusing our team on high impact work, we unlocked capacity we didn’t even know we had. 2️⃣ We optimized for speed, not perfection. Some parts of our process were overbuilt for what customers actually needed. By simplifying handoffs and making decisions faster, we realized we could move installs along without sacrificing quality. “Good enough” got us to great outcomes. 3️⃣ We turned the challenge into a rallying cry. When your team knows the stakes, they rise to the occasion. We treated 70 installs like a shared mission, celebrating every milestone along the way. Motivation wasn’t about working longer hours, it was about creating shared energy around the goal. 4️⃣ We aligned every department around one focus. Constraints force prioritization. Sales and ops weren’t competing, they were collaborating. Customers were prepped early, schedules were locked in tighter, and everyone played their part. One goal, one team, zero silos. And when we hit 72 installs, it felt like an entirely new chapter for our business. The most surprising part? It wasn’t nearly as hard as we thought. The systems and processes we built under pressure became our new standard. What once felt impossible became our new baseline. Here’s the lesson: Constraints aren’t roadblocks, they’re opportunities. When you can’t just throw money or headcount at a problem, you’re forced to rethink the way you operate. Sometimes, that’s exactly what your business needs. When you’re up against a challenge, ask yourself: Where can we work smarter, not harder? What can we streamline or eliminate? How can we turn this into a team mission? The limits you think are holding you back might just push you to the next level. What challenge are you facing that could unlock your “new normal”?

Give a designer an unlimited budget and six months, and they’ll build a bloated 4-hour eLearning course that nobody finishes. Give them $0 and 24 hours, and they’ll solve the problem. It's called the 𝗣𝗼𝘄𝗲𝗿 𝗼𝗳 𝗔𝗿𝘁𝗶𝗳𝗶𝗰𝗶𝗮𝗹 𝗖𝗼𝗻𝘀𝘁𝗿𝗮𝗶𝗻𝘁𝘀. Here’s the thing: We usually complain about a lack of resources. We want more time, better software, bigger teams. But in my experience, abundance is the enemy of creativity. It encourages us to dump content rather than engineer performance. When you have no limits, you focus on "What else can I add?" When you have strict limits, you ask "What is the absolute minimum required to get the result?" That second question is where the magic happens. It forces you to respect the learner's 𝗕𝗮𝗻𝗱𝘄𝗶𝗱𝘁𝗵. Here is how I apply artificial constraints to force better design decisions: 1. ⏰ 𝗧𝗵𝗲 "𝟯-𝗠𝗶𝗻𝘂𝘁𝗲 𝗪𝗮𝗿𝗻𝗶𝗻𝗴" I ask stakeholders: "If you had 3 minutes with the employee right before they performed this task, what would you tell them?" Everything else is fluff. Cut it. This moves you immediately from 'background theory' to 𝗔𝗰𝘁𝗶𝗼𝗻. 2. 🚫 𝗧𝗵𝗲 "𝗡𝗼 𝗦𝗰𝗿𝗲𝗲𝗻𝘀" 𝗥𝘂𝗹𝗲 I challenge my team to design a solution that doesn't require a computer. Can it be a physical card? A sticker on a machine? A checklist on a clipboard? Often, the best 𝗧𝗼𝗼𝗹 isn't a course. It's a job aid placed in the flow of work. 3. 📉 𝗧𝗵𝗲 "𝗢𝗻𝗲 𝗢𝗯𝗷𝗲𝗰𝘁𝗶𝘃𝗲" 𝗟𝗶𝗺𝗶𝘁 Most training tries to do 10 things poorly. Pick one behavior. Solve it completely. Then move to the next. 💡 𝗧𝗵𝗲 𝗥𝗲𝘀𝘂𝗹𝘁: By stripping away the bells and whistles, you stop building "learning experiences" and start building performance support. You stop worrying about production value and start worrying about business value. You don't need more resources or time. You need tighter boundaries. 👇 𝗦𝘁𝗲𝗮𝗹 𝗧𝗵𝗶𝘀 𝗣𝗿𝗼𝗺𝗽𝘁 Use this to force an AI to act as your "Constraint Editor" and strip the fat from your source content. 𝗣𝗿𝗼𝗺𝗽𝘁 "Act as a ruthless Instructional Design Editor. I am going to paste a transcript/source document below. Your goal is to convert this information into a 'Just-in-Time' Performance Job Aid. Apply the following strict constraints: 1. Time Constraint: The learner has exactly 2 minutes to read this while on the job. 2. Format Constraint: Do not write paragraphs. Use only checklists, bolded key terms, or 'If/Then' decision matrices. 3. Action Focus: Remove all history, theory, and 'nice to know' background info. Keep only the steps required to execute the task. Output the result as a one-page text checklist. [PASTE SOURCE CONTENT HERE]" (𝘈𝘐 𝘩𝘦𝘭𝘱𝘦𝘥 𝘮𝘦 𝘸𝘳𝘪𝘵𝘦 𝘵𝘩𝘪𝘴 𝘱𝘳𝘰𝘮𝘱𝘵) I hope this helps.

Constraints don’t kill creativity ❌, they channel it 💡 Many believe that creativity needs boundless freedom to flourish. However, my experience and numerous business success stories tell a different tale—constraints can indeed fuel creativity. Let’s debunk the myth that constraints stifle innovation and explore how they can actually focus and enhance creative efforts. Constraints challenge you as a PM to narrow down what the problem really is and challenges the team to work collaboratively to find a solution. A lot of the times in order to deliver the impact, you need to work cross-functionally, you need to break down the solution into small pieces and look at outside the box approaches. One example that stands out for me was working in Skyscanner during Covid and my team had 6 weeks to turnaround integrating with a data provider for populating the travel map 🗺️ We had a time constraint, a supplier constraint, data restrictions and non-negotiables alongside a lot of unknowns. That pushes us to work really closely together and challenge each other’s thinking for a solution that was the least amount of effort and highest value. We found a way to structure the data to show travel restrictions but we soon realised that is not helpful unless you can filter the restrictions based on the county you are travelling from and the restrictions kept changing on daily basis. But we got it done with a mix of automation and a few manual processes. It was launched to help travellers make informed decisions and to help us learn about what our users most cared about. That was a fun piece of work and the constraints allowed us to be focus in our solution. And for a PM, this is where PRDs are so useful - they help you define the problem, the measures of success but also the constraints, the dependencies, the limitations and the non-negotiable for every piece of work. Let's start celebrating constraints as catalysts for creativity. What constraints have you found surprisingly helpful in your creative process? #ProductManagement #Creativity #Innovation #BusinessStrategy

Unlimited options kill creativity. Constraints reveal it. The greatest music comes from self-imposed limitations. Brian Eno recorded "Another Green World" with limited synths and tape machines. It became a masterpiece. He created "Oblique Strategies" in 1975 with Peter Schmidt. Card-based constraints that force new creative directions. Here's how constraints boost creativity: 1. Constraints sharpen focus • Options scatter attention • Limitations force deeper exploration • You dig deeper, not wider 2. Constraints shape identity • Jack White's White Stripes: red/white/black only • Two instruments, analog tape, no bass player • Simplicity became their signature 3. Constraints drive innovation • TikTok's time limits changed songwriting forever • Choruses come earlier now • Hooks tighten, structures adapt 4. Constraints kill decision fatigue • George's 2024 research proves it • Constraints increase idea novelty • Less paralysis, more action 5. Constraints force resourcefulness • I limit myself to one instrument when producing • Or a single melodic motif • Scarcity breeds ingenuity 6. Constraints reveal what matters • Strip the excess • Core elements emerge stronger • Clarity replaces chaos 7. Constraints create memorable work • Cromwell's 2024 research shows this • Extreme limitations push new problem-solving • Memory comes from limitation, not abundance Apply this today: • Design with three colors only • Write in 50 words or less • Record with one microphone • Build with tools you already own Constraints don't limit you. They liberate you. ♻️ Share this with someone drowning in options 🔔 Follow Kabir Sehgal for frameworks that turn limits into advantages

One of the most profound lessons in software engineering didn't come from Silicon Valley. It came from a Soviet science lab in 1984. I'm talking about Tetris. Before it was a global phenomenon, it was a solution to a problem of extreme constraints. Programmer Alexey Pajitnov wanted to digitize a puzzle on an Electronika 60 computer—a machine with no graphics card and minuscule memory. Forced to innovate, he engineered a masterclass in efficiency: 🧠 Problem Simplification: His initial idea (12-piece pentominoes) was too complex for the hardware. The solution? He simplified the concept to 7 four-square tetrominoes. A brilliant product decision that made the project feasible. ⚙️ Hardware Bypass: No graphics? No problem. The first version used text characters ([ ]) to draw the blocks. It wasn't about what the hardware couldn't do, but what the software could cleverly do. 💡 Algorithmic Elegance: Instead of calculating block rotations in real-time (computationally expensive), he used pre-calculated lookup tables. This simple trick saved massive amounts of processing power. The result was a "perfect" core loop—so addictive it spread "virally" via floppy disks long before it ever earned a dollar. Tetris is more than a game; it's a powerful case study on: ► The power of constraints to fuel creativity. ► The value of an elegant, simple Minimum Viable Product (MVP). ► How world-class engineering is about finding the smartest path, not just using the most powerful tools.