https://murabcd.vercel.app Articles on AI, tech, product building, and leadership. Exploring practical insights from building products and leading teams. en-US https://murabcd.vercel.app/blog/agent-native-product-management AI does not remove the need for product management. It changes the job from writing tickets and chasing updates to designing the system that turns strategy, context, shipping, and learning into one continuous loop. Sat, 09 May 2026 00:00:00 GMT https://murabcd.vercel.app/blog/multi-agent-systems Multi-agent systems are starting to work, but not as chaotic swarms. The useful pattern is much narrower: keep decisions centralized, let other agents add intelligence, and treat context handoff as the real architecture. Tue, 28 Apr 2026 00:00:00 GMT https://murabcd.vercel.app/blog/product-entropy AI has made it much easier to add features. The danger is not failed experiments. It is the steady accumulation of features that survive without making the product meaningfully better. Tue, 14 Apr 2026 00:00:00 GMT https://murabcd.vercel.app/blog/standardizing-ai-workflows Companies are trying to lock in one official way of working with AI too early. The better approach is to give teams the environment to experiment, then let the useful patterns emerge. Sun, 22 Mar 2026 00:00:00 GMT https://murabcd.vercel.app/blog/emergency-crisis Some teams are always putting out fires, while others operate in total calm. The difference is rarely luck. A culture of constant emergencies is almost always a failure of management. Sun, 08 Mar 2026 00:00:00 GMT https://murabcd.vercel.app/blog/art-of-selling Sales has a reputation for manipulation and pressure. But in its highest form, sales disappears entirely. It stops being a transaction and starts looking like high-quality problem solving. Sat, 07 Mar 2026 00:00:00 GMT https://murabcd.vercel.app/blog/autonomous-data-stack For years data teams have been trapped maintaining rigid semantic layers to explain data to machines. A new architecture uses AI agents to read raw code and learn on the fly, finally making true self-serve data a reality. Sun, 01 Mar 2026 00:00:00 GMT https://murabcd.vercel.app/blog/building-wrong-thing AI has made generating code incredibly cheap and fast. But this newfound power is destroying our editorial filter. We are shipping more features than ever, but we are forgetting how to build great products. Tue, 24 Feb 2026 00:00:00 GMT https://murabcd.vercel.app/blog/you-are-fired Letting an employee go is painful but necessary. The key is keeping emotion out of the room, keeping the conversation short, and accepting that the root cause was a flaw in your hiring process. Fri, 20 Feb 2026 00:00:00 GMT https://murabcd.vercel.app/blog/15-secs-rule A great product cannot speak for itself. If you want to win over investors and customers, you have to master the mechanics of the demo. Here is how to show your work without failing on stage. Thu, 12 Feb 2026 00:00:00 GMT https://murabcd.vercel.app/blog/agent-becomes-database Agents now sit closer to the data than the apps that store it, shifting the data authority from the UI to the assistant. Mon, 09 Feb 2026 00:00:00 GMT https://murabcd.vercel.app/blog/autonomy Most autonomous agents fail not because the models are stupid, but because the infrastructure is fragile. To build agents that actually run unattended, we must treat autonomy as a systems engineering problem, not a prompting problem. Sun, 25 Jan 2026 00:00:00 GMT https://murabcd.vercel.app/blog/agent-architecture We used to build software by guessing what users wanted and writing code to do exactly that. Those days are over. The future belongs to 'Agent-Native' apps where the developer builds the tools, and the AI figures out how to use them. Sat, 10 Jan 2026 00:00:00 GMT https://murabcd.vercel.app/blog/code-is-cheap AI coding agents have driven the cost of writing software near zero. But this speed has exposed a painful new bottleneck: the slow, messy, and expensive process of humans deciding what to build in the first place. Wed, 07 Jan 2026 00:00:00 GMT https://murabcd.vercel.app/blog/ralph-wiggum We are moving from agents that chat to agents that loop. 'Ralph' is a new pattern for autonomous coding where an AI repeatedly picks tasks from a list, writes code, tests it, and commits it—all while you are away. Fri, 02 Jan 2026 00:00:00 GMT https://murabcd.vercel.app/blog/curse-of-superuser We are taught that customer obsession is the key to success. But when you obsess over the wrong customers—your most loyal fans—you risk building a product that is perfect for them and impossible for everyone else to buy. Tue, 30 Dec 2025 00:00:00 GMT https://murabcd.vercel.app/blog/how-agents-can-learn Most AI agents today don't actually learn; they just accumulate data until they crash. The future of intelligent agents isn't about updating model weights it's about mastering 'learning in token space' to create systems that improve over time. Sun, 14 Dec 2025 00:00:00 GMT https://murabcd.vercel.app/blog/agent-skills We are accidentally building slow, expensive agents by forcing them to memorize every tool we possess. The fix is borrowing a classic engineering concept: lazy loading. Don't load the code until you actually need to run it. Tue, 09 Dec 2025 00:00:00 GMT https://murabcd.vercel.app/blog/leadership Many leaders fail by trying to copy someone else's style. The key to effective communication isn't changing who you are, but understanding your natural strengths and learning how to make them work for you. Sat, 15 Nov 2025 00:00:00 GMT https://murabcd.vercel.app/blog/agent-building-patterns AI agents are incredibly powerful, but making them work reliably is the real challenge. The problem isn't the AI's intelligence; it's our old building habits. Here's a new approach for building agents that don't break. Fri, 14 Nov 2025 00:00:00 GMT https://murabcd.vercel.app/blog/agent-context An AI agent's performance depends entirely on its "context," or working memory. But this memory is limited, gets cluttered, and can degrade over time. Learning to manage it is the key to building reliable agents. Thu, 13 Nov 2025 00:00:00 GMT https://murabcd.vercel.app/blog/path-to-pmf The prevailing wisdom is to scale as fast as possible. But the most enduring products are often built with a counterintuitive approach: a slow, deliberate focus on quality, craft, and a hyper-specific customer. Tue, 04 Nov 2025 00:00:00 GMT https://murabcd.vercel.app/blog/everyone-are-builders The gap between a product idea and a working prototype is where momentum dies. We built an internal platform to close that gap, allowing our team to build and test ideas at the speed of thought. Sat, 01 Nov 2025 00:00:00 GMT https://murabcd.vercel.app/blog/agency-over-intelligence The tech industry has a deep-seated obsession with raw intelligence. We hire for it, we reward it, and we build our teams around it. But after years of leading product organizations, I'm convinced it's the most overrated trait. There's a far more powerful and scarce quality: agency. Mon, 27 Oct 2025 00:00:00 GMT https://murabcd.vercel.app/blog/ai-bubble We are watching the largest infrastructure buildout in history. But as billions are poured into making AI models smarter, a difficult truth is emerging: the models themselves are becoming less special, forcing companies to race for a new kind of advantage. Tue, 21 Oct 2025 00:00:00 GMT https://murabcd.vercel.app/blog/saying-no Learning to say no is one of the most important skills in product leadership. The ability to decline opportunities, features, and requests that don't align with your strategy is what separates great leaders from overwhelmed ones. Sat, 18 Oct 2025 00:00:00 GMT https://murabcd.vercel.app/blog/prompt-fallacy The term 'prompt engineering' is a dangerous misnomer. It trivializes the real work of building with AI, which is about architecting the entire context an agent operates in. This is not a tactical skill; it is a core engineering discipline. Thu, 02 Oct 2025 00:00:00 GMT https://murabcd.vercel.app/blog/non-technical-employees For years, product teams have operated as requesters, dependent on engineering for every tool and data pull. In an AI-native company, this model is a fatal bottleneck. It's time to onboard everyone like an engineer. Wed, 24 Sep 2025 00:00:00 GMT https://murabcd.vercel.app/blog/enterprise-ai-agents The leap from experimental GenAI to autonomous enterprise agents is fraught with peril. It requires a shift from simple automation to true autonomy, a journey that tests the limits of product strategy and engineering discipline. Mon, 22 Sep 2025 00:00:00 GMT https://murabcd.vercel.app/blog/long-context-issues We obsess over the intelligence of AI models, but their biggest limitation is that they are fundamentally forgetful. The coming revolution in long-context inference will change this, unlocking the true potential of enterprise AI. Fri, 12 Sep 2025 00:00:00 GMT https://murabcd.vercel.app/blog/how-llms-work Large Language Models can feel like magic, but they are built on a foundation of understandable principles. For anyone with a technical background, a deep literacy is within reach. Tue, 09 Sep 2025 00:00:00 GMT https://murabcd.vercel.app/blog/retention-law Retention is the ultimate arbiter of product-market fit, yet it's widely misunderstood. After years of analyzing products, I've come to see that retention follows a few predictable, and often brutal, laws. Tue, 02 Sep 2025 00:00:00 GMT https://murabcd.vercel.app/blog/ai-pricing-strategy The most successful AI products won't be sold as software. They'll be sold as a strategic alternative to hiring. In today's economy, this reframing is the key to unlocking budget and growth. Fri, 29 Aug 2025 00:00:00 GMT https://murabcd.vercel.app/blog/context-rag Most RAG systems are failing silently. The problem isn't the models or the embeddings – it's that we're destroying context when we chunk documents. Here's how to fix it without rebuilding everything. Mon, 18 Aug 2025 00:00:00 GMT https://murabcd.vercel.app/blog/design-simplicity Complexity is the enemy of good products. But simplicity isn't about removing features – it's about making the right choices. Here's how to build products that work without overwhelming users. Sat, 09 Aug 2025 00:00:00 GMT https://murabcd.vercel.app/blog/pm-to-cpo The journey from a first-time PM to the C-suite is not a single ladder. It is a series of distinct transformations, each with its own definition of success. Here is my framework for navigating the three critical phases of a product leader's career. Sun, 03 Aug 2025 00:00:00 GMT https://murabcd.vercel.app/blog/career-in-ai-era The principles for building a successful career have been rewritten by the AI platform shift. The old advice is outdated. Here's a CPO's framework for navigating the new landscape. Tue, 15 Jul 2025 00:00:00 GMT https://murabcd.vercel.app/blog/drowning-ai-noise AI promised to solve our efficiency problems, but it's creating new ones. In the arms race of automation, everyone is running faster just to stay in the same place. What does this mean for building products? Mon, 14 Jul 2025 00:00:00 GMT https://murabcd.vercel.app/blog/pricing-product Pricing is where many product strategies fall apart. It's often treated as an afterthought, driven by gut feel or competitor-copying. Here is a disciplined framework for building a pricing model that lasts. Sun, 06 Jul 2025 00:00:00 GMT https://murabcd.vercel.app/blog/context-engineering The term 'prompt engineering' is a dangerous misnomer. It trivializes the real work of building with AI, which is about architecting the entire context an agent operates in. This is not a tactical skill; it is a core product discipline. Tue, 01 Jul 2025 00:00:00 GMT https://murabcd.vercel.app/blog/ai-demand-clarity AI agents can write code faster than any human, but this hasn't solved our biggest problem. The bottleneck has shifted from implementation to specification, and our old product development processes are breaking. Mon, 23 Jun 2025 00:00:00 GMT https://murabcd.vercel.app/blog/product-principles Many product teams are stuck in a cycle of motion without progress. The key to breaking free isn't working harder; it's adopting a set of principles designed for clarity, momentum, and real impact. Sun, 15 Jun 2025 00:00:00 GMT https://murabcd.vercel.app/blog/road-to-agi Despite the hype, I believe true AGI is further than we think. Based on hands-on experience, fundamental roadblocks like the inability for AI to truly learn and reliably use tools are being seriously underestimated. Wed, 11 Jun 2025 00:00:00 GMT https://murabcd.vercel.app/blog/mcp-howto APIs are messy for AI agents to use, often leading to errors. The Model Context Protocol (MCP) is a new standard designed to fix this by creating a reliable way for AIs to use tools. Here’s a simple breakdown of what it is, why it matters, and how it works. Sun, 08 Jun 2025 00:00:00 GMT https://murabcd.vercel.app/blog/customization-trap In enterprise software, every customization request comes with a compelling ROI calculation. But these calculations hide a more insidious cost that compounds over time, fundamentally changing your product's trajectory and your ability to innovate. Fri, 30 May 2025 00:00:00 GMT https://murabcd.vercel.app/blog/cpo-fail The CPO role has a notoriously short tenure. It's not because the work is impossible, but because failure typically follows one of three predictable patterns. Understanding them is the first step to survival. Thu, 22 May 2025 00:00:00 GMT https://murabcd.vercel.app/blog/common-ai-pitfalls Learn how to avoid the most common pitfalls when implementing AI in enterprise products, focusing on practical lessons from real-world deployments and strategies for sustainable AI adoption. Mon, 19 May 2025 00:00:00 GMT https://murabcd.vercel.app/blog/building-effective-agents Why the most effective AI agents aren't built on complex frameworks, but on simple, reliable patterns. Learn from real-world implementations about what actually works. Thu, 01 May 2025 00:00:00 GMT https://murabcd.vercel.app/blog/first-year-cpo Looking back at my first year as CPO at Flomni: figuring out the situation, finding where to focus, and setting a clear product direction for our B2B AI platform. Sat, 26 Apr 2025 00:00:00 GMT https://murabcd.vercel.app/blog/fear-ai The narrative around AI and job displacement misses the most significant obstacle to true disruption. The biggest challenge isn't building the AI; it's deploying it in the parts of the economy that resist change the most. Sun, 13 Apr 2025 00:00:00 GMT https://murabcd.vercel.app/blog/llm-build-vs-buy Deciding whether to build/fine-tune your own LLM or use a third-party API is a critical choice. Let's break down the key factors: cost, control, customization, and capability. Wed, 02 Apr 2025 00:00:00 GMT https://murabcd.vercel.app/blog/realtime-voice-agent Explore the architecture of OpenAI's Realtime API and a practical approach to building dynamic, low-latency voice agents with advanced conversational capabilities. Wed, 19 Mar 2025 00:00:00 GMT https://murabcd.vercel.app/blog/deep-focus A product leader's day is a constant battle between reactive firefighting and proactive strategy. Winning this battle isn't about finding more time; it's about intentionally managing your mental energy. Here's my framework. Tue, 04 Mar 2025 00:00:00 GMT https://murabcd.vercel.app/blog/product-team-evolution How to strategically structure your product team as your company navigates different stages of growth, from early-stage experimentation to rapid scaling. Fri, 21 Feb 2025 00:00:00 GMT https://murabcd.vercel.app/blog/value-revenue-alignment For B2B SaaS companies serving businesses, directly linking your revenue model to the tangible value customers receive isn't just a pricing strategy it's fundamental to sustainable growth and minimizing churn. Thu, 30 Jan 2025 00:00:00 GMT https://murabcd.vercel.app/blog/ai-memory-deep-dive Let's explore how AI systems store and process information, from ephemeral task context to persistent knowledge, and how these memory capabilities fundamentally shape AI learning and behavior. Thu, 16 Jan 2025 00:00:00 GMT https://murabcd.vercel.app/blog/selling-ai-assistants Master a structured sales approach for AI assistants, focusing on effective prospect discovery, compelling value demonstration, ROI calculation, objection handling, and closing strategies. Wed, 25 Dec 2024 00:00:00 GMT https://murabcd.vercel.app/blog/the-self-as-user-trap It's a common pitfall for founders and product teams to design solutions for themselves. But your deep expertise and the unique needs of early adopters can blind you to what truly new customers require. Sun, 08 Dec 2024 00:00:00 GMT https://murabcd.vercel.app/blog/why-teams-stuck Identifying common patterns like handoff delays, information silos, fuzzy ownership, sales pressure, and fear of imperfection that slow down B2B product teams, and how to regain momentum. Tue, 19 Nov 2024 00:00:00 GMT https://murabcd.vercel.app/blog/ai-practical-guide Learn how we're making AI a natural part of your workflow by focusing on simplicity, practical use, and reliable results. Tue, 12 Nov 2024 00:00:00 GMT https://murabcd.vercel.app/blog/first-pm The hiring of the first product manager is one of the most critical moments in a startup's journey. It's not just about adding a role; it's a signal that the company is maturing. Here are the four indicators that the time is right. Wed, 23 Oct 2024 00:00:00 GMT https://murabcd.vercel.app/blog/feature-request Falling into the trap of building every feature customers ask for is a path to a bloated, incoherent product. The real job of a product leader is to translate raw feedback into genuine insight. Sun, 20 Oct 2024 00:00:00 GMT https://murabcd.vercel.app/blog/product-transformation Transitioning from a service or hybrid model to a true product company is fraught with challenges but offers significant rewards. Explore the strategic choices, organizational impacts, metric shifts, and cultural changes required for success. Wed, 02 Oct 2024 00:00:00 GMT https://murabcd.vercel.app/blog/enterprise-ai-insights Exploring the practical challenges and opportunities of implementing AI in large organizations, focusing on data, workflow integration, and realistic expectations. Mon, 26 Aug 2024 00:00:00 GMT https://murabcd.vercel.app/blog/great-not-good The pressure to add 'just one more feature' is a common path to mediocrity. The most successful products don't try to be good at everything; they are great at a few essential things. Mon, 05 Aug 2024 00:00:00 GMT https://murabcd.vercel.app/blog/work-communication Learn how to write work messages that are warm, clear, and personable while maintaining a professional tone, fostering positive collaboration and ensuring clarity. Thu, 25 Jul 2024 00:00:00 GMT https://murabcd.vercel.app/blog/jtbd-user-interviews Learn how to conduct effective user interviews using the Jobs-to-be-Done (JTBD) framework to understand deep user motivations, struggles, and the 'job' they hire your product for. Mon, 08 Jul 2024 00:00:00 GMT https://murabcd.vercel.app/blog/ai-procurement-cost-calculus A straightforward guide for those building AI solutions on helping clients explain AI's hard and soft cost savings to get buy-in and prove its worth. Mon, 12 Feb 2024 00:00:00 GMT https://murabcd.vercel.app/blog/managing-ai The frustration of working with AI often echoes the frustrations of ineffective management. The skills required to get great results from an AI are the same skills that define great leadership: providing context, iterating with feedback, and defining clear outcomes. Sat, 20 Jan 2024 00:00:00 GMT https://murabcd.vercel.app/blog/product-intuition Having good ideas is only half the job. The product managers who actually win arguments and build successful products are the ones who know how to prove their ideas are right. Thu, 11 Jan 2024 00:00:00 GMT https://murabcd.vercel.app/blog/domain-specifc-ai Exploring the architectural and practical challenges of developing specialized AI assistants, drawing lessons from implementing AI in the legal domain. Tue, 26 Dec 2023 00:00:00 GMT https://murabcd.vercel.app/blog/prompt-engineering-guide Learn the key principles of prompt engineering to get better results from AI models. Practical techniques from basic prompting to advanced chain-of-thought approaches. Sat, 14 Oct 2023 00:00:00 GMT https://murabcd.vercel.app/blog/bugs-execution Features get roadmaps, but what about the constant stream of bugs and urgent requests? Here's a practical framework to tame the chaos of unplanned work, from frictionless intake to ruthless prioritization. Sat, 23 Sep 2023 00:00:00 GMT https://murabcd.vercel.app/blog/ship-things-faster Traditional product management can slow down complex B2B development. Rethinking the roles: empower engineers to make product decisions with deep context provided by PMs. Fri, 01 Sep 2023 00:00:00 GMT https://murabcd.vercel.app/blog/great-resume Most resume advice focuses on beating algorithms, but hiring managers are looking for something else: demonstrated impact, clarity, and proof you can get things done. Here's my perspective on what makes a product manager's resume stand out. Thu, 17 Aug 2023 00:00:00 GMT https://murabcd.vercel.app/blog/joining-startup Startups promise speed and impact, but the reality is often chaotic and unforgiving. Before you take the leap, here are the unglamorous truths about startup life, and the one powerful reason you might do it anyway. Mon, 24 Jul 2023 00:00:00 GMT https://murabcd.vercel.app/blog/stop-fixing-churn The directive to 'reduce churn' often leads product teams down a path of discounts and desperation. The truth is, churn is a symptom, not the disease. The real work lies in retaining the right customers. Wed, 07 Jun 2023 00:00:00 GMT