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Ideas & Thoughts Beyond NBM4

Blog, Ideas & Thoughts Beyond NBM4

Latest from the blog

  • Shipping Better MLPs Smarter—Research Paper
    NBM4 Introduction

    Shipping Better MLPs Smarter—Research Paper

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    Domain-Ordered Directed Graph Execution: Compile-Time Governance for Hypothesis-Aligned AI Execution MLP = Most Lovable Product — the minimum product scope that maximises customer delight. Author: Mikhail Kozlov (aka Michael Kozloff) Version: 9.3 Created Date: May 17, 2026 Publication Date: July 08, 2026 [updated to v9.3 on July 16, 2026] Change History: Appendix E summarizes the changes in this revision and the full version lineage since v1. License: The author intends to submit this work under arXiv’s non-exclusive…

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  • The Sprint Refinement Session Nobody Wins
    Product

    The Sprint Refinement Session Nobody Wins

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    Most software teams have the same argument every couple of weeks: the business needs something new, but the engineers are already full. The sprint refinement standoff is not a personality problem. The PM protecting market responsiveness and the engineer protecting committed capacity are both right. The system puts two correct people in conflict over one scarce resource — and no amount of better facilitation, tighter planning, or async standups changes…

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  • Product Strategy That Learns in HADI Cycles
    Best Practices, Growth

    Product Strategy That Learns in HADI Cycles

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    Wiring 4P strategy, HADI cycles, and NBM4 stages for AI-assisted product delivery. Adaptive strategy is a principle. Evidence-mutated strategy is an operating model.

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  • Infographic: Why B2B Sales Teams Miss Quotas
    Go to Market

    Infographic: Why B2B Sales Teams Miss Quotas

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    Most B2B sales reps spend only 28% of their time selling, with 72% lost to administration, research, and inefficient tools. This infographic highlights five key inefficiencies leading to quota misses, offering insights for teams to improve their go-to-market strategies and sales processes by addressing these hidden challenges.

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  • Tesla 2025: Can Innovation Save Its Shrinking Market Share?
    Product

    Tesla 2025: Can Innovation Save Its Shrinking Market Share?

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    Tesla’s global EV market share is falling, but the company is betting big on affordable EVs, autonomous taxis, and humanoid robots to reclaim leadership. Here’s what the 2025 roadmap reveals—and what might derail it.

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  • Why Your Efficiency Wins Might Backfire: A Product Manager’s Guide to the Jevons Paradox
    Product

    Why Your Efficiency Wins Might Backfire: A Product Manager’s Guide to the Jevons Paradox

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    As a product manager, enhancing your product’s efficiency is often a primary goal. Improved efficiency can lead to cost savings, better performance, and increased user satisfaction. However, it’s crucial to understand the Jevons Paradox. This phenomenon occurs when increased efficiency leads to higher overall consumption. It can potentially negate the intended benefits.​

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