Structural Analogy as a Diagnostic Method: How to Read Organizational Pathologies Through Distant Domains

A first series of four articles on technology governance is already published on LinkedIn and established a diagnosis: inherited governance models are structurally misaligned with the pace of AI-driven change. This new series addresses a prior question: how do we diagnose organizational pathologies rigorously in the first place? The answer proposed here is methodological: structural analogy across distant domains. Why I Am Writing This I have been thinking about analogy since 2005, longer than I have been thinking about most things professionally. ...

March 15, 2026 · 12 min · Gabriel Mailhot

Processes Are Becoming Legacy Systems: Why AI Demands a New Organizational Architecture

Part IV of a series on rethinking technology governance foundations, and a pivot toward what comes next The first three articles in this series examined specific symptoms: the instability of the People-Process-Tools model under high human variability, the strategic liability of tool positioning in a fast-moving AI market, and the asymmetric risk that regulated organizations are structurally failing to measure. This fourth article steps back to name the underlying condition, the diagnosis from which those symptoms follow. ...

March 10, 2026 · 7 min · Gabriel Mailhot

Beyond the People-Process-Tools Model: Toward Resilient Organizational Engineering

Rethinking the foundations of technology governance in an era of structural human variability A Time-Tested Model Confronting an Unprecedented Context The People, Process, Tools (PPT) model has shaped technology governance for decades. Its founding premise rests on the stability of human capital: skilled individuals, carrying a shared culture, apply defined processes using adapted tools. In its mature form, this model has always recognized that processes and tools encode organizational knowledge, with the human dimension serving as the activation vector. ...

March 9, 2026 · 5 min · Gabriel Mailhot

When Tool Positioning Becomes a Strategic Liability: The Case for Principle-Driven Agentic Architectures

Part II of a series on rethinking technology governance foundations In a previous article, I argued that the People-Process-Tools model needs to be rebalanced toward platform engineering in contexts of high resource variability. This article extends that argument one step further: in a world where AI is redefining the available tools every few months, even the ‘Tools’ layer of that platform deserves to be rethought. The Paradox of Tool Positioning In large organizations, the process of selecting, evaluating, approving, and deploying a new tool is rarely a lightweight exercise. Between security reviews, architecture assessments, procurement cycles, integration planning, and training programs, the full lifecycle from initial evaluation to production readiness commonly spans six to eighteen months. For highly regulated environments, that timeline can extend further. ...

March 9, 2026 · 6 min · Gabriel Mailhot

Why Governance Frameworks Miss the Biggest AI Risk: The Case of Regulated Organizations

Part III of a series on rethinking technology governance foundations The first two articles in this series examined how to rebalance technology governance toward platform engineering in contexts of high human variability, and why tool positioning is becoming a strategic liability in a world of accelerating AI. This third article steps back from the technical layer to address a more basic challenge: the organizational resistance that makes any of these transformations genuinely difficult, and the asymmetric risk of not moving fast enough. ...

March 9, 2026 · 7 min · Gabriel Mailhot