Category: AI Research

  • AI Poses A “Hidden Threat” To Organizations: Report

    AI Poses A “Hidden Threat” To Organizations: Report

    In December 2025, I had written in one of my newsletters:


    Now, a new article in Harvard Business Review (HBR) raises almost the same concerns, but for organizations implementing AI.

    The Core Concern

    • AI’s fluency and confidence create an illusion of competence, encouraging employees to offload critical thinking to machines, says the HBR article.
    • Over-reliance on AI can hollow out tacit knowledge, judgment, and interpretive reasoning—capabilities essential for innovation, crisis response, and strategic planning.
    • Organizations risk becoming technologically advanced but competitively fragile if they fail to protect human expertise.

    Three Ways AI Erodes Capabilities

    1. People Stop Thinking
      • Employees defer to AI outputs instead of developing their own analyses or strategies.
      • Example: Creston Telecom (Australia) found managers presenting AI-generated scenarios without being able to defend choices.
      • Solution: Instituted AI-free strategy sessions and a six-month “strategy residency” to preserve judgment and systems thinking.
    2. Rules Get Buried in Systems
      • AI embeds subjective, moral decisions (e.g., credit approvals, promotions) into opaque algorithms.
      • This undermines deliberation, accountability, and adaptability.
      • Example: Piedmont Regional Bank (U.S.) noticed its Credit Committee leaning heavily on AI.
        • Response: Quarterly “credit standards roundtables” to debate evolving criteria.
        • Introduced apprenticeships pairing junior analysts with senior lenders, ensuring judgment and accountability remain human-driven.
    3. Social Ties Are Weakened
      • AI displaces collaborative problem-solving, reducing trust and shared purpose.
      • Example: Brightview Creative (U.K. advertising agency) saw clients leaving despite strong campaign metrics.
        • Clients felt they were dealing with a “vending machine” rather than creative partners.
        • Solution: Banned AI-generated content in client presentations, appointed strategic leads to articulate human judgment, and rebuilt client confidence.

    Key Takeaway

    AI can enhance organizational performance—but it cannot:

    • Develop expertise through lived experience
    • Take moral responsibility
    • Build trust, courage, or shared purpose

    The report says these remain irreducibly human functions. Leaders must ensure AI augments rather than replaces them, or risk losing the competitive edge that makes their organizations resilient.

    Source: HBR


    What’s your view on the above? Do comment.

  • AI Is Writing Your Code, But Is It Rewriting Your Brain?

    AI Is Writing Your Code, But Is It Rewriting Your Brain?

    In early 2026, researchers at Anthropic published new findings on a question that’s quietly reshaping computer science education: How does AI assistance affect human coding skill formation?

    For experienced developers and students just getting started, the answer matters more than ever.

    AI coding assistants can autocomplete functions, generate boilerplate, explain stack traces, and even architect small applications from a prompt. Used well, they feel like a senior engineer looking over your shoulder. But Anthropic’s research suggests the impact on skill development depends heavily on how these tools are used.