The sharpest argument here is not that novelty is exciting, but that unfamiliar systems expose whether people can operate without inherited certainty. The author frames adoption as an immigrant-style crossing: not a specialist’s conquest, but a shared condition of moving through unstable norms, missing landmarks, and incomplete guidance. That reframing matters because it shifts attention from tool mastery alone to the durable habits that let practitioners keep working when the environment changes faster than their plans.
The GRANT framework gives that argument operational shape. Grit means treating failure as feedback rather than proof of incompetence; resourcefulness means using informal prompts, peer exchanges, and existing networks instead of waiting for perfect programs; adaptability means accepting that today’s workflow can be obsolete in months; navigation means learning when to trust an output and when to verify it; transcendence means turning hard-won experience into guidance for others. In practice, the most effective adopters are not the most credentialed, but the most learnable.
The limitation of this mindset is that it can be mistaken for celebration of turbulence itself. The source is clear that the territory is unstable, the tools shift, and no one is fully grounded, which makes judgment more important than enthusiasm. Leaders are advised to model iteration, reward informal knowledge sharing, normalize rebuilds, and elevate internal guides who crossed the terrain the hard way. The lasting significance is cultural: adoption succeeds when uncertainty becomes practice, not spectacle.
No Natives in This Territory
When it comes to generative AI, we are all immigrants. Almost every one of us. The tools are new, the norms are unwritten, the landmarks keep shifting, and the airline you counted on may not exist by the time you arrive. No one really — not the technologists, not the executives, not the researchers with thirty years of expertise — is navigating from solid ground right now. I see this in my work leading AI use cases for R&D at 3M. The professionals who are making real progress are not necessarily the most technically sophisticated or AI savvy. They are the ones bringing something older and harder-won: the willingness to be lost for a while, and to keep moving anyway. They are, whether they know it or not, drawing on the immigrant mindset. The question is not whether you will be disoriented. You will. The question is what you bring to that disorientation.GRANT, Applied
Our journey shaped by this mindset can carry us through. Here is what each element of GRANT looks like when applied to AI adoption. Grit is the decision, made repeatedly, to keep going when the system fails you. In AI, that means treating a hallucination or a failed prompt not as evidence that the technology is useless or that you are incapable, but as the first data point in a longer learning curve — using our diligence to make most of the “artificial diligence” of AI. Resourcefulness is working with what’s available rather than waiting for perfect conditions. The teams generating real value from AI are not waiting for enterprise rollouts or certified training programs. They are sharing prompts informally, experimenting across functions, building peer knowledge networks. Adaptability is the ability to grieve the familiar quickly and find the next available path. Piedmont Airlines no longer existed when I arrived at the gate. The AI tool your team built a workflow around six months ago may already have been surpassed. Adaptability means releasing the expectation that the landscape will stabilize before you engage with it. It won’t. Navigation is reading unfamiliar terrain without a map — knowing which tool suits which task, when to trust an output and when to verify it, how to read the unwritten norms of AI use inside your organization. This is not a skill that arrives with a certification. It is instead built through cumulative experience, peer learning, and a willingness to recalibrate. Transcendence is where the journey becomes generative. The immigrant who once couldn’t pronounce the name of a destination can evolve as a guide for the next arrival. In AI, these are the professionals who crossed the territory the hard way and can now translate it for others — who become the bridge-builders, the internal champions, the people who make adoption real not through mandate but through example.What Leaders Can Do: Cultivating the GRANT Mindset
The immigrant mindset is not just a personal resource reserved for a few — it is something leaders can actively cultivate in their teams. Here is what that looks like in practice:- Model grit publicly. Let your team see you iterate, fail, and try again with AI tools. Fluency is built through visible practice, not performed expertise. This is especially important given the impact of AI on team trust and psychological safety.
- Create latitude for resourcefulness. Reward experimentation and informal knowledge-sharing, not just sanctioned use cases. The prompt someone shares across a hallway may be worth more than a formal training program.
- Normalize the update. When AI tools change or workflows need to be rebuilt, treat it as the nature of the territory rather than a failure of planning. Adaptability is a cultural signal, not just an individual skill.
- Build navigational judgment, not just compliance. Policies tell people what they can and cannot do with AI. Practice builds the judgment to know when outputs can be trusted, when they need verification, and when human insight must lead.
- Find your transcenders — elevate their voices. The people in your organization who have crossed this territory the hard way, who struggled, adapted, and found their footing — are your most valuable guides. Identify them. Give them a platform.
The Permission You’re Waiting For
Once I learned to say things like the natives, people could finally understand where I was going. The destination had been real all along. I just needed to find the right language for it. That is where most of us are with AI right now. The destination is real. The path is uncertain. And the required GRANT mindset is not something that needs to be acquired from scratch. For anyone who has ever navigated something genuinely unfamiliar, it is something they already possess. We are all immigrants now. And immigrants, as it turns out, may know exactly what to do.We Are All AI Immigrants Now: A New Land, A Proven Mindset
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