The Lab – Blog
Practical articles for consequential decisions.
The NJL Design Lab blog publishes source-backed guides, models, and operating systems for financial independence, investing, real estate, family finance, AI, and the non-money side of life.
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AI
Building Local Community Resilience in the Age of AI and AGI
AI will reshape communities long before it reshapes civilization. Strong local networks, trusted institutions, and adaptable economies will matter more than ever.
AI
Raising Children in the Age of AGI: Skills, Education, and Human Agency
When information becomes inexpensive and AI can perform many cognitive tasks, the goal of education changes. Children will still need knowledge, but they will need judgment, initiative, relationships,…
AI
The AGI Career Transition Playbook: How to Protect Income Without Trying to Outrun AI
Career resilience does not require predicting which jobs AI will eliminate. It requires understanding which tasks are changing, moving closer to durable outcomes, and building more than one…
AI
What Is AGI? What It Is, What It Is Not, and How to Track Progress
AGI may not arrive through one universally accepted announcement. This guide explains artificial intelligence from the beginning, examines current frontier systems, and identifies the technical, economic, and social…
AI & Future of Work
Household Self-Sufficiency in the Age of AGI
A practical plan to lower household costs, strengthen food, energy, water, and transportation systems, and preserve flexibility through an uncertain AI transition.
AI & Future of Work
AGI and Financial Independence: How Families Can Prepare for Economic Disruption
AGI could create abundance, instability, or both. Here is how families can prepare their income, housing, portfolio, and emergency reserves for AI-driven economic disruption.