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    Decision Pillar

    Artificial Intelligence & Future of Work

    Navigate technological disruption with hard metrics. Evaluate whether to adopt, pivot, or bypass AI tools and workflow shifts to protect your income and operational efficiency.

    Subcategories: Career & AI Resilience (5)
    Your Raise Dies At 51 Hours. A modular mechanical gear hitting a solid steel limit block on a concrete surface.
    Career & AI Resilience • 10/16/2026

    Your Raise Dies at 51.5 Hours

    Your raise dies at about 51.5 hours a week. That is when the median computer and information systems manager, at $175,140 a year, drops back to the $65.38…

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    The 47.7 Percent IPO Tax. A machined aluminum block cleanly split into two modules, with a heavy latch securing one half.
    Career & AI Resilience • 10/16/2026

    Your IPO Payday: A 47.7% Tax Bill

    Your equity payday at an initial public offering (IPO) is mostly a tax bill. One filing this month put a 47.7% number on it.

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    SpaceX Staggered Lockup. Six staggered modular inspection gates arranged in a cascading sequence on a steel surface.
    Career & AI Resilience • 10/10/2026

    SpaceX's Staggered Lockup: Six Windows, Not One

    SpaceX workers get their next chance to sell today as 328.4 million shares — about 7% of the locked stock — open for trading.

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    The 90-Day Option Tax Trap. A cut-paper hourglass silhouette spilling heavy textured weights onto a layered dossier in a mini
    Career & AI Resilience • 10/9/2026

    Options Trap: Your 26% AMT Bill

    Three months after a job ends, an incentive stock option loses its tax status — the alternative minimum tax on the exercise spread can outweigh the strike.

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    Vibrant watercolor painting, expressive brushstrokes, soft fluid wash, textured watercolor paper, artistic illustration. A lone climber at a fork in a mountain path: one route is a solid, sunlit stone
    Career & AI Resilience • 10/2/2026

    Why 70% of Startup Options Go Unexercised

    More than 70% of vested startup stock options are never exercised, according to new data from Carta published Sept. 10.

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    Gini Loh // System

    Technology with a purpose: smarter portfolios, fuller lives.

    Free calculators and plain-English articles for lease breaks, career moves, portfolio automation, and money decisions.

    Mental Model of the Week

    Inversion

    "Instead of asking how to achieve a goal, ask how you could guarantee failure. Then avoid those actions."

    — Carl Jacobi

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