In-Review

Back in January I argued that AI parallelism turns clean architecture into a forcing function — coupling now has an immediate cost in blocked parallel work. After three more posts living inside this workflow, I want to come back to that argument and say what I think I underestimated. The economic shift is bigger than parallelism. AI has quietly collapsed a whole stack of tradeoffs that software engineering treated as fundamental, and the implications run further than “you can run more agents.” ...

The previous post was about when to go up a level. This one is about the operational layer underneath that decision: which model to use for which kind of work, and the harder discipline that makes the whole thing actually work — being willing to throw away expensive output. The two topics are connected. If you’re not willing to discard, your model choices don’t matter, because you’ll end up patching whatever the cheapest model produced regardless of how wrong its foundation was. ...

Beyond Managed Decline: The Torah Framework for Human Flourishing Part 3: The Universal Path to Redemption This is Part 3 of a three-part essay. Part 1 examined civilizational decline across developed nations. Part 2 explored Israel’s exceptionalism and the Lubavitcher Rebbe’s Torah-based framework that outperformed secular strategic analysis. The Seven Laws of Noah: Universal Moral Code Judaism offers a framework that applies not only to Jews but to all humanity: the Seven Laws of Noah (Sheva Mitzvot B’nei Noach). According to the Talmud, these universal laws were given to Noah and his descendants—meaning all of humanity—after the Flood.1 ...

In the first post I argued that responsibility in AI-assisted development isn’t line-level review — it’s strategic oversight at the right altitude. This post is about what that means in practice. Specifically: how to recognize when the right move is to stop pushing at the current level and step up a layer. This is the single most useful pattern I’ve found, and it shows up at every scale. The Pattern Whenever something isn’t working — a bug AI keeps failing to fix, a feature it keeps implementing wrongly, a plan that keeps generating awkward code — the wrong response is to push harder at the same level. The right response is almost always to go up one. ...

Beyond Managed Decline: The Torah Framework for Human Flourishing Part 2: Israel’s Exception and the Rebbe’s Framework This is Part 2 of a three-part essay. Part 1 examined the demographic, institutional, and fiscal crises facing developed nations, with Israel emerging as an unexplained exception to universal patterns of decline. The Limits of Materialist Frameworks Part 1 documented a civilization in managed decline: unsustainable entitlements, collapsing fertility, institutional incompetence, and escalating debt. The analysis concluded that America’s position rests less on excellence than on competitors facing similar or worse challenges. ...

A few months ago I wrote a post arguing that AI parallelism would force developers to take clean architecture seriously, because coupling now has an immediate cost in blocked parallel work. I still think that’s true. But I want to start this series with a confession: the elaborate workflow I built on top of that insight is mostly not what I actually do anymore. This isn’t a retraction. The economic argument holds. What I got wrong was the workflow that I thought followed from it. ...

The Illusion of Security: America’s Institutional Decline and the Demographic Trap Part 1: Managed Decline This is Part 1 of a three-part essay series examining civilizational decline and potential alternatives. The math on Social Security is simple enough that a programmer with a spreadsheet can work it out in fifteen minutes. A worker earning $150,000 annually pays $9,300 per year in Social Security taxes.1 Invested in a basic Vanguard index fund at historical market returns of 8-10% over thirty years, that same amount would grow to between $1.1 million and $1.5 million.2 Meanwhile, Social Security promises monthly benefits of roughly $3,500-4,000 at retirement age, which annualized over a typical retirement comes to perhaps $840,000-960,000 total.3 ...