AI

Through extensive experimentation across diverse puzzles, we show that frontier LRMs face a complete accuracy collapse beyond certain complexities. Moreover, they exhibit a counter-intuitive scaling limit: their reasoning effort increases with problem complexity up to a point, then declines despite having an adequate token budget. By comparing LRMs

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LLM Knowledge Bases

AI is a fad, but not merely a fad. You can’t merely wait for it to blow over, and imagine that things will be as they were. A lot of it will blow over, but also a lot of things will be blown flat by it. Important matters, customs, infrastructures, cherished ways of life, gone with the wind and never replaced.

What begins as personalization can quietly become entrapment, not through control, but through familiarity. And in that familiarity, we begin to lose something essential: not just variety, but the very conditions that make change possible.

What sounds like a convenience, digital companions that “know you,” can quietly become a constraint. Unlike human memory, which fades and adapts, infinite memory stores information with fidelity and permanence. And as memory-equipped LLMs respond, they increasingly draw on a preserved version of you, even if that version is six months old and... See more

I love em dashes. Even on a superficial level, the sleek, suave em dash feels superior to the homogenous barrage of dots and commas that otherwise constitute the punctuation department of the English language. I quite enjoy its visual audacity. It takes up the most space of all the punctuation marks. In the cyberworld of excess, it draws the eye... See more

Project Lazarus is an initiative to acquire and permanently preserve the full, unfiltered operational history of defunct or inactive companies at scale. We focus on private codebases, version histories, internal documentation, post-mortems, experimentation logs, infrastructure tooling, and everyday work artifacts that collectively reflect how real... See more

nothing survives the session boundary