P.S. You Should Know... | Issue #473
Record ride
my story đ
đ˛ Our daughter wanted to challenge herself to new personal record for bike ride distance. After 6+ miles and many of hills, we rolled up to our house and celebrated!
fun facts đ
Interstate 19: Americaâs only metric highway. âThereâs not many places in the U.S. where you get a little math problem while youâre driving.â Interstate 19 in Arizona is a 102-kilometer stretch where signs are in meters and kilometers, and locals keep fighting to keep it that way. ~ learn more
Say now Shibboleth. âThen said they unto him, Say now Shibboleth: and he said Sibboleth: for he could not frame to pronounce it right.â So they killed him. A shibboleth is a word or habit that marks you as an insider or outsider. ~ learn more
A wastewater plant that grows nature. âThe largest bio-remediation facility in the worldâ is cleaning Riyadhâs wastewater while building habitat along Wadi Hanifa. Permaculture instructor Andrew Millison visits the site and treats it like a working ecosystem, not just infrastructure. ~ learn more
Part bank vault, part citadel. âThey are part bank vault, part food store and part citadel.â In southern Morocco, these agadir (igoudar) were communal fortress granaries where families stored grain, jewelry, and documents behind thick walls and carved wooden locks. ~ learn more
tech, startups, internet âĄ
How to finance a data center buildout. âAn innovation on the finance sideâ is a phrase you never want to hear. The âconduit debt financingâ allows companies to access debt markets at scale without showing debt on their balance sheets, by using an intermediary known as a conduit. ~ learn more
HyperAgents that rewrite their own upgrades. âA hyperagent combines the task agent and the meta agent into a single self-referential, modifiable program, such that the mechanism responsible for generating improvements is itself subject to modification.â The idea is simple: let the system change both how it solves tasks and how it decides what to change next, so improvements can compound across domains. ~ learn more
GODMOD3. Iâve written before about Pliny the Liberator, an AI security researcher and LLM jailbreaker extraordinaire. Hereâs his latest gift to the public: no sign-ups / guardrails / filters, and totally open source. âthe most liberated AI interface ever built! designed to push the limits of the post-training layer and lay bare the true capabilities of current models. simply enter a prompt, then sit back and relax! enjoy a game of Snake while a pre-liberated backend agent jailbreaks dozens of models, battle-royale style.â ~ learn more or try yourself
Why ATMs didnât kill bank teller jobs, but the iPhone did. âATMs did not reduce bank teller employment. But they miss the second half of the story, which is that another technology did. And that technology was the iPhone.â The piece argues the ATM mostly shifted teller work around, while smartphones and mobile banking made whole interactions disappear. ~ learn more
better doing đŻ
The science of personality change. âBrian Little says that in the service of important personal projects, we can actually shape-shift for a short period of time in order to achieve our goals.â Olga Khazan explains how you can act like the person you want to be, long enough for it to start feeling like you. ~ learn more
Linusâs Law applies to science, too. The creator of Linux changed software by publishing his code and letting the community find and fix bugs, rather than polish for a long time before releasing. The author argues this works for research too: release early, let lots of weirdly qualified strangers take a look, and you get angles no tightly managed team will find. ~ learn more
to your health â
Not for human consumption. Amid the FDAâs efforts to regulate peptides, communities on platforms like Telegram are conducting their own lab testing and trials, often without clinical backing. Retatrutide, a new frontrunner in weight loss drugs, shows promise with â28.7% weight loss in Phase 3 trials,â yet the market for grey-market peptides like BPC-157 continues to blur lines between legitimate health intervention and regulatory overstep. ~ learn more
The nutrition wars will never be won. âThe universality can be wrong, even when the experience is real.â A good frame for why nutrition debates keep looping: people find what works for their body, then mistake it for a rule everyone should follow. ~ learn more
retail therapy đ¸
AI-generated ads win, as long as users donât know. âAcross studies, we find that genAI-created ads consistently outperform both human-and genAI-modified ads, increasing click-through rates by up to 19% in field settings.â Visual generative AI shows more promise in creating ads from scratch than merely enhancing human designs. But⌠âFinally, we find that disclosing AI involvement in ad generation significantly reduces advertising effectiveness by up to 31.5%, underscoring trade-offs relevant to evolving AI disclosure policies.â ~ learn more
under the microscope đŹ
A way to rejuvenate the immune system. Stimulating the liver to produce some of the signals of the thymus can reverse age-related declines in T-cell populations and enhance response to vaccination, which is evidence of boosted immune reaction. ~ learn more
How exercise can lower Alzheimerâs risk. âNow, closely examining cells from geriatric animalsâ blood-brain barriers, the researchers noticed that a damaging protein, known as TNAP, proliferated on the surface of those cells in far greater numbers than on cells from young animals, making the barrier more porous. Old animals that exercised, though, had much less TNAP dotting their blood-brain barriers than sedentary mice.â ~ learn more
Fasting hype meets a meta-analysis. âIntermittent fasting just doesnât seem to work for overweight or obese adults trying to lose weight,â said Luis Garegnani, after a Cochrane-backed review of 22 randomized trials found IF was no better than standard dietary advice for weight loss. The paper still leaves room for possible benefits beyond the scale, like metabolic health. ~ learn more
teaching the kids đŠâđŤ
Selection bias, the real teacher. âIn the world of educational data, âtoo good to be trueâ usually means there is a hidden variable in how the data was collected or filtered.â Readers may remember that Iâm bullish on Alpha Schoolâs claims on student education outcomes. Of course thereâs tons of selection bias. Luke Shepard digs into Alpha Schoolâs glossy test score claims and keeps coming back to the denominator: who got counted, who got excluded, and who could even afford to be there. ~ learn more



Thanks for the shoutout!