DadOps

260 posts

DadOps

DadOps

@daddaops

Katılım Ekim 2025
130 Takip Edilen18 Takipçiler
DadOps
DadOps@daddaops·
@mpopv In 2026, we have comedy that roasts AI and they are funny!
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Matt Popovich
Matt Popovich@mpopv·
me: uhhhh codex what are you doing. we don't need a feature flag wtf remove that codex. that's a great point. i'm going to make the following edit to README.md, just after install and build instructions: ``` ## New feature status New feature is always enabled. There is intentionally no `NEW_FEATURE_ENABLED` toggle. ```
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Matt Popovich
Matt Popovich@mpopv·
me: okay codex now let's add this new feature to the app i had you start building three minutes ago codex: absolutely! first let's add the NEW_FEATURE_ENABLED flag (defaulting to false) to ensure backwards compatibility with the legacy system,
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DadOps
DadOps@daddaops·
Perhaps you are wanting it to write in a very specific way and very little tolerance when it deviates from that? Imagine wanting the code it produces to not just be correct and east to read, but having very specific ordering of lines, choice of variable names etc- it never will get it right to your satisfaction. I wonder if it will produce more sensible results if you feed it with copious amount of your past writing and ask to mimic.
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Matt Bateman
Matt Bateman@mbateman·
Why can’t turn these points into good essays? Essays I would read outside of a chatbox? I don’t know.
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Matt Bateman
Matt Bateman@mbateman·
At this point the one thing I’m not using AI for is writing. I don’t use it to draft or brainstorm or even revise, really. I do use it to copy edit. I have a prompt to generate bullet point edits that I can judge individually, because a revised draft can’t be trusted.
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DadOps
DadOps@daddaops·
@mikepat711 The scientists and mathematicians have produced so much stuffs just waiting for engineers to turn into magical products that people can no longer distinguish between fundamental research and engineering marvel.
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Mike P
Mike P@mikepat711·
You can think Elon’s an asshole. You can disagree with his views. You can boycott his products. But people who try to argue that he’s a moron/doesn’t know what he’s doing are some of the most embarrassing fucking idiots ever. It’s like trying to make a case that the sky isn’t actually blue despite everyone’s eyes proving otherwise.
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DadOps@daddaops·
@BriHReed @Shayan86 @Cornell I suspect part of the reason for it's effectiveness is that it responded in a respectful manner without calling or implying the person to be stupid for having such beliefs. People listen more if you are respectful and listen to them first.
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Brian Reed
Brian Reed@BriHReed·
I reported on an experiment this week that blew my mind. Psychologists at @Cornell recruited thousands of people to talk with ChatGPT about a conspiracy theory they believed. They wanted to know: Is it true that conspiracy theories rarely get convinced out of their beliefs? 🧵
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DadOps
DadOps@daddaops·
@cremieuxrecueil @NathanpmYoung It doesn't even refute that they didn't do it accidentally? Your answer to this is a big signal to me so please answer as much honestly as you can.
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Crémieux
Crémieux@cremieuxrecueil·
@NathanpmYoung It doesn't refute anything. x.com/cremieuxrecuei…
Crémieux@cremieuxrecueil

This thread makes no sense, ignores all precedent, misunderstands the law, and—being generous—is probably LLM-researched. (How else could someone smart make mistakes this bad?) --- Section 1 I'm going to write out the key points here and then debunk it in full. In Section 2, I will go into how it doesn't matter why the decision was made to let the patent lapse: it was bad for Novo Nordisk regardless. In Section 3, I will go into Parm's various misunderstandings in a much more pedantic way that's largely unimportant, but will be there for interested readers. Parm's key argument is that it was rational for Novo Nordisk to give up exclusivity because they would've lost more money from the resulting PMPRB price cut than they would've gained from having two additional years of exclusivity. Why is this wrong? Consider a simple constant-volume model for the period in question. Such a model would hold that giving up two extra protected years only makes sense if PMPRB would have forced the price below 80% of the otherwise achievable price for the full ten-year period. Or: 8P > 10qP -> q < 0.8 So, PMPRB would need to impose a greater than 20% price cut on the whole protected period for the intentional lapse path to financially outperform having ten years of exclusivity. But this understates the issue compared to the real world: Ozempic's Canadian utilization grew later in the period! PMPRB's CompassRx report (#9) says Ozempic public-plan beneficiaries rose from 40,576 in 2019-20 to 139,397 in 2021-22, with $255 million in public-plan drug costs in 2021-22. And this was early! The growth has been much greater since. This implies that the price cut to make Novo Nordisk's patent lapse rational would need to be considerably greater than 20%, sustained or retroactively imposed, and it would need to be sufficiently certain, where precedent does not support that as being likely at all. Industry was already projecting massive growth by the last date Novo could've rescued their patent, so they had no excuse. The questions to ask yourself are: - How large a price cut is reasonable from the PMPRB? -- And how large would it need to be to make Novo a rational actor here? - What's the relative impact of generic entry? The size of a PMPRB price cut is unlikely to be even close to large enough. The strongest Ozempic-specific precedent here is the PMPRB's own treatment of Ozempic before it stopped reporting. In their 2020 list, Novo's Ozempic Drug Identification Numbers (DINs) were marked "Expired" in the comments column and "Within Guidelines" in status. This means that the old PMPRB price-screening framework was not treating Ozempic as an excessively priced drug at that point. Ozempic then appeared in PMPRB's 2021 Annual Report as one of the top-selling medicines that stopped reporting to PMPRB in 2021, with a listed exiting effect of -$301 million. From 2022 to 2025, PMPRB was not even positioned to impose a major Ozempic price cut. Even if CA 2601784 had been maintained, the PMPRB interim guidance on the matter said that an existing, patented medicine would not trigger investigation if its national average transaction price stayed at or below the projected non-excessive average price from the latest compliance letter and its list price did not increase. And further, because interim guidance was in place, no complaints-based investigations were opened in 2024 and no undertakings or excessive price hearings were approved or commenced in 2024 or January-March 2025. For Ozempic, there's no basis to say PMPRB would have pushed the prices down in 2022-25 if the patent had remained alive. The product was already "Within Guidelines" and the interim regime was not hard on price-cutting. The first serious PMPRB problem would have been in 2026-28, not over the whole eight years. The 2026 PMPRB guidelines are more relevant to the exclusivity period. These guidelines use a two-step process involving an initial/annual review and then an "In-Depth Review", but PMPRB explicitly says they don't calculate price ceilings, non-excessive prices, excess revenues, etc., and that a Hearing Panel decides excessive pricing cases on a case-by-case basis. For existing medicines, annual reviews start two years before the aforementioned Guidelines take effect and the first annual review applies the highest international price (HIP) criterion. During that two-year period, existing medicines only go to "In-Depth" if there is an approved complaint or they're associated with a DIN under review. The approved complainants are few in number: health ministers, senior public drug program officials, etc. Private parties do not apply. If 2601784 had remained in effect through the end date on March 20, 2028, it could've faced scrutiny in 2026-28, but a routine annual screen would've only arrived near the end of protection and it would create retroactive excess revenue collection risk, but not price suppression for 2018-26, and the likely collections given precedent at the time would've been small at most. Canada's generic drug pricing framework, on the other hand, exerts large effects on pricing. A single source generic drops to 55% of brand reference price after three months, two generics drop to 50%, and three or more price at 35%. Canada so far has had two approvals (Dr. Reddy, April 28; Apotex, May 1) with seven additional submissions under Health Canada review, so the real reduction in a few months is going to be ~65% off. Looking backwards, we can see that Novo failing to maintain exclusivity could've saved it ~0-15% for a few years in a scenario where PMPRB acted unusually aggressively versus an essentially guaranteed 50-70% cost reduction with generic competition, for a smaller number of years. For this to come close to penciling out, Novo would need a lot of simultaneous coincidences: PMPRB acting erratically and winning where they're known not to, less generic competition, etc. But this is a backward-looking take. What did Novo know at the time, at the end of the period where they could've refiled (August 31, 2020)? Turns out, they knew more than enough to realize it was a bad idea! The picture in August 2020 looked like this: - The Amended Patent Medicines Regulations had been published in the Canada Gazette on August 21, 2019 and were scheduled to come into force on July 1, 2020, cutting the U.S. and Switzerland from Canada's price comparison basket ('PMPRB11'). - The June 2020 Draft Guidelines had been published and were in consultation. The extreme Maximum Rebated Price (MRP) regime where there are huge negotiation effects (down to -50% at $125m revenue and $60k/QALY) was the proposal. - The Federal Court and Quebec Court of Appeal decisions that struck down this aggressive level of price reduction as ultra vires came in 2022 and the Innovative Medicines Canada lawsuit was filed in Summer of 2020, but wasn't yet decided. - The Soliris hearing decision in 20017 had been upheld by the Federal Court in June 2019 and the FCA reversal of it didn't come until July 2021, so in August 2020, it looked as though the PMPRB could impose fairly aggressive price cuts and they would stick on judicial review. But though this looks supportive for Parm's case, the "aggressive new guidelines" she relies on (here: x.com/parmita/status…; i.e., the MRP) are not actually concerning for Novo because the Draft Guidelines clearly indicated that Ozempic was a "grandfathered medicine" subject to a much lower Maximum List Price (MLP), which would be the lower of the MAPP/NEAP or PMPRB11 median, meaning that a ~5-11% price ceiling is what Novo was REALLY looking at. This is that Charles River Associates projected a bit later on the basis of data Novo had at the time, so we know it wasn't some abstruse, unknown piece of knowledge. To be fair to Novo, international reference pricing spillover would have multiplied potential list price reduction effects. The Canadian list price feeds into Germany's AMNOG reference, France's CEPS reference, some of the Nordic country baskets, Australia's PBS comparisons, and various less relevant Latin and Middle Eastern references. A reasonable 2020 estimate would be that Canadian list price changes would propagate roughly 1.5-2.5-times their nominal Canadian revenue impact given how these baskets would've updated based on an 11% update. At the time, Novo was projecting $ 600m-$1b in lost net manufacturer revenue across 2026-28, which would become $ 700m-$1.3b, as a result of generic entry. The PMPRB cost avoided by a lapse, with revenue running $300- 400m and growing on contemporary forecasts to $600- $800m, which would be modest given Saxenda's trajectory, and inclusive of Wegovy being on the MRP but somehow getting exempted (this doesn't happen/make sense) would mean that the PMPRB costs avoided would total roughly $500-$1.1b. So to get the numbers within shouting distance of each other, Novo has to (1) weight spillovers aggressively; (2) believe PMPRB will achieve a maximalist position; (3) misunderstand Wegovy's exposure to the MRP/MLP split. Without any of that, there is no reasonable way to get to their decision actually saving/making them money/matching the (now known to be VERY LOW projected) benefits of exclusivity. But this is, of course, incoherent in the first place, because PMPRB's remit includes patents for more than just active ingredients! They also cover "Patented inventions for..." "processes of manufacture", "a particular delivery system or dosage form that are integral to the delivery of the medicine", "indications/uses", "formulations". If PMPRB was already being maximalist, then they would've also regulated Ozempic based on things like the pen patents, which Novo has argued in U.S. courts *ARE* integral. To make the patent lapse case, you have to ignore that Novo also would've needed to drop the rest of their massive patent thicket, and they CLEARLY did not, as evidenced by the fact that they're still on the books! Novo requires staggering coincidences to make their decision seem rational: almost everything bad has to happen, and everything good has to not happen, but some of the bad things also have to be avoided even though they're more plausible than some of the good things not happening and some other bad things happening. How do you even argue this? And I repeat: looking back at franchise growth, the decision was obviously bad. The only way this could not be the case would be if doctors going forward choose not to prescribe generic semaglutide in lieu of prescribing Ozempic. I will take anyone's bet that generics will eat into Novo's share of the market, up to a $50,000 bet, and I will win because several provinces (e.g., Newfoundland and Labrador) REQUIRE dispensers buying the lowest-price brand or approved substitute, with the patient paying the difference if they choose a higher-priced brand, which few people ever do. And let's make my argument even stronger: for Novo's projections to be wise, they would have to be the one company that doesn't act out the generic competition paradox, where they boost list prices in response to generic competition! We have a good prior that this effect exists in Canada (see: Ren, Sketris and Xu, 2011), and as a result, the international pricing-based losses (based on list prices) will be cut down towards $0. Therefore, Novo's projected benefits also fall towards $0 unless they're just the most idiotically mismanaged company ever. Make this argument explicitly with numbers, and Novo was obviously irrational and to the extent their patent lapse was 'strategic', the strategy was dumb. --- Section 2 Novo has argued that they made their decision deliberately in response to the news that they failed to uphold the patent exclusivity period. OK! Given the above, this just means they made a very poorly informed decision. Whether it was a lawyer or an executive who let it lapse, it's still an idea that will lose this company billions. --- Section 3 Parm says PMPRB would've capped the price during the whole extra two years: x.com/parmita/status…. As covered above, this isn't true, it's not what was actually up for grabs. Also, they do not set caps, they don't hit everything, and PMPRB jurisdiction over CSP-protected medicine s came into force on June 30, 2021 after years of not being certain if/when it would. Think about how this looked at the time though. Scenario 1: The CSP amendments come into force before March 2026, so they get meaningful PMPRB exposure across the CSP window. Scenario 2: The CSP amendments *don't* come into force before March 2026, so they get unregulated exclusivity for two more years. The patent lapse gives up optionality and only makes sense if you believe PMPRB will simultaneously be and not be maximalist, as described above. Nonsense view. Parm implies data exclusivity expire means generics were coming regardless: x.com/parmita/status…. They *were* coming, but not at the relevant time (2026). Losing data exclusivity and keeping the patent, the generics would still be delayed. Parm brings up Humira for some reason: x.com/parmita/status…. But despite still making lots of money, it makes much less than the counterfactual, as evidenced by the fact that they couldn't raise the prices globally in response to generic entry, which is objectively successful. Also, Humira maintains profitability in part because of evergreening, which won't be happening in the semaglutide case here (obviously: how could it? Canada has rules that prevent how that could be done here! Or are you forgetting that?). Parm implies Novo's statement to Fortune is meaningful, that it's a sign of a company adapting to a new form of operation: x.com/parmita/status…. The form of operation that sees its stock price fall 34% over the past year? That sees it eschew buying obviously good targets from China that its rival LLY instead did? The form of operation that sees it frequently cutting and reorganizing its executive team due to a failure to perform? Yeah, OK. This is a company whose former CEO explicitly objected to pursuing obesity as an indication. You don't get to handwave concerns about leadership fallibility for this company (or any, really). Parm makes several posts erroneously comparing the American case to the Canadian one and suggesting that somehow manufacturing matters here. What does she know that every financial firm from Goldman on down is missing? (Nothing. Generics will dominate in the market, which she evidently keeps forgetting is CANADA we're talking about here.) Parm outlines the full picture of Novo's competence: x.com/parmita/status… 1. They did not 'escape PMPRB price caps' 2. They did not price in IRA timing in the U.S. based on this decision (it's completely irrelevant to it; why bring this up?). 3. There's no manufacturing moat. Clearly. Teva has stockpiled for ages and they're about to get approved. You know we can look up interviews from companies about how they're stockpiling, right? And there's no angle for product differentiation from generic in this market. The comparison to Humira is not apt because the evergreening matters, and plus, your source CLEARLY shows more switching FROM Humira than BACK TO Humira. How did you think this was a point? I am genuinely baffled. To make things worse, this applies LESS in the Canadian case because of the purchasing requirements I mentioned above. When people have nocebo-driven injection site issues (the overwhelming majority of the very-minor Humira problem), they're not going to be catered to as much in Canada as they are in America. That reduces the scale of this already meager issue. 4. How does letting your patent lapse help keep your brand premium intact? No consumer thinks about this. 5. Doesn't matter. The manufacturing of an equivalent product already works and works well, with competitive pricing coming. --- This was a nonsense thread and anyone who fell for it isn't thinking. --- Sources: canada.ca/en/patented-me… canada.ca/en/patented-me… (See also: cihi.ca/en/prescribed-…; cihi.ca/en/news/canada…) canada.ca/en/patented-me… canada.ca/en/patented-me… canada.ca/en/patented-me… canada.ca/en/patented-me… media.crai.com/wp-content/upl… #tc2-4" target="_blank" rel="nofollow noopener">canada.ca/en/patented-me… wp.economics.dal.ca/RePEc/dal/wpap… truveta.com/blog/research/…

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Nathan is in.. Maine 🔎
Nathan is in.. Maine 🔎@NathanpmYoung·
Argument refuting the Novo Nordisk accidentally let their patent lapse and it cost them billions anecdote. No idea if true:
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DadOps
DadOps@daddaops·
@cremieuxrecueil @alexgrenier @parmita You tried drawing attention to your post by using the word "forgot" but now you are saying we should all look past that. Forgetting is completely different thing than deliberately not doing something.
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Crémieux
Crémieux@cremieuxrecueil·
That's not getting technical, but rather, pedantic in an unimportant way. They could've renewed the patent as late as August 31, 2020, so that should be the date regarded as the lapse, since it's the last date for them to reason from. Any other perspective makes no sense. And as already noted, the "forgot" story is irrelevant. It can be that they forgot or the much more indicting view that they just made a terrible decision.
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DadOps
DadOps@daddaops·
@parmita Oh man! Excited for this. FIGHT! FIGHT! FIGHT!
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Andrej Karpathy
Andrej Karpathy@karpathy·
Personal update: I've joined Anthropic. I think the next few years at the frontier of LLMs will be especially formative. I am very excited to join the team here and get back to R&D. I remain deeply passionate about education and plan to resume my work on it in time.
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keysmashbandit
keysmashbandit@keysmashbandit·
The way I live my life would be incomprehensible to my mother. I got the notification that my international flight was boarding while I was in the Uber
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Julie Slama
Julie Slama@SenatorSlama·
Generally, I love Starlink. It’s fast, reliable, and my husband and I run our law firm from home with it. HOWEVER- it’s monopolized internet in rural areas. Today, we received notice our internet bill is going up another $500/year. Don’t like it? Too bad. You have no other options. Nebraska gave up $300 million in federal rural internet funding for fiber because “Starlink fixed it.” This was a mistake that will cost Nebraskans dearly in the long run.
Julie Slama tweet media
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DadOps
DadOps@daddaops·
@IsaacKing314 The best of us has brain fart in the best of the times - just be courteous and spell things out to snap your fellow colleague out of it. If your world model is that he really isn't able to grasp this concept - not sure I would say it's the cpython maintainer who isn't smart.
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Isaac King 🔎
Isaac King 🔎@IsaacKing314·
In the code snippet if (X == false) {do_something} is do_something "code conditional on the value of X"?
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DadOps
DadOps@daddaops·
@suchnerve @midfi Summer 6pm to 11pm is the challenge I think and not sure if delaying charging till 11pm is tenable. Obviously this is much more easier problem than if everyone was L2 charging
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Vivian
Vivian@suchnerve·
@daddaops @midfi For generation, maybe. For transmission, probably not. Daytime: many air conditioners running simultaneously, each something like 4kW. Nighttime: only some air conditioners running, plus 1.3kW Level 1 EVSE.
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Vivian
Vivian@suchnerve·
Dealership keeps sending me emails begging to buy my EV because used EV demand is skyrocketing for the obvious reasons 😬😬😬😬😬 I told people in March that this was gonna happen. “EV demand is about to skyrocket. If you’ve been putting it off, buy now.” Nobody believed me.
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DadOps
DadOps@daddaops·
@suchnerve @midfi And I doubt that. Most grids are already strained by summer peaks as is. Not much is needed to push them over the edge.
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Vivian
Vivian@suchnerve·
@daddaops @midfi Depends entirely on commute distance and EV efficiency
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DadOps@daddaops·
@suchnerve @midfi So have you worked out that when most people switch to EV, most people's commute distance and EV efficiency is not going put strain in the grid?
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DadOps@daddaops·
@suchnerve @midfi It's not easy. The AC usage runs late into the night - you won't be able to both wait it out and have enough time to charge before the morning commute.
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Vivian@suchnerve·
@daddaops @midfi Thankfully this would be relatively easy to fix with over the air software tweaks
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DadOps@daddaops·
@suchnerve @midfi Yeah, night time is probably fine - but evening peak where both AC and EV overlap would be catastrophic.
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Vivian
Vivian@suchnerve·
@daddaops @midfi Considering how much more power is drawn during daytime peaks by air conditioning……
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DadOps
DadOps@daddaops·
@suchnerve @midfi Blow dryer would be a strain if people started using them for 10 hours everyday
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Vivian
Vivian@suchnerve·
@midfi EVs wouldn’t be much of a strain on the grid if most people did Level 1 charging, since that only draws as much power as a blow dryer for hair.
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DadOps@daddaops·
@0xdoug You are making tautological statements. Hard for whom? How do you measure "hard" ?
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Doug Colkitt
Doug Colkitt@0xdoug·
Even 30B models are crushing grad level math. The hard to escape conclusion is math isn’t actually that hard. Humans are just really bad at it. Writing a 40 page short story with narrative consistency probably requires more intelligence than winning an IMO gold medal
Ning Ding@stingning

We’re releasing a 30B-A3B reasoning model that reaches gold-medal level across both physics and math Olympiad evaluations: IPhO directly, and IMO/USAMO with test-time self-verification and refinement. A simple, unified scaling recipe for proof search. huggingface.co/papers/2605.13…

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