One of the things I like about the reporting in this Austin article, is they break down by building class.
In Melbourne I've never found a good source for this, only general averages; and my suspicions are that we just build shitboxes and claim the rent is lower on average, capturing something like shrinkflation rather than affordability.
I was apartment hunting in Melbourne in 2015 and I was appalled at the quality of most inner-city apartments. Tiny shoeboxes, no sunlight, paper thin walls.
At the time I didn't think they should have been allowed to be built. But looking back, they probably did keep a lid on rents. A bad roof over your head is better than no roof.
You should be able to identify properties and track them over time; and then even if you argue that "brand new condo" vs "same condo 10/20/30 years later" aren't directly comparable; well you can start to compare other metrics.
This is an unusually low overlap per topic; probably needs a different structure to traditional prs to get the best chance to benefit from more eyes... Higher scope planning or something like longer but intermittent partner programming.
Generally if the reviewer is not familiar with the content asynchronous line by line reviews are of limited value.
Someone giving work like that should be either junior enough that there is potential for training them, so your time investment is worth it, or managed out.
Or it didn't really matter that the function was complex if the structure of what's surrounding it was robust and testable; just let it be a refactor or bug ticket later.
This is something that will have to be solved through the way research is funded.
At least for publicly funded work, it was always an assumption that you would need students to hit some goal; so by funding it you would get both the outcome, and more people skilled in that field. If the scope of what one team/senior can handle has grown with ai, we will either need explicit staff numbers as a requirement or bigger scope to the point where the ai can't handle it.
Or we find that AI can do so much the whole system implodes...
And here we see you’ve hit upon Jevon’s paradox. The scope of work will grow to use more than it did before, now that human labour achieves more for the same money. Employment will ultimately go up not down (over the long term - we are seeing a lot of short term instability and noise, although there’s much said about AI without it yet showing up in the data, as per articles recently shared on HN about employment figures across the US and the world).
I find it more surprising that the common understanding has shifted away from "wikis are crap for anything new or political".
As soon as there is a plausible agenda for selecting a narrative the way Wikipedia works we should be sceptical.
For recent examples, everything to do with Biden and family, and Gamergate. These pages are still full of discussion; and what's written is more ideological than factual. You can follow these pages to see how an in-group selects a narrative.
And these topics are not nearly as controversial as race, feminism, or transgender topics.
My point is more that the history of those pages is a good example of how Wikipedia works for controversial topics; it's not really a process of becoming more correct as better sources are found and argued about like it is on more neutral pages, instead it's an in group deciding what to represent, collecting their preferred opinion pieces. And this changes over time, getting no closer to neutrality within the same articles history.
You can write an equivalent article starting with "Gamergate was a movement reacting to the improper collusion between game developers and journalists" and find just as many sources, but the current article wants to promote the idea that it was a harrassment campaign first.
It was also pretty credibly a psyop orchestrated by Steve Bannon and Jeffrey Epstein, but that’s probably better served in history books and biographies rather than an encyclopedia.
> Gamergate or GamerGate (GG) was a loosely organized misogynistic online harassment campaign motivated by a right-wing backlash against feminism, diversity, and progressivism in video game culture. It was conducted using the hashtag "#Gamergate" primarily in 2014 and 2015. Gamergate targeted women in the video game industry, most notably feminist media critic Anita Sarkeesian and video game developers Zoë Quinn and Brianna Wu.
Grokipedia's:
> Gamergate was a grassroots online movement that emerged in August 2014, primarily focused on exposing conflicts of interest and lack of transparency in video game journalism, initiated by a blog post detailing the romantic involvement of indie developer Zoë Quinn with journalists who covered her work without disclosure. The controversy began when Eron Gjoni, Quinn's ex-boyfriend, published "The Zoe Post," accusing her of infidelity with multiple individuals, including Kotaku journalist Nathan Grayson, whose article on Quinn's game Depression Quest omitted any mention of their prior personal contact. This revelation highlighted broader patterns of undisclosed relationships and coordinated industry practices, such as private mailing lists among journalists, fueling demands for ethical reforms like mandatory disclosure policies.
I don't care about "Gamergate" and never use Grokipedia, but Wiki definitely has a stronger slant: it's as if an article about Black Lives Matter started with a statement that it was a campaign meant to scam people to pay for mansions for leadership.
Wikipedia's assessment is more accurate. Wikipedia does go on in its second paragraph to explain the context of the start of the campaign, including "The Zoe Post" and the accusations of conflict of interest. But the broader impact of Gamergate was as a misogynistic online harassment campaign, and Wikipedia is correct to make that the central part of its summary. Just because Grokipedia is more reluctant to state a conclusion does not make it less biased.
Well, I'm naively assuming Grokipedia is being sympathetic to the cause(?) of Gamergate, but if the best thing they could lead the article was essentially "It all started when someone got mad at his ex-girlfriend and her many other boyfriends and wrote something that went viral" ...
... it does sound like an online harassment campaign.
It was. In hindsight it signaled the beginning of the mass weaponization of the internet via social media. It also was NOT grassroots lol. It was very specifically and intentionally enflamed and groomed and funded by people like Steve Bannon and his good buddy Jeffrey Epstein. It wouldn’t have such a big Wikipedia article without them.
As somebody who supported GG for the first month or so, Wikipedia has the better intro from where things stand in 2026. GG started by piggybacking on general distrust of gaming journalists, but was quickly consumed by misogyny.
An article doesn't avoid bias by avoiding unpleasant facts.
I haven't read wikipedia in a long time so I can't answer your question, I am just pointing out that just saying "the facts are correct" is not enough to say there is no bias on wikipedia
Fundamentally the union should be getting the workers a fair deal for their labour (conditions and wages); once the union starts interfering with the technical aspects or blocking labour saving investment it quickly sours the whole arrangement.
It's not even about blocking investment, they just want to make sure the employees still have jobs. You can invest if you find something else to do with the employee.
History of manafacturing philosophy is a pretty interesting lens;
I once had the chance to chatt with an old German colleague about the change in mentality over multiple decades. One thing he highlighted was the change from "lower error rate equals less waste, and higher final sale price" to "customer complaints or defect rates should be above a threshold, otherwise we are investing too much in the process control".
Particularly due to the desire to derisk the process; design by collaboration with the end user, and contracts with quality requirements, rather than the design being owned by the manufacturer.
That is only looking at (mostly orbital) launch systems, such a minor part of NASA's R&D and missions that the Obama administration decided to contract it out.
NASA doesn't develop or build lots of technology that has become mature enough that private industry can take it on and NASA can focus on the past-the-bleeding-edge stuff.
If there is a case for a smaller bus due to autonomy, there is a case for no bus at all.
Ultimately public transport that doesn't get its own infrastructure (lanes, rails, or tunnels), is just a economic compromise to move people for cheaper than a car... It's not better for the user in any way.
And if it does need special infrastructure to make sense, it gets harder and harder to justify at all once autonomy is in the mix.
In Melbourne I've never found a good source for this, only general averages; and my suspicions are that we just build shitboxes and claim the rent is lower on average, capturing something like shrinkflation rather than affordability.
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