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Wow I thought it was just me

I’ve definitely noticed more typing errors


As a VC in 2026 I'm going to be asking every company "but what's your harness strategy?"

Given that you're likely in San Francisco, make sure you say "AI Harness".

It’s all about user-specific bindings.

I think no one is better positioned to use these tools than experienced developers.

I don't think its possible, you're just going to have to wait for the hype to die down like any hype wave

When's the last time you saw blockchain on the front page?


Blockchain was useless and in 5.5 years of working in cloud consulting - first at AWS and now at a 3rd party firm, I never once heard a serious business ask - “how can we make or save money using the blockchain”.

You're too late, businesses absolutely did ask that before 2020 when the hype was at its peak.

Regular old boring profitable f500 enterprises?

Lots of examples, such as Walmart and IBM's collaboration: https://www.researchgate.net/publication/326188675_Food_Trac...

I don't get how this solves the problem of edge cases with self driving

Even if you can generate simulated training data, don't you still have the problem where you don't even know what the edge cases you need to simulate are in the first place?


Well it certainly helps,doesn't it? This system is going to encounter more edge cases than a single human ever would. Hopefully the lessons from known unknowns generqlise to unknowns. And once they've been seen once they took can become part of the corpus.

Right but does this just rely on some human "brainstorming" a bunch of edge cases?

It just strikes me as neverending edge case wack-a-mole

A human doesn't need to see tons of examples of tornados and elephants to know to stop the car

Doesn't that indicate some fundamental difference between the model and a human driver?


It might be "never-ending", but you're going to encounter edge cases in approximate proportion to the rate at which they actually occur. Anyway, the hope would be to learn behaviors which generalize, not to respond to each edge case ad-hoc; the edge cases provide out-of-sample tests of generalizability.

Neither does the car — it won't drive into what LIDAR sees as a wall. But stopping is not good enough, it needs to be able to navigate the obstacle as well.

Also, even if the car behaved perfectly anyway, these scenarios are useful for testing — validating that the expected behavior happens.


I don’t think coming up with novel situations is all that hard. LLMs already do it in text form all the time.

How big is the space of possible things a car can encounter?

It’s practically infinite, your domain is 3D space and time

You can’t just generate every possible scenario

That would be a combinatorially insane amount of data


I can see how this would work fine if the primary purpose is for training rather than serving large volumes of customer traffic in multiple regions

It would probably even make sense for some companies to still use cloud for their API but do the training on prem as that may be the expensive part.


One thing I’ve noticed over the years is that tech debt gets worse the more authors you add in the mix.

If you have one person who owns an area/domain it tends to stay pretty clean.

But as soon as you add more people it becomes patchwork of differing approaches


That is something I've found over the years with traveling.

You watch a bunch of travel videos and think the place you're visiting is going to be so different but its just the same overcast sky and ocean and washed out color palette as home.

Once you remove all the filters, color correction, and drone shots from influencer travel videos a lot of places look the same IRL.


I cannot relate to this at all. Even just Valparaiso and Venice (two towns) are so different from each other. Even if you make weather dreary it’s a different feeling.

Then you consider Patagonia or Norway and compare it with the California Coast. The world is full of beauty.


Agreed. Also the trick is, if you end up in an ugly place while traveling ... you just move on, until you find beauty again (so don't book in advance too much).

Really? I drove from Kansas to the Florida Keys in November, stayed at an ocean front hotel where it was a blissful 83°F, and it felt like our own slice of heaven. We stayed a few extra days over Thanksgiving just to laze in the pool while our kids splashed in the water. Being able to drive away from the snow and the cold into paradise was amazing, and being able to go with my family made me feel richer than a king.

I traveled a little and was also happy to mostly see the nice side of most places. Some of us are lucky, some just always try to see the best in things. Beauty is in the eye of beholder. Also, some people here commented that they like this antirender look. Maybe by contrast. I talked with someone from Ecuador and they said they like when it rains. It was this lat autumn, when we didn't see sun for several weeks and everything was gloomy, looking even worse than in those photos, additionally colored by bad mood of everyone.

Some regions with traditional construction material do have better feel. Rare though.

I like the walking videos with minimal editing. They feel more genuine and I get to see places I'll never get to see in person.

Agreed, especially when you also hear the actual sounds of the environment. I wish I had a bigger screen, would feel much more immersive.

Try visiting Przemysl or Lviv. Stunningly beautiful.

Hard agree. Lviv feels like a real city (for better or worse) because no one demolished entire city blocks to make it more appealing in 1985. I was there about a year ago and loved it.

Hmm.

I'd say that despite similarities for places built at the same time as each other, there's a huge range of variation in the places I've been.

First trip to the US was California, and the geography of the hills around Central Valley were substantially different in different places just within that region. Southwest, I saw hills that looked like Bryce's default textures which I'd previously assumed were mediocre approximations rather than based in reality; the Redwoods and Yosemite are very different from each other and the aforementioned, and the hills west of Winters and east of Sacremento are different again, and of course all are different to the Valley itself. On another trip I saw the Bonneville Salt Flats, I've yet to see anything else like them. All these are very different from the views around Zürich, or the UK South Downs (which unsurprisingly given the name is similar to New England and Brittany), and all those are different to the west coast of Wales; when I later saw the Spanish Mediterranean coast and the area around Athens, they reminded me of some of the wine areas around Paso Robles (which shouldn't be surprising given wine).

Within cities, Berlin has incredibly wide streets unlike anything I've found elsewhere; Athens is the exact opposite, with at least a few of roads in the tourist core (near the Parthenon) almost too narrow even for the smaller size of car common in Europe and pedestrian paths only a few cm wider than my elbows are apart, and so many ancient ruins you could practically trip and fall over them. The UK and Germany where I've lived, one can quickly learn to spot which era any given house was made in, with a handful of still-standing medieval buildings in the UK (mostly churches), then typical stylings visible for late 18th century (e.g. Bath), then a gap to the late 19th century to early 20th (in both countries but with more Gothic in the UK and more Neo-Classical and Art Nouveau in Berlin), then another gap where little survives to today, then post-war (British housing estates and DDR soviet style Plattenbau); these are very different to Swiss rural styles, to the narrow buildings you can find in Amsterdam. The UK and France also still retain a lot of medieval castles in various states of repair and museum-ification.

Bologna still has a lot of medieval structures around, including two leaning towers. Venice may be famous for the canals, but the famous ones are not the entire set, the ones I remember seeing went right up to the hotel I was in and functioned like roads, with a similar vibe to the roads of Athens (only without the footpaths at all because footpaths were a completely independent system), while the canals in Amsterdam were broad and felt more like the spaces dedicated to the Straßenbahn and U-Bahn in Berlin.

Budapest felt like a decaying museum to itself, or a ruin in which people nevertheless still lived and worked.

NYC deserves the name "urban jungle", it was like walking through canyons where the "mountains" (skyscrapers) were so distant and large as to defy not just the instant parallax between my eyes, but also the time-delayed parallax one normally gets from walking towards or away from a thing.

Cyprus (caveat: I've only been to Larnaca) was a mix of British road furniture, medieval castle, and a Church that pre-dates England (https://en.wikipedia.org/wiki/Church_of_Saint_Lazarus%2C_Lar...), with the half-finished look to many properties where the rebar was still poking out of the uppermost surface of enough buildings to notice and visible water tanks on most of them (https://www.google.com/maps/@34.9108686,33.6190677,3a,15y,41...)

Nairobi mixed a British 50s-60s Brutalist core (presumably because of who was in charge in the 50s-early 60s) with main streets that were variously poorly repaired and unpaved, and minor streets that varied from "this could be any middle class residential area in Europe" to "this has been accidentally cobbled by people treading plastic bottles into the soil as they pass"; there is another easily recognisable style here, best shown rather than described, this kind of wall lack-of-surface-finishing: https://www.google.com/maps/@-1.2844081,36.9005201,3a,30y,35...


It doesn't really matter because the insurance company itself will learn if that is correct or not when the claims start coming in

Its their own bet to make


The problem with these discussions is no matter your specific experience with these tools someone will just say "you're holding it wrong"

"If it worked for my use case and didn't work for yours, you're obviously just doing something wrong. That's the only explanation."


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