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Kelsey Piper@KelseyTuoc6 months ago

This is a picture of my kid flying a kite. Make a prediction to yourself: can o3 figure out what beach this was taken on, just from this picture with no metadata? https://t.co/rEiy3ecmYd

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1.2K 107
4/29/2025
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Surrealistship@SurrealistShip6 months ago
Replying to @KelseyTuoc

@KelseyTuoc Yes? I think there is enough detail in sand (rocks, partial size, color) and water color to let it get pretty close.

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4/29/2025
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Surrealistship@SurrealistShip6 months ago
Replying to @SurrealistShip

@KelseyTuoc It tried the Metadata, and then pivoted. https://t.co/yg7MhmSeCr

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4/29/2025
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kave rennedy@kave_rennedy6 months ago
Replying to @KelseyTuoc

@KelseyTuoc in a temporary chat / with no history?

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4/29/2025
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Kelsey Piper@KelseyTuoc6 months ago
Replying to @kave_rennedy

@kave_rennedy I have history turned off. However it does better if you've been playing geoguessr with it previously.

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4/29/2025
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Kelsey Piper@KelseyTuoc6 months ago
Replying to @KelseyTuoc

with the prompt I use to play geoguessr with it, it gets this dead on on the first try (along with generally acing geoguessr.) and while I'm not going to post it, a cute picture of the kids taken in the garage with the garage door open is sufficient for o3 to guess where I live.

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4/29/2025
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Kelsey Piper@KelseyTuoc6 months ago
Replying to @KelseyTuoc

you are underestimating these models. you are underestimating their implications for the future but you are also underestimating what they can do right now. (it can't dox from indoor photos; I did check that.)

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4/29/2025
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Ben Podgursky@bpodgursky6 months ago
Replying to @KelseyTuoc

@KelseyTuoc o3 got my backyard to a few km based on a photo of some bushes (and some followup around housing styles) https://t.co/kRXVIxcMdI

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4/29/2025
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Ryan Bennett@Ry_Nomad6 months ago
Replying to @KelseyTuoc

@KelseyTuoc Did you use a temporary chat so that memory would be disabled?

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4/29/2025
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Kelsey Piper@KelseyTuoc6 months ago
Replying to @Ry_Nomad

@Ry_Nomad yep! can't share temp chats but I copied the whole interaction into a Google doc: https://t.co/mVuH6LjR7i

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4/29/2025
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mcodyb@mcodyb6 months ago
Replying to @KelseyTuoc

@KelseyTuoc @Ry_Nomad That's quite the prompt. Did you come up with all that through trial and error? Or find a template somewhere?

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4/30/2025
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Kelsey Piper@KelseyTuoc6 months ago
Replying to @mcodyb

@mcodyb @Ry_Nomad After doing some geoguessr with o3 I asked it to help design a prompt to do better, and then we iterated on it over many geoguessrs.

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4/30/2025
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Wie Dan🍃@LudditeHacker6 months ago
Replying to @KelseyTuoc

@KelseyTuoc 3 different answers in the replies so far so it can't be that good at it

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4/29/2025
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Kelsey Piper@KelseyTuoc6 months ago
Replying to @LudditeHacker

@LudditeHacker I do use a custom prompt that makes it a lot better at geoguessr in general (forces it to think step by step, not hallucination confirmation, etc)

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4/29/2025
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orb@tacitronium6 months ago
Replying to @KelseyTuoc

@KelseyTuoc Yes, but only because your IP-based location is available in the system prompt. It will fail if you upload the picture from a faraway location with EXIF data removed.

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4/29/2025
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Kelsey Piper@KelseyTuoc6 months ago
Replying to @tacitronium

@tacitronium I've tried screenshots of family vacation photos in Co with success and a bunch of actual geoguessr screenshots with ~80% success.

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4/29/2025
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Kelsey Piper@KelseyTuoc6 months ago
Replying to @KelseyTuoc

@tacitronium you do need a good prompt. I use this one: https://t.co/VfjNHmG2Xo

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4/29/2025
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KT@millennialhrmt6 months ago
Replying to @KelseyTuoc

@KelseyTuoc @tacitronium I used the same prompt on one of my photos and it got the continent wrong.

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4/29/2025
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carn@carn__2_6 months ago
Replying to @KelseyTuoc

@KelseyTuoc @tacitronium Tried that and it guessed Indiana for a picture taken in South-East Tennessee. The picture had a pretty recognizable landmark in it too.

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4/30/2025
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Adam Woodhams@WoodhamsAdam6 months ago
Replying to @KelseyTuoc

@KelseyTuoc @tacitronium What a prompt!

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5/1/2025
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norvid_studies@norvid_studies6 months ago
Replying to @KelseyTuoc

@KelseyTuoc @tacitronium how was this prompt generated?

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5/2/2025
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Kelsey Piper@KelseyTuoc6 months ago
Replying to @norvid_studies

@norvid_studies @tacitronium I played a ton of geoguessr with o3. After every round I'd tell it the true answer and ask what it missed. Then we'd adjust its protocol if there was a generalizable thing that'd have helped.

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5/2/2025
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chinmay@ingalala6 months ago
Replying to @KelseyTuoc

@KelseyTuoc @tacitronium wow! I have to up my game

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5/2/2025
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Nick Moran@NickEMoran6 months ago
Replying to @KelseyTuoc

@KelseyTuoc Is this photo taken near the place your IP geolocates to when you ask it?

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4/29/2025
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Kelsey Piper@KelseyTuoc6 months ago
Replying to @NickEMoran

@NickEMoran about a hundred miles away.

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4/29/2025
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carnitastaco@carnitastaco6 months ago
Replying to @KelseyTuoc

i just asked o3 with your same picture and it doesn't know The photo shows a wide, gently sloping sand beach beside an open-ocean shoreline, with a child flying a kite under heavy, dramatic cloud cover. There aren’t any distinctive landmarks, buildings, headlands, or cliffs that would let me pin the spot down precisely, and there’s no visible metadata to read coordinates from. All I can say with any confidence is that it looks like a temperate-climate ocean beach—perhaps somewhere along the Pacific or Atlantic U.S. coast—but the image alone doesn’t provide enough clues to name the exact beach. If you have more context (city, trip details, or what was nearby), I can try to narrow it down further!

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4/29/2025
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Kelsey Piper@KelseyTuoc6 months ago
Replying to @carnitastaco

@carnitastaco you gotta tell it to play geoguessr. I have a whole long complicated prompt but it's not terrible just with 'guess it geoguessr style'

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4/30/2025
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Michael Cohen@Michael051560076 months ago
Replying to @KelseyTuoc

@KelseyTuoc Seeing the prompt is helpful, would also be really helpful to see the transcript

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4/29/2025
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Kelsey Piper@KelseyTuoc6 months ago
Replying to @Michael05156007

@Michael05156007 chats can't be shareable with uploaded images unfortunately. some people have failed to reproduce, though.

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4/29/2025
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Tristan Cunha@cunha_tristan6 months ago
Replying to @KelseyTuoc

@KelseyTuoc I used a screenshot of the photo, 4o thought it was Outer Banks if it was east coast or Half Moon Bay or Monterey if West coast. o3 ended up guessing Cape Cod national seashore. Which I agree with, but that's just because it's the only local beach I know that looks like this. https://t.co/I3ejAUcbsb

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4/29/2025
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Kelsey Piper@KelseyTuoc6 months ago
Replying to @cunha_tristan

@cunha_tristan Here's what it said for me (I first got this result after a long string of geoguessrs, and then reproduced in a temp chat: https://t.co/mVuH6LjR7i

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4/29/2025
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Tristan Cunha@cunha_tristan6 months ago
Replying to @KelseyTuoc

@KelseyTuoc I just tried again with your prompt (which is excellent) and it narrowed it down to Cannon Beach, Oregon or Nauset Cape Cod, and went with the Cape after studying the pole and doing a lot of searches for that detail. I have to agree, this looks exactly like the outer cape :) https://t.co/PATTSsfsP5

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4/29/2025
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Cogent Sins🔎@Insect_Song6 months ago
Replying to @KelseyTuoc

@KelseyTuoc I predict no, & I'm gonna replicate this with a screenshot here....

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4/29/2025
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Kelsey Piper@KelseyTuoc6 months ago
Replying to @Insect_Song

@Insect_Song Here's a transcript from a temporary chat of it reasoning to the correct answer: https://t.co/mVuH6LjR7i

16 0
4/29/2025
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SomeDude@Long20076 months ago
Replying to @KelseyTuoc

@KelseyTuoc No. I would predict 50/50 chance it can if you gave it the date and time, but without even that there's just not enough info. Unless it is using your account details to figure it out.

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4/30/2025
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Kelsey Piper@KelseyTuoc6 months ago
Replying to @Long2007

@Long2007 temporary chat, so shouldn't be using account details: https://t.co/3zZJPQDbxA

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4/30/2025
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Peter Wannemacher@P_Wannemacher6 months ago
Replying to @KelseyTuoc

@KelseyTuoc umm instead can I just enjoy a nice picture of a kid playing on a beautiful beach?

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4/30/2025
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Kelsey Piper@KelseyTuoc6 months ago
Replying to @P_Wannemacher

@P_Wannemacher yeah for sure! he had a fantastic time

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4/30/2025
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champagne papineau@trallala936 months ago
Replying to @KelseyTuoc

@KelseyTuoc I don’t even need to look at your profile to know this is near the Bay Area.

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4/30/2025
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Kelsey Piper@KelseyTuoc6 months ago
Replying to @trallala93

@trallala93 I'm curious what you're picking up on! This is Monterey Bay (Marina State Park), where we went for spring break

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4/30/2025
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Michael P. Frank 💻🔜♻️@MikePFrank6 months ago
Replying to @KelseyTuoc

@KelseyTuoc I bet no

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4/30/2025
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Kelsey Piper@KelseyTuoc6 months ago
Replying to @MikePFrank

@MikePFrank it's not reliable but it got it dead on once and I reproduced it successfully: https://t.co/3zZJPQDbxA

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4/30/2025
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Patrick McKenzie@patio116 months ago
Replying to @KelseyTuoc

@KelseyTuoc Reproduced using your prompt on a screenshot of a photo I took in Clearwater Beach (no EXIF data), on a session in Chicago. The location it identifies in Florida is approximately 300 miles away, but wouldn’t have guessed it could get so far on so little. https://t.co/KopgZJUpXI

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4/30/2025
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Patrick McKenzie@patio116 months ago
Replying to @patio11

@KelseyTuoc Second try, won’t share photo because it includes a family friend: exact match to a well-known location in Nakameguro, approximate distance 25 feet from “pin.” Best I would have been able to do would have been “sakura season in Japan; could be anywhere.”

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4/30/2025
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Patrick McKenzie@patio116 months ago
Replying to @patio11

@KelseyTuoc Incidentally, docking myself a cookie for epidemic hygiene purposes: I had its success at < 0.05 here prior to testing / seeing your report of successful test.

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4/30/2025
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Patrick McKenzie@patio116 months ago
Replying to @patio11

@KelseyTuoc Third try, tourist destination in Colorado (a state I’ve been to twice and never mentioned online), frame includes a relatively distinctive rock formation: exact match. Fourth try, same protocol, photo is a peacock obviously in a zoo: exact match for Barcelona City Zoo.

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4/30/2025
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Patrick McKenzie@patio116 months ago
Replying to @patio11

@KelseyTuoc Fifth try: Misidentifies it as a significant tree in Mobile, Alamaba. Told “incorrect”, pivots immediately to Treaty Oak in Jacksonville, FL. Told correct information, a small park in a small town in Florida, and asked to speculate on why it was wrong, says: https://t.co/lQkpWQOjcj

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4/30/2025
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Patrick McKenzie@patio116 months ago
Replying to @patio11

@KelseyTuoc Sixth try, my kids on piece of park equipment: exact match for a particular park in Tokyo. That park is distinctive and not near our old address or stomping grounds in Tokyo.

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4/30/2025
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Patrick McKenzie@patio116 months ago
Replying to @patio11

@KelseyTuoc Seventh try, Liam on me on a rowboat: exact match for a particular park in Tokyo.

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4/30/2025
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Patrick McKenzie@patio116 months ago
Replying to @patio11

@KelseyTuoc Eighth: correctly bingoes Salesforce Park. https://t.co/7kr3R1VLld

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4/30/2025
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Patrick McKenzie@patio116 months ago
Replying to @patio11

@KelseyTuoc Will report for the purpose of people attempting to replicate this that I am doing it in a single session (lazy; long prompt) and for ethical/aesthetic reasons am using only my own photos, and so possibly by this point it has a general vector of persona which connects locations.

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4/30/2025
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ChrisOfTheFens@ChrisOfTheFens6 months ago
Replying to @patio11

@patio11 @KelseyTuoc Does it think the sun rises or sets in the south? It would have to for that to be looking out on the Gulf from the Panhandle between Destin and Panama City Beach.😁

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4/30/2025
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Derek Clark@clarky076 months ago
Replying to @patio11

@patio11 @KelseyTuoc I just gave it 3 pics and said where were these photos taken. It spent 9 minutes “thinking” and going over different options and zooming in on different parts of the pictures. Got the correct answer down to the exact spot. That said it was from a national park.

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4/30/2025
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tyro@DoubleEph6 months ago
Replying to @patio11

@patio11 @KelseyTuoc Tried it a couple of weeks ago and it got both right. I’m not sure how to rate the difficulty of the photos I gave it though

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4/30/2025
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Aaron Boodman@aboodman6 months ago
Replying to @KelseyTuoc

I can usually identify any beach I've been to without landmarks, and many I've only seen in photos / videos. I assume that most surfers and others who spend time in the water can do this. There are a lot of little details like the sand color/coarseness, general contour, color of the water, wind direction, the shape of the waves and the break (it looks like there's a reef or rocks in this photo 50m out on the left and closer in the middle, along w/ sand closer to shore). So this isn't that surprising to me. Anyway, I don't know this beach :).

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4/30/2025
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Kelsey Piper@KelseyTuoc6 months ago
Replying to @aboodman

@aboodman wow! it's cool to realize how much detail there is in the world that I just don't have the background/context to perceive. It's Monterey (Marina State Park)

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4/30/2025
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Liz Wolfe@LizWolfeReason6 months ago
Replying to @aboodman

@aboodman @KelseyTuoc Surfers spend an insane amount of time just staring at the ocean trying to "read" it, it is true

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5/1/2025
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Kelsey Piper@KelseyTuoc6 months ago
Replying to @LizWolfeReason

@LizWolfeReason @aboodman yeah once I talked to some people who pay a lot of attention to oceans it seemed less utterly supernatural to me that AI can do this. turns out there are a lot more hints in the waves about the coastline and location than I realized.

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5/1/2025
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Wes, the Dadliest Catch@wfenza6 months ago
Replying to @KelseyTuoc

@KelseyTuoc No

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5/1/2025
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Kelsey Piper@KelseyTuoc6 months ago
Replying to @wfenza

@wfenza it's not perfectly reliable, sometimes it guesses another central CA beach, but it got it the first time I tried it and gets it ~25% of the time!

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5/1/2025
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Andrew Curran@AndrewCurran_5 months ago
Replying to @KelseyTuoc

@KelseyTuoc Hello, Scott Alexander quoted your full prompt today in his piece on Geoguesser. Is it okay if I post it in full?

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5/3/2025
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Kelsey Piper@KelseyTuoc5 months ago
Replying to @AndrewCurran_

@AndrewCurran_ Yes

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5/3/2025