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Date: Fri, 27 Mar 2026 03:40:37 +0000 (UTC)
From: Outlier AI <insideoutlier@outlier.ai>
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Subject: The one who stumps the models
To: tjphuhs@gmail.com

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                        <p><img src=3D"https://static.remotasks.com/upload/=
communication-center/2026-03-26/67e1d026125e2e3c0e491c89/io33-header.jpg"><=
/p><p><strong>TL;DR:</strong></p><ul><li>Meet <a href=3D"http://url9405.out=
lier.ai/ls/click?upn=3Du001.ekXzrh6HTgOsQrpQbkIFH7c4DkLAjRjapwAN4Dbho-2F-2B=
VuzbPEy9peIIT6Pl-2BVj1xNDJmoS0OXhcFZq1mx4mh534n0YT33GHNCpPWaXoDP4Pv9wYN1Q-2=
B94p6pdpGurQC7SPu3Zu0nY6lsrZbU-2F1PZJKbjARf75brlsB3NnJ7Ihun0WemYHdjeKVJCMqd=
NbbQvW5IHKG2-2B8YOggWV0Ou-2BdIok6ckq5VizLKu0xzw2gww2f4TWAmnjZLb9L-2FT-2BLsm=
031cg0rnHsZ4EF555NopU9pV0QWCC9GSh7wG-2FAgU2qDVI-3D1t3j_Rp1oF-2B94kLqdQYeiHZ=
JJN9IIYvvVqhcLfRTaGQmkSnGW9Qz5aK4wGBMTszUy6705s2HO99LU44y1fGSCnBTEH7TuwHKXQ=
VUReYI0-2BJqyh4Ycyd-2B-2BLO3kU3vMIbKMEVR-2FCh7lSuHA-2BM-2BNocWNQrIq3cpXTIvx=
k7kDi9U4jAVqq0MdxEbJ9UaXIhxbSG0LuQIIRB2dxoFNukAsyUQrFWuLxuQPiYw6NvxTTxfWYPB=
iOZBcAlEaLcqo5MW3auvfVxq5IFEXSi2xvxbLRyDRTivmv2WOZRQvI8sAKXytlxGAhCkoN44IeV=
ijnUIrAiH30GCjptB5Ls-2BFx9jNPmymbylY2FOYJS7CouQTztenvo4-2FIZg-3D" rel=3D"no=
opener noreferrer" target=3D"_blank">Toni-Marie</a>, a Brown University pro=
fessor whose students cheer when she stumps AI models</li><li>Your "if AI c=
ould solve one problem" <a href=3D"http://url9405.outlier.ai/ls/click?upn=
=3Du001.ekXzrh6HTgOsQrpQbkIFHwV8mLff5k-2Fe83Wj57jne3VyKNc0qqK9JuYen24DS6xeS=
nl25Wq4UTXUgvtbo9VpG9K7YOPPJh-2F1MJxvCPrCmGNEMx0LvuQOnosLQrynoMzV1I3Lc1Fo-2=
FruQnc6m0LfeGW9PVuiNe2SvWLUzso4ZOPsL84I4-2FAdc3Cv0ep4lt-2BwUEUnL4dmW0rcHwFb=
pH-2F9DYfRHsrxDNo7rfp39nXgNYK-2FUVISZFjLCrEszVEABOYc1sw1D_Rp1oF-2B94kLqdQYe=
iHZJJN9IIYvvVqhcLfRTaGQmkSnGW9Qz5aK4wGBMTszUy6705dC2COJpk7r9cot620-2FrXe98c=
rF8atHo88Cics3P-2FIg94FkFu3TUJWpFL5xLL4Z92LObwm7sfJgX2lyusu0mcpW-2FciDeIMk3=
LPlt40oxY5AUmHNuCe0urmqq4KGOMvAAabSJ1jmQgdweiwuuSdCcKHmp6a7fxiNl0B-2FkGsilq=
EdrAKVd50h4jQT5tYMbMSPqHBAWFjZg2lxNU7GneklOxlG-2BHrSdxVAGzpdUynOEKaVcL-2Fcl=
6041cl-2FoOlcTWRTO-2FazvE-2BTkmDqXrHhiFe75uNF5Ymqw7AurVUBuzVKW5Oow-3D" rel=
=3D"noopener noreferrer" target=3D"_blank">answers</a> (a few that stuck wi=
th me below)</li><li>We turned your "what makes you an Outlier" replies int=
o <a href=3D"http://url9405.outlier.ai/ls/click?upn=3Du001.ekXzrh6HTgOsQrpQ=
bkIFH6-2FaLuaV5-2BI2VN-2F8n5FE-2F7jFfHJ-2F7nL1z6Imfk1zi3-2BSPZpJvvt-2FwPzLQ=
vJUOjwRhLJ-2F04V4YUuPfblYkC6FuSvjQxRlcfS6AzHram7sN8gV3DYDqXtlQK93pnrkRWKCzt=
yFtxzvKU-2FA6C28iTtWhSw81KAUEHhIycBodZVjtPbBBYuaFlQR9cH43iye63M3iKQakZkQUKr=
Vp0KsXsNkXPaqKL1XDX7BkgqDZ0RVObOY2l6cmWEF4bqjCnUorCuiUQ-3D-3DyAAi_Rp1oF-2B9=
4kLqdQYeiHZJJN9IIYvvVqhcLfRTaGQmkSnGW9Qz5aK4wGBMTszUy6705LfLv7RElcIuFKDj-2F=
GMtkl0zs5fnuMNpsevq41d67McXMLcvF85pH0k4mekXg5a6fsNSNgj6yNTKe2E-2BJVWIRfPtOM=
lJDkg9lQCVefsm6dgzJLBg9L8QLotE2dpE6w-2F2M8KVl8sB4o2CzF1AZnp71s2GhP-2B-2Fl-2=
BtZdV9hv-2B9s6uiMT4mXntRCU6smp77m0yb8dDchrnNPxEEqmsJ20LWkFco8PZInUDV5ZhtwCb=
11fetU6ZRkpuXWS0XKFC5xj88kT6Bp5fvCvtK3eWBCbdTekAfRxD7QYPYgdkpBSWeuLZ-2Bk-3D=
" rel=3D"noopener noreferrer" target=3D"_blank">a blog post</a></li><li>Kno=
w an Outlier? Send them your <a href=3D"http://url9405.outlier.ai/ls/click?=
upn=3Du001.ekXzrh6HTgOsQrpQbkIFH0IthZ54iIuEdXkDCbKxkgDd7rpuw6N-2FsAe2USTKx8=
8A5jPpkzR7ZCcit1Z6R9S4cG61gje8iwj0QMV-2BljSLYs8Bhog-2BPqEjhI0TqaMWqVE-2B9nR=
Qbxymu0hBkigLlJ2t5I-2F1kMpymrt8R7DLyCOw9QZhblWnBjI7PDrIKuEjULGxF4IpOv7D3To6=
SrtuWLBeDMt9tMwvMOiswxv5Wa97TrwdZEy3RdsDwltj5-2FCK0-2BIfSRKw_Rp1oF-2B94kLqd=
QYeiHZJJN9IIYvvVqhcLfRTaGQmkSnGW9Qz5aK4wGBMTszUy6705-2FesD4aAgPG0GCJ7sy1Oq5=
JAJj7ScVkdywm-2FTOF5JtGdvy8TfXHPMJ7Cx104oE1ucB-2FHY-2FyJBGwMZTi1IHb3mua5b3b=
LzB33UC2rQ7StgLFojYI0zDRPKNO3-2BMWAxCiW1HkWDClsFdOZQle4-2F1zK6qEozRYg1VW-2B=
cmpUE4iEGPbH5VkSk3UhN7fg9pw7cYhcaRxcIqRMVEfRQNvr3bgizP8gIpyo1XXsuCYuVuUnCdw=
JcOJ9QL-2BWgkH-2B7tGpvsFk7kYL07W9K01T-2F3pjbgVm1zG4UcLdNSanP4BrGkeMjiho-3D"=
 rel=3D"noopener noreferrer" target=3D"_blank">referral link</a></li><li>Ne=
w ask: <a href=3D"mailto:insideoutlier@outlier.ai" rel=3D"noopener noreferr=
er" target=3D"_blank">what's outside your window?</a></li></ul><p>Hey, it's=
 Eliana.</p><p>Last week I asked what you'd want AI to solve if it could ta=
ckle anything. I expected coding tips and productivity hacks. Instead I hea=
rd from a son helping his 57-year-old mom start over in a new country with =
a chatbot, and a woman who keeps building things that grow bigger than she =
can handle. One person asked whether AI should be allowed to write eulogies=
. Your answers are below, but first, there's someone I want you to meet.</p=
><h2>She holds her breath every time she hits submit</h2><p><strong>Dr. Ton=
i-Marie Achilli teaches biology at Brown, has a PhD in biomedical engineeri=
ng, and on Outlier, she tries to write questions AI can't answer.</strong><=
/p><p>She found us through a New York Times article about Humanity's Last E=
xam, a challenge that asks whether AI can answer the hardest questions expe=
rts can throw at it.</p><p>The questions she takes on require biology, chem=
istry, and engineering at the same time. AI models can handle a lot, but wh=
en a response needs to pull from three fields at once, most of them get stu=
ck. That's where Toni-Marie comes in.</p><p>Her students at Brown know what=
 she's up to. "They'll ask, 'Did you stump the models?' and we cheer when I=
 do."</p><p><a href=3D"http://url9405.outlier.ai/ls/click?upn=3Du001.ekXzrh=
6HTgOsQrpQbkIFH7c4DkLAjRjapwAN4Dbho-2F-2BVuzbPEy9peIIT6Pl-2BVj1xNDJmoS0OXhc=
FZq1mx4mh534n0YT33GHNCpPWaXoDP4Pv9wYN1Q-2B94p6pdpGurQC7SPu3Zu0nY6lsrZbU-2F1=
PZJKbjARf75brlsB3NnJ7IhunAXiHoWbKmkDsBOScBkL0Z9cjcZzsbB73vHkft14zdYo9LzMdmK=
np42LlrNCMkyxQrO1kDUsNnDz3XbEIHT2SjmQv24XoMpxc9r29drPlC6syYmkiOIsSJ6QPKCtm5=
-2B-2Fw-3DGUCr_Rp1oF-2B94kLqdQYeiHZJJN9IIYvvVqhcLfRTaGQmkSnGW9Qz5aK4wGBMTsz=
Uy6705OPG5nXOjCpQdvxxqIQJ4G6EWfm8GcWXfDv9puQBShv8Ab6r1b7RsayAalwsVxzdmQrAKm=
TQ-2BvarDKRcOlr0j7uRp-2B0bCGbmy-2BYLk7HFyXsKY-2FFF5Su23mI9xEVq7QDa7PjrClLKV=
QOrrNAomOW662fXMTQxMH6Kzbcnmt-2BBDGM40f48zmLVdu8-2FqJWK3q8uOpRPnHg7ESTPBZHM=
gh-2FOfFnzsDDeM9pUVeCNUAs6HCX1ruHSQbxeUSq8HZTMF4WNHDqS-2FT9euN9KV35d1ph6eA8=
MSYvKxAbO0DamZ-2B-2FR3l4I-3D" rel=3D"noopener noreferrer" target=3D"_blank"=
><strong>Read Toni-Marie's full story =E2=86=92</strong></a></p><h2>You tol=
d us what AI would solve for you</h2><p>Last week I asked what you'd want A=
I to solve if it could tackle anything, even if it feels unfathomable. A lo=
t of you went somewhere I wasn't expecting.</p><p><strong>Yves A. T.</stron=
g> is helping his mother build income in a foreign country where her status=
 limits her options. She's 57, and he introduced her to an AI chatbot last =
week. She's going to try selling products on TikTok using the model as a gu=
ide. "We're waiting to see how it goes, trusting the process." I'm rooting =
for them.</p><p><strong>Angela S.</strong> has Arthrogryposis, a condition =
affecting her joints, nerves, and muscles. She wants a straightforward, no-=
startup-cost way to use AI to supplement her fixed income. "Every time I st=
art something it grows and grows til it explodes into something way bigger =
than me." She's not looking for sympathy, she's looking for a practical pat=
h.</p><p><strong>Resalmae A.</strong> wants AI to crack mental health treat=
ment. "I would like AI to find an immediate cure for mental disorders like =
depression, bipolar disorder. I would also like AI to be a very well-traine=
d therapist that a mentally ill person could talk to, so that the responses=
 are very well computed, efficient, and fast." She also added autoimmune di=
sorders to the wish list: arthritis, diabetes, all of it.</p><p>Other respo=
nses ranged from curing chronic pain to automating legal paperwork. One per=
son asked whether AI should be allowed to write eulogies. I'm still thinkin=
g about that one.</p><h2>Your replies became a blog post</h2><p>A few weeks=
 ago I asked what makes you an Outlier. I got more replies than I could fit=
 in one edition. Structural biologists, children's book authors, a guy who =
turned a screenplay into a comic book. So I wrote a blog about it instead.<=
/p><p><a href=3D"http://url9405.outlier.ai/ls/click?upn=3Du001.ekXzrh6HTgOs=
QrpQbkIFH6-2FaLuaV5-2BI2VN-2F8n5FE-2F7jFfHJ-2F7nL1z6Imfk1zi3-2BSPZpJvvt-2Fw=
PzLQvJUOjwRhLJ-2F04V4YUuPfblYkC6FuSvjQxRlcfS6AzHram7sN8gV3DYDqXtlQK93pnrkRW=
KCzqB4KO07UBrWWFCMicGywR21NfSjoUb2jF4hWR-2FVgng5nukCSjHFmpyzs1hDkTqMU2ojHJp=
Cm8pNa1eK1artk57pOJotISpG-2Fb9PhjWdOXX04xfDHOEB-2BfyDN0Q7XZS4bA-3D-3Deo_Z_R=
p1oF-2B94kLqdQYeiHZJJN9IIYvvVqhcLfRTaGQmkSnGW9Qz5aK4wGBMTszUy6705ZwLFik-2Fa=
JJAjHaVcoNUzVyQVoNUu5-2FaJ4GqUHE8y812fSS7W5CoYsILy6QzVFq-2B94i2Xp2cWaNYelzb=
1K5FXbgnKCaxNI-2BtZXFY7PN9srzalVs-2B3PWFekm3WVKxhBurSbBhVS3oNa-2B-2FgFdXY1o=
qU5X0Kaz5N8g2kdk-2B4eagFZLl6r9e13t-2FG1s-2BDwgdi55nfS6uWMQTPLqSc6KszQQMRL3p=
jCv37JuC43U6cvSAsg9Kc-2Fo1PnzCw0hUJVFaDLUGbe7zOsHgJjreruTlPHCWNM31WuJRG00Ag=
B2r-2BxDO5Jtc-3D" rel=3D"noopener noreferrer" target=3D"_blank"><strong>Rea=
d: What makes you an Outlier =E2=86=92</strong></a></p><h2>Know an Outlier?=
</h2><p>A professor who cheers when she stumps AI models. A son teaching hi=
s mom to use a chatbot. And someone wondering whether AI should be allowed =
to write eulogies. I tried to fit it all into one blog. I didn't.</p><p>If =
someone came to mind while you were reading this, <strong>send them your re=
ferral link</strong>. They probably belong here.</p><p><a href=3D"http://ur=
l9405.outlier.ai/ls/click?upn=3Du001.ekXzrh6HTgOsQrpQbkIFH0IthZ54iIuEdXkDCb=
KxkgDd7rpuw6N-2FsAe2USTKx88A5jPpkzR7ZCcit1Z6R9S4cG61gje8iwj0QMV-2BljSLYs8Bh=
og-2BPqEjhI0TqaMWqVE-2Br3gnmSRD7Fgx3h-2BZbxYWQPprCfLQ4ERwGedJAglFYq1mr5LMnL=
BDIalqjp4qJPfjPCdNmU0fH7IimQf8WDirBKIte3R0NS2Hs5Tyy8SKspiwj94zyAVL9odMm-2Fd=
3zDNsnihF_Rp1oF-2B94kLqdQYeiHZJJN9IIYvvVqhcLfRTaGQmkSnGW9Qz5aK4wGBMTszUy670=
5U0fB747TEC9PUkNoVcSMWPoJBsKT3zYGg52BJEGDbowPkmwgno3RblfSH4rTFKZXv8AFZL2g5F=
DEnvMa7XPGBC-2BO9PPVhJ-2FY0LANW2Qs5hIye2g7QUka-2BvU4T961HcD89Pe8I3wNw0GwErZ=
iK-2BQPKseC1j83VTlm5-2F2SOO16cPQqILFQp1MlKKUFLX1KKy2bC58t4Hr4a4aInfy2wAVGj8=
wqcThnqPvCS9H-2F0XW9kXoyIx0XOoDIFSEKPqbwYvS4TSk80LWxWkiMuj5Nw9qcHBgiF2oQ32Z=
MKbp-2BqagvZpg-3D" rel=3D"noopener noreferrer" target=3D"_blank"><strong>Sh=
are your referral link =E2=86=92</strong></a></p><h2>Hit reply: what's outs=
ide your window?</h2><p>Here's this week's ask. I want to see where you are=
 when you're on Outlier. Whatever you see when you look up from your screen=
: a backyard, a city skyline, a cat on a windowsill, a parking lot at dusk.=
 Photo or a few words describing it.</p><p>Send it to insideoutlier@outlier=
.ai. The best ones show up in a future edition.</p><p>Squiggles says the vi=
ew from under my desk is underrated,</p><p>Eliana</p>
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2BJvco8elc-3D" style=3D"color: rgb(128, 128, 128);">Manage preferences</a>.
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