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Apple and Google have formed a partnership to power Apple's AI
features w=
ith Google's Gemini model. Apple's future models will lean
on Google's
=
cloud=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0= =E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2= =A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C= =C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80= =8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0= =E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=C2=A0=E2=80=8C=C2=A0=E2=80= =8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0= =E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2= =A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C= =C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80= =8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0= =E2=80=8C=C2=A0
Sign Up [1] |Advertise [2]|View Online [3]=20
=
=09=09TLDR=20
=09=09TOGETHER WITH [QA Wolf] [4]
TLDR 2026-01-13
=
=E2=9C=82=EF=B8=8F CUT YOUR QA CYCLES DOWN TO MINUTES WITH AUTOMATED TE=
STING
(SPONSOR) [4]=20
If QA is a bottleneck on your software enginee=
ring team and you're
releasing slowly because of it, you must check out Q=
A Wolf.
Their AI-native service gets engineering teams to 80% automate=
d
end-to-end test coverage, [5] and helps dev teams SHIP 5X FASTER by
r=
educing QA cycles from hours to minutes.
QA Wolf [6] takes testing off=
your plate. They can get you:
=09* Unlimited parallel test runs for =
web and mobile
=09* 24-hour maintenance and on-demand test creation
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=09* Zero fla=
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The benefit? No more manual E2E testing. No more slow QA=
cycles. No
more bugs reaching production.
With QA Wolf, Drata's tea=
m of 80+ engineers [7] achieved 4x more test
cases and 86% FASTER QA CYCL=
ES.
Schedule a demo to learn more [8]
=F0=9F=93=B1=20
BIG TECH=
& STARTUPS
APPLE PICKS GOOGLE'S GEMINI TO RUN AI-POWERED SIRI COMING=
THIS YEAR
(4 MINUTE READ) [9]=20
Apple and Google have formed a mult=
iyear partnership to power Apple's
AI features with Google's Gemini model=
. Apple's future foundation
models will lean on Google's cloud technology=
. Models will continue to
run on Apple devices and the company's private =
cloud compute. The
terms of the deal have not been made public, but in Au=
gust, Apple was
reportedly planning to pay about $1 billion a year to uti=
lize Google's
AI.=20
META CREATES HIGH-POWERED TEAM TO OVERSEE AI INF=
RASTRUCTURE BUILDOUT
(4 MINUTE READ) [10]=20
Meta Compute is a new in=
itiative by Meta aimed at securing the
enormous amounts of computing powe=
r the company's AI models need. Meta
plans to build tens of gigawatts thi=
s decade as it races to develop
superhuman untell agency. The company nam=
ed Dina Powell McCormick as
the new president and vice chair on Monday. P=
owell McCormick will work
on developing partnerships with governments to =
finance and deploy data
centers across the world.=20
=F0=9F=9A=80=20
=
SCIENCE & FUTURISTIC TECHNOLOGY
NVIDIA TO INVEST $1 BILLION IN AI =
DRUG LABORATORY WITH ELI LILLY (4
MINUTE READ) [11]=20
Nvidia plans t=
o invest $1 billion over five years in a new laboratory
with Eli Lilly. T=
he facility, to be built in Silicon Valley, will
bring Lilly's lab expert=
ise close to the center of AI innovation. It
will help AI engineers learn=
what it takes to run lab equipment and
research tasks. Nvidia plans to m=
ake its suite of AI models and agents
tailored for the healthcare industr=
y open source, so anyone will be
able to tinker with the technology and a=
dapt it to their needs.=20
1X UNVEILS 1XWM WORLD MODEL FOR NEO ROBOT PL=
ATFORM (1 MINUTE READ)
[12]=20
1X has integrated its new video-pretra=
ined world model, 1XWM, into
its NEO robot platform. The 1XWM model predi=
cts robot actions by
generating text-conditioned video rollouts and then =
translating them
into motion commands through an Inverse Dynamics Model. =
It uses a 14B
parameter generative video model as a backbone, with infere=
nce
currently taking about 11 seconds per rollout. The method enables
f=
aster adaptation to new tasks as it doesn't require tens of thousands
of =
robot demonstration hours.=20
=F0=9F=92=BB=20
PROGRAMMING, DESIGN & D=
ATA SCIENCE
REACH REAL BUYERS IN TLDR INSTEAD OF FIGHTING FOR ATTENTI=
ON ON SOCIAL
(SPONSOR) [13]=20
TLDR puts you in front of your target =
audience with almost no
competition. Each issue features only three adver=
tisers max, giving
your message the space it needs to stand out. Millions=
of developers,
product managers, CEOs, and other tech decision makers ac=
tually see
what you have to say. Learn more [13] about running a test cam=
paign.=20
WHY WE BUILT OUR OWN BACKGROUND AGENT (17 MINUTE READ) [14] =
Inspect is a coding agent that closes the loop on verifying its work=
by having all of the context and tools needed to prove it. It can run
=
tests, review telemetry, and query feature flags, and it visually
verifie=
s its work and gives users screenshots and live previews. Each
session ru=
ns in a sandboxed VM with everything an engineer would have
locally. This=
post contains the spec for Inspect so anyone can
replicate the tool.=20
=
FIRST IMPRESSIONS OF CLAUDE COWORK, ANTHROPIC'S GENERAL AGENT (8
MINU=
TE READ) [15]=20
Claude Cowork is a general agent with a UI now availab=
le as a
research preview to Max subscribers as part of the updated Claude=
Desktop macOS application. It looks very similar to the desktop
interf=
ace for regular Claude Code. The general agent is designed to
bring the p=
owerful capabilities of Claude Code to a wider audience
with a less intim=
idating interface. Screenshots of the feature are
available in the articl=
e.=20
=F0=9F=8E=81=20
MISCELLANEOUS
THE AI-POWERED VEBLEN ECONO=
MY (9 MINUTE READ) [16]=20
We will still want human-sourced goods and s=
ervices in the future.
Humans have been shown to be incredibly creative w=
hen manufacturing
scarcity for the purpose of playing status games. This =
ability is
increasing, and the trend is accelerating. Humans will be able=
to
create enough scarcity to employ people to produce artisan goods.=20
=
THE AI REVOLUTION IS HERE. WILL THE ECONOMY SURVIVE THE TRANSITION?
(=
37 MINUTE READ) [17]=20
This post contains a conversation between Micha=
el Burry, Dwarkesh
Patel, Patrick McKenzie, and Jack Clark on the AI revo=
lution and its
impact on the economy. Burry, who called the subprime mort=
gage crisis
when everyone else was buying in, is skeptical of the trillio=
ns
powering into AI infrastructure. Clark is one of Anthropic's
co-foun=
ders, and McKenzie and Patel have interviewed many people
across the indu=
stry.=20
=E2=9A=A1=20
QUICK LINKS
CES 2026 =E2=80=93 =E2=80=
=9CTHE FUTURE IS HERE=E2=80=9D AND =E2=80=9CINNOVATORS SHOW UP=E2=80=9D
#=
CES2026 (64 MINUTE READ) [18]=20
This year's CES had a lot of extremely=
solid advances in things that
matter.=20
APPLE: YOU (STILL) DON'T UN=
DERSTAND THE VISION PRO (16 MINUTE READ)
[19]=20
The Vision Pro has t=
he potential to be a way to experience any live
experience in the world o=
n demand.=20
META REPORTEDLY PLANS TO CUT ABOUT 10% OF EMPLOYEES IN REA=
LITY LABS'
METAVERSE BUSINESS (1 MINUTE READ) [20]=20
Employees worki=
ng on the metaverse are the target of the cuts.=20
AI AGENTS ARE A STRE=
SS TEST FOR YOUR DEV STACK (5 MINUTE READ) [21]=20
AI agent loops expos=
e how brittle, non-standard, and half-tribal our
development environments=
really are.=20
WHAT IS AN ENGINEER? (22 MINUTE READ) [22]=20
Engin=
eers make the right observations, make the right decisions, and
take the =
right actions, in the right sequence, to accomplish the right
intentions.=
=20
BEHIND THE UNRAVELING OF APPLE'S CREDIT-CARD PARTNERSHIP WITH GOLDM=
AN
SACHS (11 MINUTE READ) [23]=20
Apple decided to move from Goldman =
to JPMorgan, ending Goldman's
consumer-lending journey.=20
Love TLDR? =
Tell your friends and get rewards!
Share your referral link below wit=
h friends to get free TLDR swag!=20
https://refer.tldr.tech/66662a80/ [=
24]=20
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DVERTISE
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Want to work at TLDR? =F0=9F=92=BC
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to jobs=
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BEST BOOTST=
RAPPED BUSINESSES [29] of 2025.=20
If you have any comments or feedback=
, just respond to this email!=20
Thanks for reading,=20
Dan Ni [30] & St=
ephen Flanders [31]=20
Manage your subscriptions [32] to our other news=
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<div style=3D"display: none; max-height: 0px; overflow: hidden;">Apple and = Google have formed a partnership to power Apple's AI features with Goo= gle's Gemini model. Apple's future models will lean on Google= 9;s cloud =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C = =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C = =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C = =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C = =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C = =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C= =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C= =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C= =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C= =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C= =E2=80=8C =E2=80=8C =E2=80=8C </div>
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<a href=3D"
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https://images.tldr.tech/qawolf-3.png" valign=3D"middle" style=3D"ver= tical-align: middle !important; height: 100%;" alt=3D"QA Wolf"></a></td></t= r></tbody></table>
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<div style=3D"text-align: center;">
<h1><strong>TLDR <span id=3D"date">2026-01-13</span></strong></h1>
</div>
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id=3D"sponsy-copy"><td class=3D"container" style=3D"padding: 15px 15px;">
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<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fwww.qawolf.com%2F%3Futm_source=3Dtldr%26utm_medium=3Dne= wsletter%26utm_campaign=3DACQ_All_Demo_Conversions__NewsletterAudience_-_Ne= wsletter_CutQACycles_20260113-None_Experiment-FALSE%26utm_term=3Dheadline-C= utYourQACyclesDownToMinutesWithAutomatedTesting%26utm_content=3DCutQACycles= _ScheduleADemoToLearnMore_None_Headline%253ACutYourQACyclesDownToMinutesWit= hAutomatedTesting____Newsletter-PrimaryPlacement_20260113_v1_/2/0100019bb71= 9264b-9ea91010-ff28-4f48-b176-f9cc9d7c7227-000000/hTnMvqiMxJC6PO3OUAYgeMOTq= f-6OB2pi6hXti1te6w=3D439">
<span>
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QA cycles down to minutes with automated testing (Sponsor)</strong>
</span>
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If QA is a bottleneck on your software = engineering team and you're releasing slowly because of it, you must check = out QA Wolf.<p></p><p>Their AI-native service gets engineering teams to <a = href=3D"
https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.qawolf.com%= 2Fhow-it-works%3Futm_source=3Dtldr%26utm_medium=3Dnewsletter%26utm_campaign= =3DACQ_All_Demo_Conversions__NewsletterAudience_-_Newsletter_CutQACycles_20= 260113-None_Experiment-FALSE%26utm_term=3Dbody-80PercentAutomatedEndToEndTe= stCoverage%26utm_content=3DCutQACycles_ScheduleADemoToLearnMore_None_Headli= ne%253ACutYourQACyclesDownToMinutesWithAutomatedTesting____Newsletter-Prima= ryPlacement_20260113_v1_/1/0100019bb719264b-9ea91010-ff28-4f48-b176-f9cc9d7= c7227-000000/32Vz-BG1eTrQi0NNsEBbMIhqLfZiuRahBXMihe4fQ-s=3D439" rel=3D"noop= ener noreferrer nofollow" target=3D"_blank"><span>80% automated end-to-end = test coverage,</span></a> and helps dev teams <strong>ship 5x faster</stron=
by reducing QA cycles from hours to minutes.</p>
<p><a href=3D"
https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.qawol= f.com%3Futm_source=3Dtldr%26utm_medium=3Dnewsletter%26utm_campaign=3DACQ_Al= l_Demo_Conversions__NewsletterAudience_-_Newsletter_CutQACycles_20260113-No= ne_Experiment-FALSE%26utm_term=3Dbody-QAWolf%26utm_content=3DCutQACycles_Sc= heduleADemoToLearnMore_None_Headline%253ACutYourQACyclesDownToMinutesWithAu= tomatedTesting____Newsletter-PrimaryPlacement_20260113_v1_/1/0100019bb71926= 4b-9ea91010-ff28-4f48-b176-f9cc9d7c7227-000000/CVFPnPTHdBLVVafUA-VLNU7EB0YT= WNrtV8qTYBVAdyM=3D439" rel=3D"noopener noreferrer nofollow" target=3D"_blan= k"><span>QA Wolf</span></a> takes testing off your plate. They can get you:=
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</ul>
<p>The benefit? No more manual E2E testing. No more slow QA cycles. No more=
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<p>With QA Wolf, <a href=3D"
https://tracking.tldrnewsletter.com/CL0/https:%= 2F%2Fwww.qawolf.com%2Fcustomers%2Fdrata%3Futm_source=3Dtldr%26utm_medium=3D= newsletter%26utm_campaign=3DACQ_All_Demo_Conversions__NewsletterAudience_-_= Newsletter_CutQACycles_20260113-None_Experiment-FALSE%26utm_term=3Dbody-Dra= tasTeamOf80PlusEngineers%26utm_content=3DCutQACycles_ScheduleADemoToLearnMo= re_None_Headline%253ACutYourQACyclesDownToMinutesWithAutomatedTesting____Ne= wsletter-PrimaryPlacement_20260113_v1_/1/0100019bb719264b-9ea91010-ff28-4f4= 8-b176-f9cc9d7c7227-000000/gI1jyZxHMM0bzl6S7SeSwemLFDIe5AdVEZkvlWu0pao=3D43=
9" rel=3D"noopener noreferrer nofollow" target=3D"_blank"><span>Drata's tea=
m of 80+ engineers</span></a> achieved 4x more test cases and <strong>86% f= aster QA cycles</strong>.</p>
<p><a href=3D"
https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.qawol= f.com%3Futm_source=3Dtldr%26utm_medium=3Dnewsletter%26utm_campaign=3DACQ_Al= l_Demo_Conversions__NewsletterAudience_-_Newsletter_CutQACycles_20260113-No= ne_Experiment-FALSE%26utm_term=3Dcta-ScheduleADemoToLearnMore%26utm_content= =3DCutQACycles_ScheduleADemoToLearnMore_None_Headline%253ACutYourQACyclesDo= wnToMinutesWithAutomatedTesting____Newsletter-PrimaryPlacement_20260113_v1_= /1/0100019bb719264b-9ea91010-ff28-4f48-b176-f9cc9d7c7227-000000/VJX3nZ7KICq= _K8eBBVJzfI8cyYdm_JY3Mm7RXUwW3bU=3D439" rel=3D"noopener noreferrer nofollow=
" target=3D"_blank"><span>Schedule a demo to learn more</span></a>
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<h1><strong>Big Tech & Startups</strong></h1>
</div>
</div>
</td></tr></tbody></table>
<table style=3D"table-layout: fixed; width: 100%;" width=3D"100%"><tbody><t= r><td style=3D"padding:0;border-collapse:collapse;border-spacing:0;margin:0=
;" valign=3D"top">
<table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=
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<span>
<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fwww.cnbc.com%2F2026%2F01%2F12%2Fapple-google-ai-siri-ge= mini.html%3Futm_source=3Dtldrnewsletter/1/0100019bb719264b-9ea91010-ff28-4f= 48-b176-f9cc9d7c7227-000000/gJxBrUpJkfiFZ8cWvcgo_9DLW9l4tGpU_jlLOUlKUNU=3D4=
<span>
<strong>Apple picks Google's Gemini=
to run AI-powered Siri coming this year (4 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Apple and Google have formed a multiyea=
r partnership to power Apple's AI features with Google's Gemini model. Appl= e's future foundation models will lean on Google's cloud technology. Models=
will continue to run on Apple devices and the company's private cloud comp= ute. The terms of the deal have not been made public, but in August, Apple = was reportedly planning to pay about $1 billion a year to utilize Google's = AI.
</span>
</span>
</div>
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<table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=
<div class=3D"text-block">
<span>
<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Flinks.tldrnewsletter.com%2FfyZTzi/1/0100019bb719264b-9e= a91010-ff28-4f48-b176-f9cc9d7c7227-000000/DzQeCm7HlV6b3he7YLEZxCNouYGDFoREy= TrIRb0hgP8=3D439">
<span>
<strong>Meta Creates High-Powered T= eam to Oversee AI Infrastructure Buildout (4 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Meta Compute is a new initiative by Met=
a aimed at securing the enormous amounts of computing power the company's A=
I models need. Meta plans to build tens of gigawatts this decade as it race=
s to develop superhuman untell agency. The company named Dina Powell McCorm= ick as the new president and vice chair on Monday. Powell McCormick will wo=
rk on developing partnerships with governments to finance and deploy data c= enters across the world.
</span>
</span>
</div>
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<div class=3D"text-block">
<div style=3D"text-align: center;"><span style=3D"font-size: 36px;">=F0=9F= =9A=80</span></div>
</div>
</td></tr></tbody></table>
<table align=3D"center" bgcolor=3D"" border=3D"0" cellpadding=3D"0" cellspa= cing=3D"0" width=3D"100%"><tbody><tr><td class=3D"container" style=3D"paddi= ng-top: 0px; padding-bottom: 0px;">
<div class=3D"text-block">
<div style=3D"text-align: center;">
<h1><strong>Science & Futuristic Technology</strong></h1>
</div>
</div>
</td></tr></tbody></table>
<table style=3D"table-layout: fixed; width: 100%;" width=3D"100%"><tbody><t= r><td style=3D"padding:0;border-collapse:collapse;border-spacing:0;margin:0=
;" valign=3D"top">
<table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=
<div class=3D"text-block">
<span>
<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Flinks.tldrnewsletter.com%2FuI4ZtU/1/0100019bb719264b-9e= a91010-ff28-4f48-b176-f9cc9d7c7227-000000/M_G9ewNW8iMx4y8h3qnsGo7HrMRM5qqVx= oFBRZ416cs=3D439">
<span>
<strong>Nvidia to Invest $1 Billion=
in AI Drug Laboratory With Eli Lilly (4 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Nvidia plans to invest $1 billion over = five years in a new laboratory with Eli Lilly. The facility, to be built in=
Silicon Valley, will bring Lilly's lab expertise close to the center of AI=
innovation. It will help AI engineers learn what it takes to run lab equip= ment and research tasks. Nvidia plans to make its suite of AI models and ag= ents tailored for the healthcare industry open source, so anyone will be ab=
le to tinker with the technology and adapt it to their needs.
</span>
</span>
</div>
</td></tr></tbody></table>
<table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=
<div class=3D"text-block">
<span>
<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fwww.testingcatalog.com%2F1x-unveils-1xwm-world-model-fo= r-neo-robot-platform%2F%3Futm_source=3Dtldrnewsletter/1/0100019bb719264b-9e= a91010-ff28-4f48-b176-f9cc9d7c7227-000000/HOlXm3wEwhtlUE4dVtOhNsktvrBuwFljw= YdlbF2NABQ=3D439">
<span>
<strong>1X unveils 1XWM world model=
for NEO robot platform (1 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
1X has integrated its new video-pretrai= ned world model, 1XWM, into its NEO robot platform. The 1XWM model predicts=
robot actions by generating text-conditioned video rollouts and then trans= lating them into motion commands through an Inverse Dynamics Model. It uses=
a 14B parameter generative video model as a backbone, with inference curre= ntly taking about 11 seconds per rollout. The method enables faster adaptat= ion to new tasks as it doesn't require tens of thousands of robot demonstra= tion hours.
</span>
</span>
</div>
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<div class=3D"text-block">
<div style=3D"text-align: center;"><span style=3D"font-size: 36px;">=F0=9F= =92=BB</span></div></div>
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<h1><strong>Programming, Design & Data Science</strong></h1>
</div>
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<table style=3D"table-layout: fixed; width: 100%;" width=3D"100%"><tbody><t= r><td style=3D"padding:0;border-collapse:collapse;border-spacing:0;margin:0=
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<span>
<strong>Reach real buyers in TLDR i= nstead of fighting for attention on social (Sponsor)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
TLDR puts you in front of your target a= udience with almost no competition. Each issue features only three advertis= ers max, giving your message the space it needs to stand out. Millions of d= evelopers, product managers, CEOs, and other tech decision makers actually = see what you have to say. <a href=3D"
https://tracking.tldrnewsletter.com/CL= 0/https:%2F%2Fadvertise.tldr.tech%2F%3Futm_source=3Dtldr%26utm_medium=3Dnew= sletter%26utm_campaign=3Dsecondary01132026/2/0100019bb719264b-9ea91010-ff28= -4f48-b176-f9cc9d7c7227-000000/ppqLivk38WeuDeR46ABKOwP-PRO441jSyadIWqSyAww= =3D439" rel=3D"noopener noreferrer nofollow" target=3D"_blank"><span>Learn = more</span></a> about running a test campaign.
</span>
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<span>
<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fbuilders.ramp.com%2Fpost%2Fwhy-we-built-our-background-= agent%3Futm_source=3Dtldrnewsletter/1/0100019bb719264b-9ea91010-ff28-4f48-b= 176-f9cc9d7c7227-000000/OgN-vz0f3LQqtfPAUcxL-ROvfsf7QClpjslGw6bFDR8=3D439">
<span>
<strong>Why We Built Our Own Backgr= ound Agent (17 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Inspect is a coding agent that closes t=
he loop on verifying its work by having all of the context and tools needed=
to prove it. It can run tests, review telemetry, and query feature flags, = and it visually verifies its work and gives users screenshots and live prev= iews. Each session runs in a sandboxed VM with everything an engineer would=
have locally. This post contains the spec for Inspect so anyone can replic= ate the tool.
</span>
</span>
</div>
</td></tr></tbody></table>
<table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=
<div class=3D"text-block">
<span>
<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fsimonwillison.net%2F2026%2FJan%2F12%2Fclaude-cowork%2F%= 23atom-everything%3Futm_source=3Dtldrnewsletter/1/0100019bb719264b-9ea91010= -ff28-4f48-b176-f9cc9d7c7227-000000/Z2NXeFaqyNC1_So9tB7GSc9Z7YmfdYBpoXpYnov= GJkM=3D439">
<span>
<strong>First impressions of Claude=
Cowork, Anthropic's general agent (8 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Claude Cowork is a general agent with a=
UI now available as a research preview to Max subscribers as part of the u= pdated Claude Desktop macOS application. It looks very similar to the deskt=
op interface for regular Claude Code. The general agent is designed to brin=
g the powerful capabilities of Claude Code to a wider audience with a less = intimidating interface. Screenshots of the feature are available in the art= icle.
</span>
</span>
</div>
</td></tr></tbody></table>
</td></tr></tbody></table>
<table align=3D"center" bgcolor=3D"" border=3D"0" cellpadding=3D"0" cellspa= cing=3D"0" width=3D"100%"><tbody><tr><td class=3D"container" style=3D"paddi= ng-top: 0px; padding-bottom: 0px;">
<div class=3D"text-block">
<div style=3D"text-align: center;"><span style=3D"font-size: 36px;">=F0=9F= =8E=81</span></div></div>
</td></tr></tbody></table>
<table align=3D"center" bgcolor=3D"" border=3D"0" cellpadding=3D"0" cellspa= cing=3D"0" width=3D"100%"><tbody><tr><td class=3D"container" style=3D"paddi= ng-top: 0px; padding-bottom: 0px;">
<div class=3D"text-block">
<div style=3D"text-align: center;"><strong><h1>Miscellaneous</h1></strong><= /div>
</div>
</td></tr></tbody></table>
<table bgcolor=3D"" style=3D"table-layout: fixed; width: 100%;" width=3D"10= 0%"><tbody><tr><td style=3D"padding:0;border-collapse:collapse;border-spaci= ng:0;margin:0;" valign=3D"top">
<table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=
<div class=3D"text-block">
<span>
<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Freducibleerrors.com%2Fthe-veblen-economy%2F%3Futm_sourc= e=3Dtldrnewsletter/1/0100019bb719264b-9ea91010-ff28-4f48-b176-f9cc9d7c7227-= 000000/TbFujAIGLq6CUg37qqa0iCtwlJRKPPOXysg5LymKw1A=3D439">
<span>
<strong>The AI-powered Veblen econo=
my (9 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
We will still want human-sourced goods = and services in the future. Humans have been shown to be incredibly creativ=
e when manufacturing scarcity for the purpose of playing status games. This=
ability is increasing, and the trend is accelerating. Humans will be able =
to create enough scarcity to employ people to produce artisan goods.
</span>
</span>
</div>
</td></tr></tbody></table>
<table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=
<div class=3D"text-block">
<span>
<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fpost.substack.com%2Fp%2Fthe-ai-revolution-is-here-will-= the%3Futm_source=3Dtldrnewsletter/1/0100019bb719264b-9ea91010-ff28-4f48-b17= 6-f9cc9d7c7227-000000/bB9krXJXdYVMB389-7wfpuPO9Fsti6z6D5hbd9RKiFQ=3D439">
<span>
<strong>The AI revolution is here. = Will the economy survive the transition? (37 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
This post contains a conversation betwe=
en Michael Burry, Dwarkesh Patel, Patrick McKenzie, and Jack Clark on the A=
I revolution and its impact on the economy. Burry, who called the subprime = mortgage crisis when everyone else was buying in, is skeptical of the trill= ions powering into AI infrastructure. Clark is one of Anthropic's co-founde= rs, and McKenzie and Patel have interviewed many people across the industry=
.
</span>
</span>
</div>
</td></tr></tbody></table>
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<table align=3D"center" bgcolor=3D"" border=3D"0" cellpadding=3D"0" cellspa= cing=3D"0" width=3D"100%"><tbody><tr><td class=3D"container" style=3D"paddi= ng-top: 0px; padding-bottom: 0px;">
<div class=3D"text-block">
<div style=3D"text-align: center;"><span style=3D"font-size: 36px;">=E2=9A= =A1</span></div></div>
</td></tr></tbody></table>
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<h1><strong>Quick Links</strong></h1>
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<div class=3D"text-block">
<span>
<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fhardcoresoftware.learningbyshipping.com%2Fp%2F237-ces-2= 026-the-future-is-here-and%3Futm_source=3Dtldrnewsletter/1/0100019bb719264b= -9ea91010-ff28-4f48-b176-f9cc9d7c7227-000000/sVAS8jLnx2sZS7ruIV1OWvkkXhGhyN= F2OmCZzQE8gKo=3D439">
<span>
<strong>CES 2026 =E2=80=93 =E2=80= =9CThe Future Is Here=E2=80=9D and =E2=80=9CInnovators Show Up=E2=80=9D #CE= S2026 (64 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
This year's CES had a lot of extremely = solid advances in things that matter.
</span>
</span>
</div>
</td></tr></tbody></table>
<table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=
<div class=3D"text-block">
<span>
<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fstratechery.com%2F2026%2Fapple-you-still-dont-understan= d-the-vision-pro%2F%3Futm_source=3Dtldrnewsletter/1/0100019bb719264b-9ea910= 10-ff28-4f48-b176-f9cc9d7c7227-000000/jQxp6EisTAbForSD5_89ZOO7jtWTOytR7GkcM= DRFRqU=3D439">
<span>
<strong>Apple: You (Still) Don't Un= derstand the Vision Pro (16 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
The Vision Pro has the potential to be =
a way to experience any live experience in the world on demand.
</span>
</span>
</div>
</td></tr></tbody></table>
<table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=
<div class=3D"text-block">
<span>
<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fsherwood.news%2Ftech%2Fmeta-reportedly-plans-to-cut-abo= ut-10-of-employees-in-reality-labs-metaverse%2F%3Futm_source=3Dtldrnewslett= er/1/0100019bb719264b-9ea91010-ff28-4f48-b176-f9cc9d7c7227-000000/A2Q5Nk9AA= ukaI15SwSDR4FaUHOZksZURuFD9jC-YSxc=3D439">
<span>
<strong>Meta reportedly plans to cu=
t about 10% of employees in Reality Labs' metaverse business (1 minute read= )</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Employees working on the metaverse are = the target of the cuts.
</span>
</span>
</div>
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<table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=
<div class=3D"text-block">
<span>
<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fwww.nibzard.com%2Fagent-stress-test%2F%3Futm_source=3Dt= ldrnewsletter/1/0100019bb719264b-9ea91010-ff28-4f48-b176-f9cc9d7c7227-00000= 0/i5IlRdQANiuMidyLCPreW20YJ3nXHDVVUOTbrjFqqJI=3D439">
<span>
<strong>AI Agents Are a Stress Test=
for Your Dev Stack (5 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
AI agent loops expose how brittle, non-= standard, and half-tribal our development environments really are.
</span>
</span>
</div>
</td></tr></tbody></table>
<table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=
<div class=3D"text-block">
<span>
<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fwww.codesimplicity.com%2Fpost%2Fwhat-is-an-engineer%2F%= 3Futm_source=3Drss%26utm_medium=3Drss%26utm_campaign=3Dwhat-is-an-engineer/= 1/0100019bb719264b-9ea91010-ff28-4f48-b176-f9cc9d7c7227-000000/4irJN189Naid= f8nigGaaHjF1T72TNGM04bhqVp7n5Z8=3D439">
<span>
<strong>What is an Engineer? (22 mi= nute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Engineers make the right observations, = make the right decisions, and take the right actions, in the right sequence=
, to accomplish the right intentions.
</span>
</span>
</div>
</td></tr></tbody></table>
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<span>
<strong>Behind the Unraveling of Ap= ple's Credit-Card Partnership With Goldman Sachs (11 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Apple decided to move from Goldman to J= PMorgan, ending Goldman's consumer-lending journey.
</span>
</span>
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