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Jeff Bezos is in early talks to raise $100 billion for a new fund that
wo=
uld buy up manufacturing companies and use AI
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=
Sign Up [1] |Advertise [2]|View Online [3]=20
=09=09TLDR=20
=09=
=09TOGETHER WITH [Lightfield] [4]
TLDR 2026-03-20
MOST CRMS ARE =
GLORIFIED SPREADSHEETS FOR SALES DATA. LIGHTFIELD PUTS
YOUR DATA TO USE (=
SPONSOR) [4]=20
"Why is our win rate decreasing?"
-- Cue manual da=
ta export and three hours of analysis.
"What do our best customers hav=
e in common?"
-- Impossible to tell.
"Create a proposal that will=
help us close this deal."
-- Open ChatGPT, lose context.
What if=
your CRM knew the answers?
Lightfield [4] is the AI-native CRM [4] th=
at helps you get work done.
It crunches data, updates fields, and drafts =
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Try the only CRM built to au=
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hs [4]=C2=A0(4 minute setup time)
=F0=9F=93=B1=20
BIG TECH & STARTU=
PS
JEFF BEZOS IN TALKS TO RAISE $100 BILLION FOR AI MANUFACTURING FUN=
D
(4 MINUTE READ) [5]=20
Jeff Bezos is in early talks to raise $100 b=
illion for a new fund
that would buy up manufacturing companies and use A=
I technology to
accelerate their path to automation. The fund will aim to=
buy
companies in major industrial sectors, including chipmaking, defense=
,
and aerospace. Bezos is meeting up with some of the world's largest
a=
sset managers to raise funding for the project. He has traveled to
the Mi=
ddle East and Singapore to discuss the fund with investors.=20
OPENAI P=
LANS LAUNCH OF DESKTOP =E2=80=98SUPERAPP' TO REFOCUS, SIMPLIFY USER
EXPER=
IENCE (3 MINUTE READ) [6]=20
OpenAI plans to unify its ChatGPT app, Cod=
ex, and browser into a
desktop superapp to simplify the user experience. =
The superapp will
feature agentic AI capabilities that can work autonomou=
sly on users'
computers to carry out a variety of tasks. Focusing on the =
superapp
will enable OpenAI's teams to work closer together as it focuses=
its
efforts around improving one central product.=20
=F0=9F=9A=80=20
=
SCIENCE & FUTURISTIC TECHNOLOGY
PARDONED FOR FRAUD, A CEO MOUNTS H=
IS COMEBACK: =E2=80=98WE CAN TRUST YOU
NOW' (22 MINUTE READ) [7]=20
T=
revor Milton was convicted of defrauding Nikola investors in 2022.
He fac=
ed a four-year prison term, but Trump signed an unconditional
pardon. Mil=
ton, along with his wife, had donated at least $3.2 million
to Trump's 20=
24 election and to political groups and people in Trump's
orbit. He is no=
w raising funds for a new jet he claims will transform
flying.=20
DOG=
FIGHTING IN SPACE WON'T LOOK LIKE THE MOVIES, BUT THIS COMPANY
WANTS IN O=
N IT (12 MINUTE READ) [8]=20
A startup called True Anomaly has created =
a war-ready satellite
platform designed for mass production. The Jackal s=
pacecraft is
designed for agility and maneuverability and could be used f=
or orbital
combat. About the size of a refrigerator, the Jackal is essent=
ially a
flying fuel tank with room for thrusters and sensors that can rap=
idly
turn, approach, and surveil other objects in orbit. True Anomaly see=
ms
well-positioned to win a contract for the Space Force's upcoming RG-XX=
program.=20
=F0=9F=92=BB=20
PROGRAMMING, DESIGN & DATA SCIENCE
=
UNBLOCKED: CONTEXT THAT SAVES YOU TIME AND TOKENS (SPONSOR) [9]=20
=
Stop babysitting your coding agents. Unblocked [10] gives them the
organi=
zational knowledge to generate mergeable code. It pulls context
from acro=
ss your engineering stack, resolves conflicts, and cuts the
rework cycle =
by delivering only what agents need for the task at hand.
See how Unblock=
ed works. [9]=20
INTRODUCING COMPOSER 2 (3 MINUTE READ) [11]=20
Com=
poser 2 is now available in Cursor. It is frontier-level in
coding, deliv=
ering large improvements on all measured benchmarks. The
standard model i=
s priced at $0.50/M input and $2.50/M output tokens. A
faster variant, wh=
ich has the same intelligence, will be priced at
$1.50/M input and $7.50/=
M output tokens. The faster variant will be
the default option in Cursor.=
=20
READ LESS, STEER MORE (3 MINUTE READ) [12]=20
Don't treat AI ou=
tput as code to read. If something doesn't work,
just ask AI to rewrite t=
he code exactly to the specifications. AI
should be treated like a fast t=
ypist that is carrying out your will.
If you know how you want something =
to look, make the AI do it the way
you want - don't accommodate the AI. =
=F0=9F=8E=81=20
MISCELLANEOUS
CHINA IS MOBILIZING THOUSANDS =
OF ONE-PERSON AI STARTUPS (5 MINUTE
READ) [13]=20
Chinese cities are =
offering free apartments to attract 'one-person
companies'. The plan also=
involves converting idle data centers into
incubators to help grow the A=
I industry. Solo founders also receive
free office space, discounted comp=
uting power, and special loans to
build AI applications. While Silicon Va=
lley's AI boom is being driven
by venture capital funds, China is leaning=
on government policy and
funding to mobilize participation from both ind=
ustries and
individuals.=20
THE DISPLACEMENT OF COGNITIVE LABOR AND W=
HAT COMES AFTER (23 MINUTE
READ) [14]=20
AI will eventually exceed hu=
man capability across most cognitive
domains. It is already able to make =
engineers significantly more
productive. Intelligence is now a commodity =
on tap. This post looks at
the impacts of labor that harnessing intellige=
nce will have. It covers
AI's impacts on the job market, governance and g=
eopolitics, and human
nature.=20
=E2=9A=A1=20
QUICK LINKS
GOO=
GLE CLOUD X NVIDIA: KAGGLE COMPETITION (SPONSOR) [15]=20
To enable the =
community to get hands-on with NVIDIA Nemotron on
Google Cloud, join the =
NVIDIA Nemotron model reasoning challenge on
Kaggle [16], powered by G4 V=
Ms!=20
WORLD MODELS: COMPUTING THE UNCOMPUTABLE (112 MINUTE READ) [17] =
This is a comprehensive guide that covers the history, theory,
pro=
gress, and potential of World models.=20
WE NEED TO TALK ABOUT AGENTS (=
22 MINUTE READ) [18]=20
When everything becomes an 'agent,' it's nearly=
impossible for buyers
to tell what any given product actually does, how =
it fits into
existing operations, how they should interact with it, or wh=
y it
matters to their bottom line.=20
BE INTENTIONAL ABOUT HOW AI CHA=
NGES YOUR CODEBASE (4 MINUTE READ)
[19]=20
Using the right patterns w=
ill lead to scalable codebases, which leads
to faster iteration cycles an=
d better software.=20
TLDR IS HIRING A SENIOR SOFTWARE ENGINEER, APPLIE=
D AI ($250K-$350K,
FULLY REMOTE) [20]=20
As the first engineer on TLD=
R's new Applied AI team, you'll build AI
agents to automate end-to-end wo=
rkflows and lead our context
engineering project to allow non-technical t=
eammates create their own
AI workflows. Learn more [21].=20
XIAOMI LA=
UNCHES NEXT-GEN SU7 WITH 902 KM RANGE AND LIDAR, STILL
UNDERCUTS TESLA (4=
MINUTE READ) [22]=20
Xiaomi's SU7 electric sedan, which starts at arou=
nd $33,000, has up
to 902 km of CLTC range, standard LiDAR across all tri=
ms, and an 897V
charging architecture on the top model.=20
THOUGHTS O=
N OPENAI ACQUIRING ASTRAL AND UV/RUFF/TY (7 MINUTE READ)
[23]=20
In t=
he worst-case scenario, the projects can be forked, and the
community can=
take over maintenance.=20
Love TLDR? Tell your friends and get rewards!=
Share your referral link below with friends to get free TLDR swag! =
https://refer.tldr.tech/66662a80/ [24]=20
=09=09 Track your refer=
rals here. [25]=20
Want to advertise in TLDR? =F0=9F=93=B0
If your=
company is interested in reaching an audience of tech
executives, decisi=
on-makers and engineers, you may want to ADVERTISE
WITH US [26].=20
Wa=
nt to work at TLDR? =F0=9F=92=BC
APPLY HERE [27], CREATE YOUR OWN ROL=
E [28] or send a friend's resume
to
jobs@tldr.tech and get $1k if we hire=
them! TLDR is one of INC.'S
BEST BOOTSTRAPPED BUSINESSES [29] of 2025. =
If you have any comments or feedback, just respond to this email! =
Thanks for reading,=20
Dan Ni [30] & Stephen Flanders [31]=20
Man=
age your subscriptions [32] to our other newsletters on tech,
startups, a=
nd programming. Or if TLDR isn't for you, please
unsubscribe [33].=20
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[13] https:= //restofworld.org/2026/china-ai-one-person-companies-incentives/?utm_source= =3Dtldrnewsletter
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<div style=3D"display: none; max-height: 0px; overflow: hidden;">Jeff Bezos=
is in early talks to raise $100 billion for a new fund that would buy up m= anufacturing companies and use AI technology =E2=80=8C =E2=80=8C&= nbsp;=E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C&= nbsp;=E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C&= nbsp;=E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C&= nbsp;=E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C&= nbsp;=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/lightfield.png" valign=3D"midd= le" style=3D"vertical-align: middle !important; height: 100%;" alt=3D"Light= field"></a></td></tr></tbody></table>
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<div style=3D"text-align: center;">
<h1><strong>TLDR <span id=3D"date">2026-03-20</span></strong></h1>
</div>
</td></tr></tbody></table>
<table style=3D"table-layout: fixed; width:100%;" width=3D"100%"><tbody><tr=
id=3D"sponsy-copy"><td class=3D"container" style=3D"padding: 15px 15px;">
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<span>
<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Flightfield.app%2Fold-home%3Futm_source=3Dnewsletter%26u= tm_medium=3Dpaid%26utm_campaign=3Dtldr%26utm_content=3Dprimary_3-20-2026/2/= 0100019d0ac61e59-e578c0b3-0256-4243-b878-9c67661b9ea9-000000/_McbtFP5GsOGjz= iihuaJecrTmPb6n6lFF1JHmMFlGL0=3D449">
<span>
<strong>Most CRMs are glorified spr= eadsheets for sales data. Lightfield puts your data to use (Sponsor)</stron=
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
"Why is our win rate decreasing?"<p></p= ><p>-- Cue manual data export and three hours of analysis.</p><p>"What do o=
ur best customers have in common?"</p><p>-- Impossible to tell.</p><p>"Crea=
te a proposal that will help us close this deal."</p><p>-- Open ChatGPT, lo=
se context.</p><p>What if your CRM knew the answers?</p><p><a href=3D"https= ://tracking.tldrnewsletter.com/CL0/https:%2F%2Flightfield.app%2Fold-home%3F= utm_source=3Dnewsletter%26utm_medium=3Dpaid%26utm_campaign=3Dtldr%26utm_con= tent=3Dprimary_3-20-2026/3/0100019d0ac61e59-e578c0b3-0256-4243-b878-9c67661= b9ea9-000000/Q4IHLaOoJ-Mv-yRGug3BUj1UbbCsd4UjubQ2tVjCLDc=3D449" rel=3D"noop= ener noreferrer nofollow" target=3D"_blank"><span>Lightfield</span></a> is = the <a href=3D"
https://tracking.tldrnewsletter.com/CL0/https:%2F%2Flightfie= ld.app%2Fold-home%3Futm_source=3Dnewsletter%26utm_medium=3Dpaid%26utm_campa= ign=3Dtldr%26utm_content=3Dprimary_3-20-2026/4/0100019d0ac61e59-e578c0b3-02= 56-4243-b878-9c67661b9ea9-000000/KmBPmTg4B4vXmJ31sd0Gsir6sZA26t6E1OHpZ11uhq= M=3D449" rel=3D"noopener noreferrer nofollow" target=3D"_blank"><span>AI-na= tive CRM</span></a> that helps you get work done. It crunches data, updates=
fields, and drafts follow-ups - at the speed of prompting.</p>
<p>Try the only CRM built to automate the worst parts of CRM. <a href=3D"ht= tps://tracking.tldrnewsletter.com/CL0/https:%2F%2Flightfield.app%2Fold-home= %3Futm_source=3Dnewsletter%26utm_medium=3Dpaid%26utm_campaign=3Dtldr%26utm_= content=3Dprimary_3-20-2026/5/0100019d0ac61e59-e578c0b3-0256-4243-b878-9c67= 661b9ea9-000000/tuXJ7FVicS0wZKICGykglqoE-S27r8NhgQXtUY5Y0C4=3D449" rel=3D"n= oopener noreferrer nofollow" target=3D"_blank"><span>Use code <strong>TLDRT= P13</strong> to claim three free months</span></a> (4 minute setup tim=
e)
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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=
<div class=3D"text-block">
<span>
<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Flinks.tldrnewsletter.com%2FKL3e2O/1/0100019d0ac61e59-e5= 78c0b3-0256-4243-b878-9c67661b9ea9-000000/lzl64oe05iZ5GER4YATbhWy1Cgob9QE1c= LFtWdivgV8=3D449">
<span>
<strong>Jeff Bezos in Talks to Rais=
e $100 Billion for AI Manufacturing Fund (4 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Jeff Bezos is in early talks to raise $= 100 billion for a new fund that would buy up manufacturing companies and us=
e AI technology to accelerate their path to automation. The fund will aim t=
o buy companies in major industrial sectors, including chipmaking, defense,=
and aerospace. Bezos is meeting up with some of the world's largest asset = managers to raise funding for the project. He has traveled to the Middle Ea=
st and Singapore to discuss the fund with investors.
</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%2FLaMBxF/1/0100019d0ac61e59-e5= 78c0b3-0256-4243-b878-9c67661b9ea9-000000/F2cZCM_pyd5LfeY7O5NqzoqPWcoDvGlDH= ZeQuJoYurA=3D449">
<span>
<strong>OpenAI Plans Launch of Desk= top =E2=80=98Superapp' to Refocus, Simplify User Experience (3 minute read)= </strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
OpenAI plans to unify its ChatGPT app, = Codex, and browser into a desktop superapp to simplify the user experience.=
The superapp will feature agentic AI capabilities that can work autonomous=
ly on users' computers to carry out a variety of tasks. Focusing on the sup= erapp will enable OpenAI's teams to work closer together as it focuses its = efforts around improving one central product.
</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>
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<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%2Fd3EIzc/1/0100019d0ac61e59-e5= 78c0b3-0256-4243-b878-9c67661b9ea9-000000/IqaJ6b8JZ0cp4EhJ5WPBuGATNPG9-gTOc= ezkYVbatDI=3D449">
<span>
<strong>Pardoned for Fraud, a CEO M= ounts His Comeback: =E2=80=98We Can Trust You Now' (22 minute read)</strong=
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Trevor Milton was convicted of defraudi=
ng Nikola investors in 2022. He faced a four-year prison term, but Trump si= gned an unconditional pardon. Milton, along with his wife, had donated at l= east $3.2 million to Trump's 2024 election and to political groups and peop=
le in Trump's orbit. He is now raising funds for a new jet he claims will t= ransform flying.
</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%2Farstechnica.com%2Fspace%2F2026%2F03%2Fdogfighting-in-sp= ace-this-company-builds-satellites-for-high-tempo-engagement%2F%3Futm_sourc= e=3Dtldrnewsletter/1/0100019d0ac61e59-e578c0b3-0256-4243-b878-9c67661b9ea9-= 000000/yUE0BDBrdXUV71Lzx-EPAKkHN6Bjbn5kjyUSIeKFewE=3D449">
<span>
<strong>Dogfighting in space won't = look like the movies, but this company wants in on it (12 minute read)</str=
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
A startup called True Anomaly has creat=
ed a war-ready satellite platform designed for mass production. The Jackal = spacecraft is designed for agility and maneuverability and could be used fo=
r orbital combat. About the size of a refrigerator, the Jackal is essential=
ly a flying fuel tank with room for thrusters and sensors that can rapidly = turn, approach, and surveil other objects in orbit. True Anomaly seems well= -positioned to win a contract for the Space Force's upcoming RG-XX program.
</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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<div class=3D"text-block">
<div style=3D"text-align: center;">
<h1><strong>Programming, Design & Data Science</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%2Fgetunblocked.com%2F%3Futm_source=3Dtldrtech%26utm_mediu= m=3Demail%26utm_campaign=3Dcontextengine%26utm_content=3D260320_secondary/1= /0100019d0ac61e59-e578c0b3-0256-4243-b878-9c67661b9ea9-000000/ojYfHmFHKON1t= lTAAMJA7lTX95xcaquRzDKApYE6fvs=3D449">
<span>
<strong>Unblocked: Context that sav=
es you time and tokens (Sponsor)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Stop babysitting your coding agents. <a=
href=3D"
https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fgetunblocked.c= om%2F%3Futm_source=3Dtldrtech%26utm_medium=3Demail%26utm_campaign=3Dcontext= engine%26utm_content=3D260318_secondary/1/0100019d0ac61e59-e578c0b3-0256-42= 43-b878-9c67661b9ea9-000000/29UW0qFWy0sFgbspX7fQ07jlJnpttmGBI4jSv-K9HUg=3D4= 49" rel=3D"noopener noreferrer nofollow" target=3D"_blank"><span>Unblocked<= /span></a> gives them the organizational knowledge to generate mergeable co= de. It pulls context from across your engineering stack, resolves conflicts=
, and cuts the rework cycle by delivering only what agents need for the tas=
k at hand. <a href=3D"
https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fg= etunblocked.com%2F%3Futm_source=3Dtldrtech%26utm_medium=3Demail%26utm_campa= ign=3Dcontextengine%26utm_content=3D260320_secondary/2/0100019d0ac61e59-e57= 8c0b3-0256-4243-b878-9c67661b9ea9-000000/XtAk2KcjCMbp5qNexC5SHaUCTcRtWfvFZP= vnufICv2s=3D449" rel=3D"noopener noreferrer nofollow" target=3D"_blank"><sp= an>See how Unblocked works.</span></a>
</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%2Fcursor.com%2Fblog%2Fcomposer-2%3Futm_source=3Dtldrnewsl= etter/1/0100019d0ac61e59-e578c0b3-0256-4243-b878-9c67661b9ea9-000000/W66-t5= EkbxkE_wodAXvBIwj029mmBa_8sqaSFMiaIwQ=3D449">
<span>
<strong>Introducing Composer 2 (3 m= inute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Composer 2 is now available in Cursor. =
It is frontier-level in coding, delivering large improvements on all measur=
ed benchmarks. The standard model is priced at $0.50/M input and $2.50/M ou= tput tokens. A faster variant, which has the same intelligence, will be pri= ced at $1.50/M input and $7.50/M output tokens. The faster variant will be = the default option in Cursor.
</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%2Fblog.ezyang.com%2F2026%2F03%2Fread-less-steer-more%2F%3= Futm_source=3Dtldrnewsletter/1/0100019d0ac61e59-e578c0b3-0256-4243-b878-9c6= 7661b9ea9-000000/AC9ER9EnGVNk6nPEAuor-OMPAqeo2r0qIfOPh-fn0Ro=3D449">
<span>
<strong>Read Less, Steer More (3 mi= nute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Don't treat AI output as code to read. =
If something doesn't work, just ask AI to rewrite the code exactly to the s= pecifications. AI should be treated like a fast typist that is carrying out=
your will. If you know how you want something to look, make the AI do it t=
he way you want - don't accommodate the AI.
</span>
</span>
</div>
</td></tr></tbody></table>
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<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>
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<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=
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<span>
<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Frestofworld.org%2F2026%2Fchina-ai-one-person-companies-= incentives%2F%3Futm_source=3Dtldrnewsletter/1/0100019d0ac61e59-e578c0b3-025= 6-4243-b878-9c67661b9ea9-000000/rUm5Q-KGJyzes7iQPxXv3Y2LmmomoI75UDd4KauLQQw= =3D449">
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<strong>China is mobilizing thousan=
ds of one-person AI startups (5 minute read)</strong>
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<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Chinese cities are offering free apartm= ents to attract 'one-person companies'. The plan also involves converting i= dle data centers into incubators to help grow the AI industry. Solo founder=
s also receive free office space, discounted computing power, and special l= oans to build AI applications. While Silicon Valley's AI boom is being driv=
en by venture capital funds, China is leaning on government policy and fund= ing to mobilize participation from both industries and individuals.
</span>
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<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fsahajgarg.github.io%2Fblog%2Fcognitive-labor%2F%3Futm_s= ource=3Dtldrnewsletter/1/0100019d0ac61e59-e578c0b3-0256-4243-b878-9c67661b9= ea9-000000/zUiNBMPUwKCcmoKNgRek6IjDk1q5xglIDGXvL2eFA0c=3D449">
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<strong>The Displacement of Cogniti=
ve Labor and What Comes After (23 minute read)</strong>
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<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
AI will eventually exceed human capabil= ity across most cognitive domains. It is already able to make engineers sig= nificantly more productive. Intelligence is now a commodity on tap. This po=
st looks at the impacts of labor that harnessing intelligence will have. It=
covers AI's impacts on the job market, governance and geopolitics, and hum=
an nature.
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<div style=3D"text-align: center;"><span style=3D"font-size: 36px;">=E2=9A= =A1</span></div></div>
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<h1><strong>Quick Links</strong></h1>
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https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fcloud.google.com%2Fblog%2Fproducts%2Fcompute%2Fgoogle-c= loud-ai-infrastructure-at-nvidia-gtc-2026%3Futm_source=3Dtldrnewsletter/1/0= 100019d0ac61e59-e578c0b3-0256-4243-b878-9c67661b9ea9-000000/Ajrgv-VUhdY-TgM= vyebT9Az_EbO38uhhgK3v5nOoiz8=3D449">
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<strong>Google Cloud x NVIDIA: Kagg=
le Competition (Sponsor)</strong>
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To enable the community to get hands-on=
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model reasoning challenge on Kaggle</span></a>, powered by G4 VMs!
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<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fwww.notboring.co%2Fp%2Fworld-models%3Futm_source=3Dtldr= newsletter/1/0100019d0ac61e59-e578c0b3-0256-4243-b878-9c67661b9ea9-000000/L= 24_tdnVc8ZJPIC56jzeDzB4uE4cN3iUXWDRZTjATkI=3D449">
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<strong>World Models: Computing the=
Uncomputable (112 minute read)</strong>
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<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
This is a comprehensive guide that cove=
rs the history, theory, progress, and potential of World models.
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<strong>We Need to Talk About Agent=
s (22 minute read)</strong>
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<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
When everything becomes an 'agent,' it'=
s nearly impossible for buyers to tell what any given product actually does=
, how it fits into existing operations, how they should interact with it, o=
r why it matters to their bottom line.
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<strong>Be intentional about how AI=
changes your codebase (4 minute read)</strong>
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<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Using the right patterns will lead to s= calable codebases, which leads to faster iteration cycles and better softwa= re.
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<strong>TLDR is hiring a Senior Sof= tware Engineer, Applied AI ($250k-$350k, Fully Remote)</strong>
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<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
As the first engineer on TLDR's new App= lied AI team, you'll build AI agents to automate end-to-end workflows and l= ead our context engineering project to allow non-technical teammates create=
their own AI workflows. <a href=3D"
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<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Felectrek.co%2F2026%2F03%2F19%2Fxiaomi-launches-next-gen= -su7-902-km-range-undercuts-tesla%2F%3Futm_source=3Dtldrnewsletter/1/010001= 9d0ac61e59-e578c0b3-0256-4243-b878-9c67661b9ea9-000000/7JcYkyEJH-siYbCGyIBk= IMi0HMqiGRitk2_r4EyJ46I=3D449">
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<strong>Xiaomi launches next-gen SU=
7 with 902 km range and LiDAR, still undercuts Tesla (4 minute read)</stron=
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Xiaomi's SU7 electric sedan, which star=
ts at around $33,000, has up to 902 km of CLTC range, standard LiDAR across=
all trims, and an 897V charging architecture on the top model.
</span>
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<a href=3D"
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<strong>Thoughts on OpenAI acquirin=
g Astral and uv/ruff/ty (7 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
In the worst-case scenario, the project=
s can be forked, and the community can take over maintenance.
</span>
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