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Many in the tech industry have been praising DeepSeek over the recent
rel=
ease of its reasoning model, R1. R1 seemingly matches or beats
OpenAI's=
o1=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 [Vanta] [4]
TLDR 2025-01-27
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=F0=9F=93=B1=20
BIG TECH & STARTUPS
DEEPSEEK GETS =
SILICON VALLEY TALKING (2 MINUTE READ) [5]=20
Many in the tech industry=
have been praising DeepSeek over the recent
release of its reasoning mod=
el, R1. R1 seemingly matches or beats
OpenAI's o1 model on certain benchm=
arks. It only cost $5.6 million to
train, much less than the hundreds of =
millions of dollars it has taken
leading US companies to train their mode=
ls. The company achieved all
this while facing US sanctions that prohibit=
the sale of advanced
chips to Chinese companies. DeepSeek's AI assistant=
is now the top
free app in the Apple App Store.=20
ORACLE AND MICROS=
OFT ARE REPORTEDLY IN TALKS TO TAKE OVER TIKTOK (2
MINUTE READ) [6]=20
=
Oracle, Microsoft, and a group of investors are in talks to take over=
TikTok's global operations. The deal will allow ByteDance to keep a
mi=
nority stake in TikTok while the app's algorithm, data collection,
and so=
ftware updates will be overseen by Oracle. Oracle's server
network alread=
y provides the bulk of TikTok's backbone. President
Trump earlier issued =
an executive order giving TikTok and others a
75-day reprieve from any en=
forcement action related to the US'
requirement that ByteDance divest fro=
m TikTok.=20
=F0=9F=9A=80=20
SCIENCE & FUTURISTIC TECHNOLOGY
WH=
AT DID DEEPSEEK FIGURE OUT ABOUT REASONING WITH DEEPSEEK-R1? (4
MINUTE RE=
AD) [7]=20
Chinese AI lab DeepSeek recently released a reasoning model =
trained
on a GPU cluster a fraction the size of any of the big western AI=
labs
that is better than the current best reasoning models. Reasoning
=
models are able to 'think' about questions, which results in better
answe=
rs. DeepSeek used a reinforcement learning approach, as opposed
to a fine=
-tuning approach, to train its reasoning model, which
resulted in cost an=
d quality benefits. This approach can only really
train the model on codi=
ng and mathematics, but this might not matter
as superintelligence in cod=
ing/mathematics might transfer to other
domains - this has yet to be demo=
nstrated in practice.=20
WHAT HAPPENS WHEN WE CAN'T JUST BUILD BIGGER A=
I DATACENTERS ANYMORE?
(6 MINUTE READ) [8]=20
AI's continued growth m=
ay ultimately hinge on a new kind of
supercomputer that spans entire coun=
tries. This will involve stitching
together existing datacenters to distr=
ibute the workload. The
infrastructure required to stitch datacenters tog=
ether already exists,
but it is tuned more for disaster recovery and high=
-availability than
large-scale AI training. Research is already underway =
to improve the
technology, which will help address power challenges by al=
lowing
datacenters in different regions to work as one.=20
=
=F0=9F=92=BB=20
PROGRAMMING, DESIGN & DATA SCIENCE
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ising with TLDR. [9]
INTRODUCING SCOPEDB: MANAGE DATA IN PETABYTES FO=
R AN OBSERVABILITY
PLATFORM (12 MINUTE READ) [10]=20
ScopeDB is a dat=
abase built on top of S3 that unleashes the power of
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=
=F0=9F=8E=81=20
MISCELLANEOUS
THE SECRET SAUCE OF CHINESE SOCIAL M=
EDIA APPS (8 MINUTE READ) [12]=20
In the days leading up to the deadlin=
e for TikTok to be banned in the
US, users flocked to other Chinese apps =
such as Xiaohongshu and
Lemon8. These apps have many of the same features=
that made TikTok so
appealing: an infinite scroll of hyper-targeted reco=
mmendations and
interactions with friendly strangers. They blend entertai=
nment and
networking with sales to monetize their addictive algorithms. T=
his
strategy has been very profitable, making China the global leader in=
social commerce.=20
HERE ARE APPLE'S TWO MAIN PRIORITIES FOR AI THIS=
YEAR, PER LEAKED
MEMO (2 MINUTE READ) [13]=20
Apple has two main int=
ernal priorities for its AI efforts this year:
revamp Siri and improve it=
s AI models. Siri is undergoing a big
transformation into 'LLM Siri', whi=
ch will be shipping in the spring
of 2026, possibly in iOS 19.4. Apple's =
AI models have been criticized
for regularly including errors, so there i=
s a clear need to improve
them. The company has temporarily disabled summ=
aries in iOS 18.3 for
select app categories presumably until the backing =
AI model can be
brought up to par.=20
=E2=9A=A1=20
QUICK LINKS
=
WORKSHOP: BUILD A TESTING CULTURE WITHOUT MICROMANAGING DEVELOPERS
(S=
PONSOR) [14]=20
Learn how to build a culture of testing and help your t=
eam succeed in
this livestream with Sentry and Growth Tribe. RSVP for thi=
s Tuesday.
[14]=20
ELON MUSK EMAIL TO X STAFF: =E2=80=98WE'RE BARELY =
BREAKING EVEN' (2 MINUTE
READ) [15]=20
Banks are preparing a coordina=
ted move to sell some of the $13
billion in debt they loaned Elon Musk to=
buy Twitter.=20
PERPLEXITY AI REVISES TIKTOK MERGER PROPOSAL THAT COUL=
D GIVE THE U.S.
GOVERNMENT A 50% STAKE (4 MINUTE READ) [16]=20
Perple=
xity's proposal to merge with TikTok now allows for the US
government to =
own up to 50% of the new company upon a future IPO.=20
THE PAST, PRESEN=
T, AND FUTURE OF UI AT GITHUB (15 MINUTE READ) [17]=20
This page contai=
ns the slides from Joel Hawksley's talk presented at
Boulder Ruby.=20
=
THE SHORT CASE FOR NVIDIA STOCK (72 MINUTE READ) [18]=20
DeepSeek's ef=
ficiency breakthrough suggests that the entire industry
has been massivel=
y over-provisioning compute resources.=20
2025 WILL LIKELY BE ANOTHER B=
RUTAL YEAR OF FAILED STARTUPS, DATA
SUGGESTS (5 MINUTE READ) [19]=20
=
More startups shut down last year than the year before - the trend is
exp=
ected to continue this year.=20
NO ONE IS DISRUPTING BANKS (13 MINUTE R=
EAD) [20]=20
Despite 30 years of trying, Fintech companies have still n=
ot
disrupted any of the big banks and have hardly challenged the key
ba=
nking model - taking deposits and issuing loans.=20
Love TLDR? Tell your=
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il!=20
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Dan Ni [25] & Stephen Flanders [26]=20
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Manage your subscriptions [27] to our other newsletters on tech,
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<div style=3D"display: none; max-height: 0px; overflow: hidden;">Many in th=
e tech industry have been praising DeepSeek over the recent release of its = reasoning model, R1. R1 seemingly matches or beats OpenAI's o1 = =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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<div style=3D"text-align: center;">
<h1><strong>TLDR <span id=3D"date">2025-01-27</span></strong></h1>
</div>
</td></tr>
<tr id=3D"sponsy-copy"><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.vanta.com%2Flp%2Fidc-business-value-roi-white-paper= %3Futm_campaign=3Didc-business-value%26utm_source=3Dtldr%26utm_medium=3Dnew= sletter/2/01000194a78a8b65-a52e7c8c-0f6e-4d8f-8d14-6736c65be532-000000/zBGw= erXbzr6QFdl3xWl6DKXKEnzxRfcmiBvcuw-Dwok=3D389">
<span>
<strong>Drive 526% ROI with Vanta (= Sponsor)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Vanta's a game-changer for businesses a=
nd their security teams=E2=80=94and we can prove it. This <a href=3D"https:= //tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.vanta.com%2Flp%2Fidc-busi= ness-value-roi-white-paper%3Futm_campaign=3Didc-business-value%26utm_source= =3Dtldr%26utm_medium=3Dnewsletter/3/01000194a78a8b65-a52e7c8c-0f6e-4d8f-8d1= 4-6736c65be532-000000/dqLmRSqZLxdqmRjyK_whNRem8P3Kx2VpYlD5AuuoWzw=3D389" re= l=3D"noopener noreferrer nofollow" target=3D"_blank"><span>new IDC study sh= ows</span></a> how Vanta drives significant ROI, saves time, and boosts tea=
m productivity.
<p></p>
<p>Demonstrating trust to customers and prospects is critical to closing de= als=E2=80=94but it can also be costly, time-intensive, and complex. <a href= =3D"
https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.vanta.com%2Flp%= 2Fidc-business-value-roi-white-paper%3Futm_campaign=3Didc-business-value%26= utm_source=3Dtldr%26utm_medium=3Dnewsletter/4/01000194a78a8b65-a52e7c8c-0f6= e-4d8f-8d14-6736c65be532-000000/tfzZAYiy9PUuGIi-bepXgR8zyVr5TcTcCgp85vPUNq8= =3D389" rel=3D"noopener noreferrer nofollow" target=3D"_blank"><span>Vanta<= /span></a> turns GRC programs into growth drivers, all while making it easy=
to manage your security risks.</p>
<p><a href=3D"
https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.vanta= .com%2Flp%2Fidc-business-value-roi-white-paper%3Futm_campaign=3Didc-busines= s-value%26utm_source=3Dtldr%26utm_medium=3Dnewsletter/5/01000194a78a8b65-a5= 2e7c8c-0f6e-4d8f-8d14-6736c65be532-000000/k88XKg952urh9Dig72W0oDBDK9oqdNf5c= 5DQJkv4dV4=3D389" rel=3D"noopener noreferrer nofollow" target=3D"_blank"><s= pan>Get the white paper</span></a>.
</span></span></div>
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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;">=F0=9F= =93=B1</span></div></div>
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<div class=3D"text-block">
<div style=3D"text-align: center;">
<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%2Ftechcrunch.com%2F2025%2F01%2F26%2Fdeepseek-gets-silicon= -valley-talking%2F%3Futm_source=3Dtldrnewsletter/1/01000194a78a8b65-a52e7c8= c-0f6e-4d8f-8d14-6736c65be532-000000/DWT8-Y_b6WXZSNe9YSisltwr3-JRv8lMgTJEe3= _y9Ys=3D389">
<span>
<strong>DeepSeek gets Silicon Valle=
y talking (2 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Many in the tech industry have been pra= ising DeepSeek over the recent release of its reasoning model, R1. R1 seemi= ngly matches or beats OpenAI's o1 model on certain benchmarks. It only cost=
$5.6 million to train, much less than the hundreds of millions of dollars =
it has taken leading US companies to train their models. The company achiev=
ed all this while facing US sanctions that prohibit the sale of advanced ch= ips to Chinese companies. DeepSeek's AI assistant is now the top free app i=
n the Apple App Store.
</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.theverge.com%2F2025%2F1%2F25%2F24351973%2Foracle-mi= crosoft-tiktok-takeover-deal%3Futm_source=3Dtldrnewsletter/1/01000194a78a8b= 65-a52e7c8c-0f6e-4d8f-8d14-6736c65be532-000000/tfnx8inanjHov5WQPQrDsmjEldMx= goabJFUsCTtzp3E=3D389">
<span>
<strong>Oracle and Microsoft are re= portedly in talks to take over TikTok (2 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Oracle, Microsoft, and a group of inves= tors are in talks to take over TikTok's global operations. The deal will al= low ByteDance to keep a minority stake in TikTok while the app's algorithm,=
data collection, and software updates will be overseen by Oracle. Oracle's=
server network already provides the bulk of TikTok's backbone. President T= rump earlier issued an executive order giving TikTok and others a 75-day re= prieve from any enforcement action related to the US' requirement that Byte= Dance divest from TikTok.
</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= =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%2Fwww.seangoedecke.com%2Fdeepseek-r1%2F%3Futm_source=3Dtl= drnewsletter/1/01000194a78a8b65-a52e7c8c-0f6e-4d8f-8d14-6736c65be532-000000= /MwmQ1IbnrZJ8H2u1xaszY5w9W1XK5WPv-H98sVi8f0E=3D389">
<span>
<strong>What did DeepSeek figure ou=
t about reasoning with DeepSeek-R1? (4 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Chinese AI lab DeepSeek recently releas=
ed a reasoning model trained on a GPU cluster a fraction the size of any of=
the big western AI labs that is better than the current best reasoning mod= els. Reasoning models are able to 'think' about questions, which results in=
better answers. DeepSeek used a reinforcement learning approach, as oppose=
d to a fine-tuning approach, to train its reasoning model, which resulted i=
n cost and quality benefits. This approach can only really train the model =
on coding and mathematics, but this might not matter as superintelligence i=
n coding/mathematics might transfer to other domains - this has yet to be d= emonstrated in practice.
</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.theregister.com%2F2025%2F01%2F24%2Fbuild_bigger_ai_= datacenters%2F%3Futm_source=3Dtldrnewsletter/1/01000194a78a8b65-a52e7c8c-0f= 6e-4d8f-8d14-6736c65be532-000000/eeiIN0ilfnrsWqnOUju4al6Ukle3wmOQw35SrSTwQL= Q=3D389">
<span>
<strong>What happens when we can't = just build bigger AI datacenters anymore? (6 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
AI's continued growth may ultimately hi= nge on a new kind of supercomputer that spans entire countries. This will i= nvolve stitching together existing datacenters to distribute the workload. = The infrastructure required to stitch datacenters together already exists, = but it is tuned more for disaster recovery and high-availability than large= -scale AI training. Research is already underway to improve the technology,=
which will help address power challenges by allowing datacenters in differ= ent regions to work as one.
</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= =92=BB</span></div></div>
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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;">
<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%2Fadvertise.tldr.tech%2F%3Futm_source=3Dtldr%26utm_medium= =3Dnewsletter%26utm_campaign=3Dsecondary01272025/1/01000194a78a8b65-a52e7c8= c-0f6e-4d8f-8d14-6736c65be532-000000/3ZucZhB1NTVNqprukqRfLi_o4Drlp8mvj6iTTh= HeTTo=3D389">
<span>
<strong>Finally, an ad spot techies=
won't skip (Sponsor)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Tech inboxes are crowded, but TLDR stan=
ds out=E2=80=94and so do the ads inside. With over 5 million software devs,=
founders and other tech decision-makers tuning in daily, this is where ide= as, tools, and products get noticed. <a href=3D"
https://tracking.tldrnewsle= tter.com/CL0/https:%2F%2Fadvertise.tldr.tech%2F%3Futm_source=3Dtldr%26utm_m= edium=3Dnewsletter%26utm_campaign=3Dsecondary01272025/2/01000194a78a8b65-a5= 2e7c8c-0f6e-4d8f-8d14-6736c65be532-000000/6Gd9eCiclXqhb7g2pPE_6O5H7Aa5xtH6x= xEV5BYP0dI=3D389" rel=3D"noopener noreferrer nofollow" target=3D"_blank"><s= pan>Learn more about advertising with TLDR.</span></a>
<p></p>
<p></p>
</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.scopedb.io%2Fblog%2Fmanage-observability-data-in-pe= tabytes%3Futm_source=3Dtldrnewsletter/1/01000194a78a8b65-a52e7c8c-0f6e-4d8f= -8d14-6736c65be532-000000/7stMESnLw0rLsAYDMKY2_OUulu3yQQeVCOidKOq87lw=3D389=
<span>
<strong>Introducing ScopeDB: Manage=
Data in Petabytes for An Observability Platform (12 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
ScopeDB is a database built on top of S=
3 that unleashes the power of cloud elasticity and workload isolation. It a= chieves ten times cost-efficiency and performance improvement compared to d= atabases built with shared-nothing architecture. ScopeDB servers use a sing=
le stateless binary, so there is no need to manage local disks, data shardi= ng, or complex leader action. A demo playground to test out the features of=
ScopeDB is available.
</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%2Fgithub.com%2Flugenx%2Flab%3Futm_source=3Dtldrnewsletter= /1/01000194a78a8b65-a52e7c8c-0f6e-4d8f-8d14-6736c65be532-000000/60jw09bQD13= SwXCMqMm448XhewtrlUhYUCMRxJfLWTs=3D389">
<span>
<strong>Lab (GitHub Repo)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Lab allows developers to experiment wit=
h code instantly without the overhead of creating files and folders. Users = can just type 'lab' with any extension (eg. lab py) and start coding. It au= tomatically organizes experiments with smart names in a folder and cleans t= hem up after seven days to keep things tidy. A demo video is available.
</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%2Frestofworld.org%2F2025%2Ftiktok-algorithm-shopping-chin= a%2F%3Futm_source=3Drss%26utm_medium=3Drss%26utm_campaign=3Dfeeds/1/0100019= 4a78a8b65-a52e7c8c-0f6e-4d8f-8d14-6736c65be532-000000/cIkYsjQoQx_jIQIXF1XAg= pxe2mn3xQJnJ0fJnr0WJgk=3D389">
<span>
<strong>The secret sauce of Chinese=
social media apps (8 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
In the days leading up to the deadline = for TikTok to be banned in the US, users flocked to other Chinese apps such=
as Xiaohongshu and Lemon8. These apps have many of the same features that = made TikTok so appealing: an infinite scroll of hyper-targeted recommendati= ons and interactions with friendly strangers. They blend entertainment and = networking with sales to monetize their addictive algorithms. This strategy=
has been very profitable, making China the global leader in social commerc=
e.
</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%2F9to5mac.com%2F2025%2F01%2F24%2Fapples-two-main-prioriti= es-for-ai-this-year-per-leaked-memo%2F%3Futm_source=3Dtldrnewsletter/1/0100= 0194a78a8b65-a52e7c8c-0f6e-4d8f-8d14-6736c65be532-000000/AcEA3K8np8mTTKXD2y= Zyw5aWzecIBoKQx885JHONog0=3D389">
<span>
<strong>Here are Apple's two main p= riorities for AI this year, per leaked memo (2 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Apple has two main internal priorities = for its AI efforts this year: revamp Siri and improve its AI models. Siri i=
s undergoing a big transformation into 'LLM Siri', which will be shipping i=
n the spring of 2026, possibly in iOS 19.4. Apple's AI models have been cri= ticized for regularly including errors, so there is a clear need to improve=
them. The company has temporarily disabled summaries in iOS 18.3 for selec=
t app categories presumably until the backing AI model can be brought up to=
par.
</span>
</span>
</div>
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<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>
</div>
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<div class=3D"text-block">
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<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fsentry.io%2Fresources%2Fbuild-testing-culture-workshop%= 2F%3Futm_source=3Dtldr%26utm_medium=3Dpaid-community%26utm_campaign=3Dcodec= ov-fy25q4-testculture%26utm_content=3Dnewsletter-testculture-rsvp/1/0100019= 4a78a8b65-a52e7c8c-0f6e-4d8f-8d14-6736c65be532-000000/7_he_yG9SyOxXAsaYsI7p= jDavUz1F7pVYN7shlhDSWI=3D389">
<span>
<strong>Workshop: Build a testing c= ulture without micromanaging developers (Sponsor)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Learn how to build a culture of testing=
and help your team succeed in this livestream with Sentry and Growth Tribe=
. <a href=3D"
https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fsentry.io%= 2Fresources%2Fbuild-testing-culture-workshop%2F%3Futm_source=3Dtldr%26utm_m= edium=3Dpaid-community%26utm_campaign=3Dcodecov-fy25q4-testculture%26utm_co= ntent=3Dnewsletter-testculture-rsvp/2/01000194a78a8b65-a52e7c8c-0f6e-4d8f-8= d14-6736c65be532-000000/i9rJt5GcTAp_tb3vvQl03cSNgeAcZ7k1e5nj7HxtUBk=3D389" = rel=3D"noopener noreferrer nofollow" target=3D"_blank"><span>RSVP for this = Tuesday.</span></a>
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<div class=3D"text-block">
<span>
<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fwww.theverge.com%2F2025%2F1%2F24%2F24351317%2Felon-musk= -x-twitter-bank-debt-stagnant-growth%3Futm_source=3Dtldrnewsletter/1/010001= 94a78a8b65-a52e7c8c-0f6e-4d8f-8d14-6736c65be532-000000/1l4bdXtIbHlAjyU4X-uG= kXcmppMiZIjiSzwp5I1xtdU=3D389">
<span>
<strong>Elon Musk email to X staff:=
=E2=80=98we're barely breaking even' (2 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Banks are preparing a coordinated move =
to sell some of the $13 billion in debt they loaned Elon Musk to buy Twitte=
r.
</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.cnbc.com%2F2025%2F01%2F26%2Fperplexity-tiktok-revis= ed-merger-proposal.html%3Futm_source=3Dtldrnewsletter/1/01000194a78a8b65-a5= 2e7c8c-0f6e-4d8f-8d14-6736c65be532-000000/sRsjRm4tXO3Z7uykRr6E3kFU-ZsfGsl7U= Pg3XNxYg_c=3D389">
<span>
<strong>Perplexity AI revises Tikto=
k merger proposal that could give the U.S. government a 50% stake (4 minute=
read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Perplexity's proposal to merge with Tik= Tok now allows for the US government to own up to 50% of the new company up=
on a future IPO.
</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%2Fhawksley.org%2F2025%2F01%2F08%2Fpast-present-future-of-= UI-at-github.html%3Futm_source=3Dtldrnewsletter/1/01000194a78a8b65-a52e7c8c= -0f6e-4d8f-8d14-6736c65be532-000000/LYu9c_21_D1dRLwUl5mBuY-n7bmjjMad4--yNfD= -pQY=3D389">
<span>
<strong>The Past, Present, and Futu=
re of UI at GitHub (15 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
This page contains the slides from Joel=
Hawksley's talk presented at Boulder Ruby.
</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%2Fyoutubetranscriptoptimizer.com%2Fblog%2F05_the_short_ca= se_for_nvda%3Futm_source=3Dtldrnewsletter/1/01000194a78a8b65-a52e7c8c-0f6e-= 4d8f-8d14-6736c65be532-000000/nBR-WZh2BUdJoXqsfmIJkAaGIHkK6pCKjfIpVdkTrT8= =3D389">
<span>
<strong>The Short Case for Nvidia S= tock (72 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
DeepSeek's efficiency breakthrough sugg= ests that the entire industry has been massively over-provisioning compute = resources.
</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%2Ftechcrunch.com%2F2025%2F01%2F26%2F2025-will-likely-be-a= nother-brutal-year-of-failed-startups-data-suggests%2F%3Futm_source=3Dtldrn= ewsletter/1/01000194a78a8b65-a52e7c8c-0f6e-4d8f-8d14-6736c65be532-000000/eB= tgipLtn3iq-yvO_UkCAnBUQYVBNvDcmwMLYNoqjzw=3D389">
<span>
<strong>2025 will likely be another=
brutal year of failed startups, data suggests (5 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
More startups shut down last year than = the year before - the trend is expected to continue this year.
</span>
</span>
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<span>
<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fwww.popularfintech.com%2Fp%2Fno-one-is-disrupting-banks= %3Futm_source=3Dtldrnewsletter/1/01000194a78a8b65-a52e7c8c-0f6e-4d8f-8d14-6= 736c65be532-000000/yv2ToElpN2NwpTEox-FGaX_en8hFZQtYq3igwuOZWto=3D389">
<span>
<strong>No one is disrupting banks = (13 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Despite 30 years of trying, Fintech com= panies have still not disrupted any of the big banks and have hardly challe= nged the key banking model - taking deposits and issuing loans.
</span>
</span>
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