Forum: The Computer Express

DeepSeek accelerates �, SpaceX moon mission �, Gemini Code Assist now free ��

From TLDR@VERT to All on Wed Feb 26 11:40:12 2025

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DeepSeek is looking to maintain the momentum gained by the debut of
its R=
1 reasoning model by rushing its R2 model to market as quickly as
possibl=
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Sign Up [1] |Advertise [2]|View Online [3]=20

=
=09=09TLDR=20

=09=09TOGETHER WITH [Wiz] [4]

TLDR 2025-02-26

S=
TATE OF CODE SECURITY IN 2025 (SPONSOR) [4]=20

Your code might be more =
vulnerable than you think.

=F0=9F=94=93 35% of GitHub repositories are=
public, exposing code to potential
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=F0=9F=94=91 61% of orga=
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=
=F0=9F=93=B1=20

BIG TECH & STARTUPS

DEEPSEEK IS RUSHING TO GET ITS=
NEXT-GEN R2 MODEL OUT SOONER THAN
EXPECTED (2 MINUTE READ) [5]=20

De=
epSeek is looking to maintain the momentum gained by the debut of
its R1 =
reasoning model by rushing its new R2 model to market as
quickly as possi=
ble. It first planned to launch R2 in early May, but
it now wants to move=
the release date forward. The model will likely
have improved coding ski=
lls and be able to reason in languages other
than English. DeepSeek has a=
chance to shake up the market once again,
especially with GPT-4.5's arri=
val in a few weeks.=20

ANTHROPIC'S CLAUDE AI IS PLAYING POK=C3=89MON ON=
TWITCH =E2=80=94 SLOWLY (3
MINUTE READ) [6]=20

Claude Plays Pok=
=C3=A9mon is a livestream on Twitch where Anthropic's
newest AI model, Cl=
aude 3.7 Sonnet, plays a game of Pok=C3=A9mon Red.
Anthropic says Pok=
=C3=A9mon is a good benchmark for its model as it can
effectively 'think'=
through the sorts of puzzles the game contains.
The model has managed to=
win three gym leader badges. However, it has
run into several issues, su=
ch as being unable to navigate around a
wall and confusing other NPCs for=
Professor Oak inside his laboratory.

=F0=9F=9A=80=20

SCIENCE & =
FUTURISTIC TECHNOLOGY

WEDNESDAY'S STACKED SPACEX LAUNCH IS SENDING GR=
OUNDBREAKING SCIENCE
TO THE MOON AND BEYOND (4 MINUTE READ) [7]=20

A =
SpaceX Falcon 9 rocket containing a lunar robot, lander, and
satellite, a=
s well as a mission to an asteroid, is scheduled to blast
off today. The =
blastoff will ideally occur at 7:17 PM ET. NASA will be
livestreaming the=
launch on its website. This article contains links
to the livestream and=
details about each of the payloads.=20

IS IT LUNACY TO PUT A DATA CENT=
ER ON THE MOON? (4 MINUTE READ) [8]=20

One of the payloads on SpaceX's =
Falcon 9 rocket launch today is an
Intuitive Machines mission that will s=
tay on the surface of the moon
for approximately three weeks before retur=
ning to Earth. The lander
contains a mini data center belonging to Lonest=
ar Data Holdings that
weighs just 1 kilogram and contains 8 terabytes of =
SSD storage.
Moon-based data centers would be protected from Earthly haza=
rds such
as natural disasters, war, and other disruptions. They would als=
o not
be subject to the laws of any nation, allowing them to accommodate =
a
diverse customer base. These data centers could be powered entirely
t=
hrough solar and naturally cooled through the environment.=20

=
=F0=9F=92=BB=20

PROGRAMMING, DESIGN & DATA SCIENCE

GET CODING HELP=
FROM GEMINI CODE ASSIST =E2=80=94 NOW FOR FREE (4 MINUTE
READ) [9]=20
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Gemini Code Assist for individuals is a free version of Gemini Code
A=
ssist that is now globally available in Visual Studio Code, GitHub,
and J=
etBrains' IDEs. Powered by Gemini 2.0, it supports all
programming langua=
ges in the public domain. Google is offering up to
180,000 free code comp=
letions per month on Gemini Code Assist. The
tool supports up to 128,000 =
input tokens in chat, allowing developers
to use large files and ground G=
emini Code Assist with a broader
understanding of their codebases.=20

=
FAST COLUMNAR JSON DECODING WITH ARROW-RS (25 MINUTE READ) [10]=20

A l=
ot of data pipelines spend the bulk of their CPU time
deserializing JSON.=
If you want to build a fast stream processing
engine, you need to start =
with a fast JSON deserialization strategy.
This post is aimed at helping =
developers gain some intuition for how
to work with columnar data, someth=
ing many engineers find challenging
and unfamiliar with in our typically =
row-oriented world. It covers
batched decoding, column building, streamin=
g extensions, and more.=20

=F0=9F=8E=81=20

MISCELLANEOUS

AI PRO=
MISE AND CHIP PRECARIOUSNESS (32 MINUTE READ) [11]=20

There is currentl=
y sufficient incentive for the leading research labs
to raise money and c=
ontinue investing in new foundation models, even
as competition drives AP=
I prices down relentlessly. Getting to a
future where the US has a strong=
AI industry running on US-made chips
will take significant interventions=
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overwhelming incentives for US companies to si=
mply rely on TSMC. Such
a shift will take time, which is why making Taiwa=
n indispensable to
China's technology industry is the price that needs to=
be paid in the
meantime.=20

THE DEEP RESEARCH PROBLEM (6 MINUTE READ=
) [12]=20

While the examples of the work Deep Research can do OpenAI ha=
s
provided look great, there are several issues with the tool. It
appea=
rs the tool made intern-level mistakes when sourcing its data for
one of =
the examples. While these models are definitely getting better,
any model=
that generates mistakes can't be trusted. The best use cases
for tools l=
ike this so far are for tasks where the error rate doesn't
matter.=20

=
=E2=9A=A1=20

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n more [13]=20

ANTHROPIC'S LATEST FLAGSHIP AI MIGHT NOT HAVE BEEN INCRE=
DIBLY COSTLY
TO TRAIN (1 MINUTE READ) [14]=20

Claude 3.7 Sonnet appar=
ently cost just a few tens of millions of
dollars to train, not factoring=
in related expenses - a sign of how
relatively cheap it is becoming to r=
elease state-of-the-art models.=20

HOW CORE GIT DEVELOPERS CONFIGURE GI=
T (13 MINUTE READ) [15]=20

This post looks at the settings in git defau=
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THERE ISN'T MUCH POINT T=
O HTTP/2 PAST THE LOAD BALANCER (5 MINUTE
READ) [16]=20

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est to know what to do with it, so there is no
need to re-encrypt and re-=
compress it to forward to the app server.=20

HARD PROBLEMS THAT REDUCE =
TO DOCUMENT RANKING (2 MINUTE READ) [17]=20

Some complex problems can b=
e solved by transforming them into
document ranking problems, which large=
language models can be used
effectively for.=20

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AS (WEBSITE) [18]=20

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<div style=3D"display: none; max-height: 0px; overflow: hidden;">DeepSeek i=
s looking to maintain the momentum gained by the debut of its R1 reasoning = model by rushing its R2 model to market as quickly as possible =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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<div style=3D"text-align: center;">

<h1><strong>TLDR <span id=3D"date">2025-02-26</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.wiz.io%2Freports%2Fstate-of-code-security-2025%3Fut= m_source=3Dtldrtech%26utm_medium=3Dpaid-email%26utm_campaign=3DFY25Q4_INB_F= ORM_2025-State-Of-Code-Security-Report%26sfcid=3D701Py00000JXBzXIAX%26utm_t= erm=3DFY26Q1-tldr-flagship-nl%26utm_content=3DStateofCodeSecurity2025/2/010= 00195420eaae2-30c51ae5-f586-42ac-a653-1a00c2d4265a-000000/5E_GdrTD0AyI6ERDP= 3tPLOA9rKXAS06oee5q2r68528=3D394">
<span>
<strong>State of Code Security in 2= 025 (Sponsor)</strong>
</span>

<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Your code might be more vulnerable than=
you think.<p></p><p>=F0=9F=94=93 35% of GitHub repositories are public, ex= posing code to potential attackers.<br>=F0=9F=94=91 61% of organizations ha=
ve leaked cloud secrets, like API keys and access tokens.</p><p>In the new =
<a href=3D"https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.wiz.io%2= Freports%2Fstate-of-code-security-2025%3Futm_source=3Dtldrtech%26utm_medium= =3Dpaid-email%26utm_campaign=3DFY25Q4_INB_FORM_2025-State-Of-Code-Security-= Report%26sfcid=3D701Py00000JXBzXIAX%26utm_term=3DFY26Q1-tldr-flagship-nl%26= utm_content=3DStateofCodeSecurity2025/3/01000195420eaae2-30c51ae5-f586-42ac= -a653-1a00c2d4265a-000000/XHJnyow-R16yDKUQQOWPMcnZA1yxMlj85I1UVRnj_bQ=3D394=
" rel=3D"noopener noreferrer nofollow" target=3D"_blank"><span>State of Cod=
e Security Report (2025)</span></a>, the Wiz Threat Research team analyzed = hundreds of thousands of repositories to uncover how attackers are exploiti=
ng modern development practices=E2=80=94and how you can stop them.</p>

<p><a href=3D"https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.wiz.i= o%2Freports%2Fstate-of-code-security-2025%3Futm_source=3Dtldrtech%26utm_med= ium=3Dpaid-email%26utm_campaign=3DFY25Q4_INB_FORM_2025-State-Of-Code-Securi= ty-Report%26sfcid=3D701Py00000JXBzXIAX%26utm_term=3DFY26Q1-tldr-flagship-nl= %26utm_content=3DStateofCodeSecurity2025/4/01000195420eaae2-30c51ae5-f586-4= 2ac-a653-1a00c2d4265a-000000/tT4DaWGZVMItRKteoX2Fx2oOkVh1aA7iDQ3XvFymJ5A=3D= 394" rel=3D"noopener noreferrer nofollow" target=3D"_blank"><span>Download = the report</span></a> to discover the biggest security pitfalls and get act= ionable steps to protect your organization.

</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>
</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>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%2Fbgr.com%2Ftech%2Fdeepseek-is-rushing-to-get-its-next-ge= n-r2-model-out-sooner-than-expected%2F%3Futm_source=3Dtldrnewsletter/1/0100= 0195420eaae2-30c51ae5-f586-42ac-a653-1a00c2d4265a-000000/ZNmPiW3tpwNGhgVe7L= P0ocUBq6G5by5IaYsfRRJMsKE=3D394">
<span>
<strong>DeepSeek is rushing to get = its next-gen R2 model out sooner than expected (2 minute read)</strong>
</span>

<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
DeepSeek is looking to maintain the mom= entum gained by the debut of its R1 reasoning model by rushing its new R2 m= odel to market as quickly as possible. It first planned to launch R2 in ear=
ly May, but it now wants to move the release date forward. The model will l= ikely have improved coding skills and be able to reason in languages other = than English. DeepSeek has a chance to shake up the market once again, espe= cially with GPT-4.5's arrival in a few weeks.
</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%2F02%2F25%2Fanthropics-claude-ai-= is-playing-pokemon-on-twitch-slowly%2F%3Futm_source=3Dtldrnewsletter/1/0100= 0195420eaae2-30c51ae5-f586-42ac-a653-1a00c2d4265a-000000/pUuHMZWOdv0jiUwuLA= AU5KUNnzNNSZaz9tn2D7a4_ZQ=3D394">
<span>
<strong>Anthropic's Claude AI is pl= aying Pok=C3=A9mon on Twitch =E2=80=94 slowly (3 minute read)</strong>
</span>

<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Claude Plays Pok=C3=A9mon is a livestre=
am on Twitch where Anthropic's newest AI model, Claude 3.7 Sonnet, plays a = game of Pok=C3=A9mon Red. Anthropic says Pok=C3=A9mon is a good benchmark f=
or its model as it can effectively 'think' through the sorts of puzzles the=
game contains. The model has managed to win three gym leader badges. Howev= er, it has run into several issues, such as being unable to navigate around=
a wall and confusing other NPCs for Professor Oak inside his laboratory.
</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%2Fgizmodo.com%2Fwednesdays-stacked-spacex-launch-is-sendi= ng-groundbreaking-science-to-the-moon-and-beyond-2000568339%3Futm_source=3D= tldrnewsletter/1/01000195420eaae2-30c51ae5-f586-42ac-a653-1a00c2d4265a-0000= 00/4NhZq2vx46dLWp6N8UA9CO6Jo5MEbCqSIvaOF_hMAuU=3D394">
<span>
<strong>Wednesday's Stacked SpaceX = Launch Is Sending Groundbreaking Science to the Moon and Beyond (4 minute r= ead)</strong>
</span>

<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
A SpaceX Falcon 9 rocket containing a l= unar robot, lander, and satellite, as well as a mission to an asteroid, is = scheduled to blast off today. The blastoff will ideally occur at 7:17 PM ET=
. NASA will be livestreaming the launch on its website. This article contai=
ns links to the livestream and details about each of the payloads.
</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%2Fspectrum.ieee.org%2Fdata-center-on-the-moon%3Futm_sourc= e=3Dtldrnewsletter/1/01000195420eaae2-30c51ae5-f586-42ac-a653-1a00c2d4265a-= 000000/JgP2iCkjVpt_SJJseydRT4AiB4QG10mXcfHsufOhfJA=3D394">
<span>
<strong>Is it Lunacy to Put a Data = Center on the Moon? (4 minute read)</strong>
</span>

<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
One of the payloads on SpaceX's Falcon =
9 rocket launch today is an Intuitive Machines mission that will stay on th=
e surface of the moon for approximately three weeks before returning to Ear= th. The lander contains a mini data center belonging to Lonestar Data Holdi= ngs that weighs just 1 kilogram and contains 8 terabytes of SSD storage. Mo= on-based data centers would be protected from Earthly hazards such as natur=
al disasters, war, and other disruptions. They would also not be subject to=
the laws of any nation, allowing them to accommodate a diverse customer ba= se. These data centers could be powered entirely through solar and naturall=
y cooled through the environment.
</span>
</span>
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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%2Fblog.google%2Ftechnology%2Fdevelopers%2Fgemini-code-ass= ist-free%2F%3Futm_source=3Dtldrnewsletter/1/01000195420eaae2-30c51ae5-f586-= 42ac-a653-1a00c2d4265a-000000/dnf1ee3SHRwm9ojszyJdqfBiUlzXf0BABWvR9e0sURA= =3D394">
<span>
<strong>Get coding help from Gemini=
Code Assist =E2=80=94 now for free (4 minute read)</strong>
</span>

<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Gemini Code Assist for individuals is a=
free version of Gemini Code Assist that is now globally available in Visua=
l Studio Code, GitHub, and JetBrains' IDEs. Powered by Gemini 2.0, it suppo= rts all programming languages in the public domain. Google is offering up t=
o 180,000 free code completions per month on Gemini Code Assist. The tool s= upports up to 128,000 input tokens in chat, allowing developers to use larg=
e files and ground Gemini Code Assist with a broader understanding of their=
codebases.
</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.arroyo.dev%2Fblog%2Ffast-arrow-json-decoding%3Futm_= source=3Dtldrnewsletter/1/01000195420eaae2-30c51ae5-f586-42ac-a653-1a00c2d4= 265a-000000/H-w0EjsncDGdWpobMS1G0MIsthqOgTnHOUPrfCj5pGI=3D394">
<span>
<strong>Fast columnar JSON decoding=
with arrow-rs (25 minute read)</strong>
</span>

<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
A lot of data pipelines spend the bulk =
of their CPU time deserializing JSON. If you want to build a fast stream pr= ocessing engine, you need to start with a fast JSON deserialization strateg=
y. This post is aimed at helping developers gain some intuition for how to = work with columnar data, something many engineers find challenging and unfa= miliar with in our typically row-oriented world. It covers batched decoding=
, column building, streaming extensions, and more.
</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>

<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%2Fstratechery.com%2F2025%2Fai-promise-and-chip-precarious= ness%2F%3Futm_source=3Dtldrnewsletter/1/01000195420eaae2-30c51ae5-f586-42ac= -a653-1a00c2d4265a-000000/Pih0FEHqboqNI_fDIo4ochUIlxsx4iFe_-6pNaekveo=3D394=

<span>
<strong>AI Promise and Chip Precari= ousness (32 minute read)</strong>
</span>

<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
There is currently sufficient incentive=
for the leading research labs to raise money and continue investing in new=
foundation models, even as competition drives API prices down relentlessly=
. Getting to a future where the US has a strong AI industry running on US-m= ade chips will take significant interventions in the market to undo the ove= rwhelming incentives for US companies to simply rely on TSMC. Such a shift = will take time, which is why making Taiwan indispensable to China's technol= ogy industry is the price that needs to be paid in the meantime.
</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.ben-evans.com%2Fbenedictevans%2F2025%2F2%2F17%2Fthe= -deep-research-problem%3Futm_source=3Dtldrnewsletter/1/01000195420eaae2-30c= 51ae5-f586-42ac-a653-1a00c2d4265a-000000/5ZHvD4pn8gYoB1SGbSQ1LikhCCkUTLCGSt= VY6lUC-ao=3D394">
<span>
<strong>The Deep Research problem (=
6 minute read)</strong>
</span>

<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
While the examples of the work Deep Res= earch can do OpenAI has provided look great, there are several issues with = the tool. It appears the tool made intern-level mistakes when sourcing its = data for one of the examples. While these models are definitely getting bet= ter, any model that generates mistakes can't be trusted. The best use cases=
for tools like this so far are for tasks where the error rate doesn't matt= er.
</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>
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<h1><strong>Quick Links</strong></h1>
</div>
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<a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fappfire.com%2Fproducts%2F7pace-for-jira-atlassian%3Futm= _source=3Dtldr%26utm_medium=3Dpaid_content%26utm_campaign=3Dgrw_7paceatl/1/= 01000195420eaae2-30c51ae5-f586-42ac-a653-1a00c2d4265a-000000/A3g1AnTFuaTFN8= fAuvoP9QNXI00j5V8o-3Er9pKIlgo=3D394">
<span>
<strong>=E2=8F=B3 7pace is the best=
way to track time in Jira (Sponsor)</strong>
</span>

<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Record time in record time with <strong= >7pace</strong>! Track billable hours, project progress, and more. Make the=
lives of managers and teams that much easier the one time tracker to rule = them all. <a href=3D"https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fap= pfire.com%2Fproducts%2F7pace-for-jira-atlassian%3Futm_source=3Dtldr%26utm_m= edium=3Dpaid_content%26utm_campaign=3Dgrw_7paceatl/2/01000195420eaae2-30c51= ae5-f586-42ac-a653-1a00c2d4265a-000000/p1LZg3a9Fj2ea15c-J-PIVuPDNGyhVPTi4Gk= 8_JQM80=3D394" rel=3D"noopener noreferrer nofollow" target=3D"_blank"><span= >Learn more</span></a>
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<div class=3D"text-block">
<span>
<a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Ftechcrunch.com%2F2025%2F02%2F25%2Fanthropics-latest-fla= gship-ai-might-not-have-been-incredibly-costly-to-train%2F%3Futm_source=3Dt= ldrnewsletter/1/01000195420eaae2-30c51ae5-f586-42ac-a653-1a00c2d4265a-00000= 0/Tej7vhW-7M7VbowaMMEadlKvKvkGskwwag_58y1_4s8=3D394">
<span>
<strong>Anthropic's latest flagship=
AI might not have been incredibly costly to train (1 minute read)</strong>
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<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Claude 3.7 Sonnet apparently cost just =
a few tens of millions of dollars to train, not factoring in related expens=
es - a sign of how relatively cheap it is becoming to release state-of-the-= art models.
</span>
</span>
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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=

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<a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fblog.gitbutler.com%2Fhow-git-core-devs-configure-git%2F= %3Futm_source=3Dtldrnewsletter/1/01000195420eaae2-30c51ae5-f586-42ac-a653-1= a00c2d4265a-000000/TTq6p_7IkbmTQH5X_28mUtbAdQtyHr8Gomdud_gBVtI=3D394">
<span>
<strong>How Core Git Developers Con= figure Git (13 minute read)</strong>
</span>

<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
This post looks at the settings in git = defaults that even the core developers change.
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<a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fbyroot.github.io%2Fruby%2Fperformance%2F2025%2F02%2F24%= 2Fhttp2-past-the-load-balancer.html%3Futm_source=3Dtldrnewsletter/1/0100019= 5420eaae2-30c51ae5-f586-42ac-a653-1a00c2d4265a-000000/8H7K2EYGER5ScLvv9lHCG= aAIKxMX-Nv9KzYQtTjVMpE=3D394">
<span>
<strong>There Isn't Much Point to H= TTP/2 Past The Load Balancer (5 minute read)</strong>
</span>

<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Handling HTTP/2 is better left to the i= nfrastructure entry point, typically the load balancer or reverse proxy, as=
they have to decrypt and decompress the request to know what to do with it=
, so there is no need to re-encrypt and re-compress it to forward to the ap=
p server.
</span>
</span>
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<a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fnoperator.dev%2Fposts%2Fdocument-ranking-for-complex-pr= oblems%2F%3Futm_source=3Dtldrnewsletter/1/01000195420eaae2-30c51ae5-f586-42= ac-a653-1a00c2d4265a-000000/IPFSdr35XJoEQ4wD7-WYb3asjtW6ebhodpLQYqzPgrw=3D3=

<span>
<strong>Hard problems that reduce t=
o document ranking (2 minute read)</strong>
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<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Some complex problems can be solved by = transforming them into document ranking problems, which large language mode=
ls can be used effectively for.
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<strong>Arc Virtual Cell Atlas (Web= site)</strong>
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<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
This site contains a collection of high=
quality, open data sets assembled to accelerate the creation of virtual ce=
ll models.
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</span>
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<strong>GoatDB (GitHub Repo)</stron=

</span>

<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
GoatDB is a real-time, version-controll=
ed database for Deno, React, and low-friction deployments ideal for prototy= ping, self-hosting, single-tenant apps, and ultra-light multi-tenant setups=
without heavy backends or complex DBs.
</span>
</span>
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