Subj : OpenAI Deep Research 🤖, AI proofing your career 💼, Meta leaving Delaware ⚖️

Subj : OpenAI Deep Research 🤖, AI proofing your career 💼, Meta leaving Delaware ⚖️
To : All
From : TLDR
Date : Mon Feb 03 2025 11:39 am

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OpenAI has announced a new AI agent designed to help people conduct
in-de=
pth research. It is now available to ChatGPT Pro
users=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=
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Si=
gn Up [1] |Advertise [2]|View Online [3]=20

=09=09TLDR

=09=09TOGETH=
ER WITH [Datadog] [4]

TLDR 2025-02-03

[EBOOK] CONTAINERIZED APPL=
ICATIONS IN AWS =E2=80=94 MONITORING ECS, EKS,
AND ORCHESTRATION TOOLS (S=
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=F0=9F=93=B1=20
=

BIG TECH & STARTUPS

OPENAI UNVEILS A NEW CHATGPT AGENT FOR =
=E2=80=98DEEP RESEARCH' (5 MINUTE
READ) [5]=20

OpenAI has announced a=
new AI agent designed to help people conduct
in-depth research. The new =
'deep research' feature is designed for
situations where users need to pe=
rform precise and reliable research
using information from multiple sourc=
es. It is now available to
ChatGPT Pro users, limited to 100 queries per =
month. OpenAI is
targeting a Plus rollout about a month from now and supp=
ort for Team
and Enterprise users is planned. The release will be geo-tar=
geted -
there are currently no plans to release 'deep research' in the US=
,
Switzerland, or the European Economic Area.=20

TIKTOK'S TRAFFIC BOU=
NCES BACK DESPITE BEING PULLED OFF APP STORES,
FEARS OF SHUTDOWN (7 MINUT=
E READ) [6]=20

DNS traffic for TikTok-related domains is currently arou=
nd 10% lower
than pre-shutdown levels. The app briefly shut down in the U=
S but came
back online after President Trump said he would postpone enfor=
cement
of the ban. Traffic to TikTok alternatives peaked on the day TikTo=
k
returned online. Many creators are expanding their online presence to=

other platforms as TikTok's long-term future in the US remains
uncerta=
in.=20

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

SCIENCE & FUTURISTIC TECHNOLOGY

CAN WE B=
UILD A FIVE GIGAWATT DATA CENTER? (26 MINUTE READ) [7]=20

AI labs will =
need data centers that require the power equivalent of
some of the US' la=
rgest cities by 2030. Forecasts predict that
training runs will require 5=
-gigawatt centers within five years -
GPT-4 was reportedly trained with 3=
0 megawatts of power. While tech
leaders seem confident that they will be=
able to build data centers of
unprecedented size, these plans are still =
in the planning and
permission stages and actual sites that can support t=
hese projects are
scarce for several reasons. The US currently doesn't ha=
ve the power,
funding, or permitting required to meet the forecasted AI d=
ata center
infrastructure demands, but it might be possible by 2030 throu=
gh
permitting reform and substantial investment.=20

STABLECOINS ARE F=
INDING PRODUCT-MARKET FIT IN EMERGING MARKETS (8
MINUTE READ) [8]=20

=
SpaceX faced problems accepting payments in developing markets as its
Sta=
rlink service expanded to more than 100 countries. This caused the
startu=
p to turn to stablecoins, which allowed it to accept cheap and
near-insta=
nt cross-border transactions. Stablecoins are now a $205
billion market d=
riven by real-world utility, particularly in emerging
markets. They are b=
ecoming a core part of financial markets and it is
possible they could re=
place outdated financial systems as adoption
accelerates.=20

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

PROGRAMMING, DESIGN & DATA SCIENCE

HOW TO WRITE A =
GOOD DESIGN DOCUMENT (7 MINUTE READ) [9]=20

This essay provides tips on=
how to write, organize, and edit an
effective design document. A design =
document is a technical report
that outlines the implementation strategy =
for a system in the context
of tradeoffs and constraints. Its goal should=
be to convince the
reader that the design is optimal given the situation=
. Writing a
design document adds rigor to otherwise vague intuitions - it=
helps
the author think better.=20

HOW TO HAVE A CAREER EVEN WHEN OPE=
NAI'S O3 DROPS (15 MINUTE READ)
[10]=20

There is a real anxiety among=
students and junior professionals
regarding AI and its effects on their =
careers. The future will belong
to people whose work cannot be easily red=
uced to a dataset and those
who can use AI to become even better at what =
they do. Some jobs are
currently vulnerable because we can create clear b=
enchmarks for
performance. AI will amplify the gap between high performer=
s and the
rest.=20

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

MISCELLANEOUS

AMA WITH OPE=
NAI'S SAM ALTMAN, MARK CHEN, KEVIN WEIL, SRINIVAS
NARAYANAN, MICHELLE POK=
RASS, AND HONGYU REN (REDDIT THREAD) [11]=20

Sam Altman, Mark Chen, Kev=
in Weil, Srinivas Narayanan, Michelle
Pokrass, and Hongyu Ren from OpenAI=
recently held a Reddit Ask Me
Anything session to talk about o3-mini and=
the future of AI. In the
thread, the representatives answer questions ab=
out advanced voice
mode, the upcoming 4o image generator, GPT-5, and more=
. OpenAI plans
to cut API prices in half in August. It doesn't have a tim=
eline for
the release of GPT-5 yet - the company is still working on the =
4o
series.=20

META IN TALKS TO REINCORPORATE IN TEXAS OR ANOTHER STAT=
E, EXIT
DELAWARE (6 MINUTE READ) [12]=20

Meta is exploring its option=
s as it plans to move its incorporation
from Delaware. Texas has presente=
d itself as a better destination for
companies like Meta and the change w=
ouldn't require that the company
relocate its corporate headquarters. Whi=
le a majority of Fortune 500
companies are incorporated in Delaware, many=
have recently considered
moving due to rulings that bolster the rights o=
f minority
shareholders. Texas has set up its own specialized business co=
urt
system, but it is too early to tell whether it will be more friendly=

to businesses than the Delaware court has been.=20

=E2=9A=A1=20

QU=
ICK LINKS

SAM ALTMAN'S STARGATE IS SCIENCE FICTION (12 MINUTE READ) [=
13]=20

It is entirely possible that the Stargate project will be scaled=
back
- we don't even know yet if raw computing power is the path to
ar=
tificial general intelligence.=20

APPLE REPORTEDLY GIVES UP ON ITS AR V=
IDEO GLASSES PROJECT (2 MINUTE
READ) [14]=20

Apple has reportedly pul=
led the plug on N107, a project that aimed to
produce AR glasses similar =
to regular glasses but with added displays
on the lenses that could conne=
ct to a Mac.=20

THE FAILED STRATEGY OF ARTIFICIAL INTELLIGENCE DOOMERS =
(37 MINUTE
READ) [15]=20

AI Doomers, concerned with the scenario wher=
e computer systems
outreason, outcompete, and doom humanity to extinction=
, oppose AI and
seek to cripple it via weaponized regulation.=20

OPEN=
AI HITS BACK AT DEEPSEEK WITH O3-MINI REASONING MODEL (3 MINUTE
READ) [16=
]=20

OpenAI's o3-mini is optimized for STEM functions and has lower
o=
perating costs and latency than o1-mini.=20

A VISION RESEARCHER'S GUIDE=
TO SOME RL STUFF: PPO & GRPO (19 MINUTE
READ) [17]=20

This post pres=
ents a deep dive into Policy Optimization (PPO), one of
the most popular =
algorithms used in RLHF for LLMs, and Group Relative
Policy Optimization =
(GRPO), a method proposed by DeepSeek.=20

WHAT FULLY AUTOMATED FIRMS WI=
LL LOOK LIKE (17 MINUTE READ) [18]=20

AI agents will be able to be copi=
ed, distilled, merged, scaled, and
evolved in ways that humans simply can=
't, resulting in AI firms that
will grow, coordinate, improve, and be sel=
ected-for at unprecedented
speed.=20

Love TLDR? Tell your friends and =
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Share your referral link below with friends to get free =
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ves, decision-makers and engineers, you may want to ADVERTISE
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].=20

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If=
you have any comments or feedback, just respond to this email!=20

Thank=
s for reading,=20
Dan Ni [23] & Stephen Flanders [24]=20

Manage your su=
bscriptions [25] to our other newsletters on tech,
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<div style=3D"display: none; max-height: 0px; overflow: hidden;">OpenAI has=
announced a new AI agent designed to help people conduct in-depth research=
. It is now available to ChatGPT Pro users =E2=80=8C =E2=80=8C&nb=
sp;=E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C&nb=
sp;=E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C&nb=
sp;=E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C&nb=
sp;=E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C&nb=
sp;=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=
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=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=
=8C </div>

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ht: 100%;">Together With </strong>
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q.com%2Fresources%2Faws-containers-ebook%2F%3Futm_source=3Dtldrnewsletter%2=
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<div style=3D"text-align: center;">

<h1><strong>TLDR <span id=3D"date">2025-02-03</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.datadoghq.com%2Fresources%2Faws-containers-ebook%2F=
%3Futm_source=3Dtldrnewsletter%26utm_medium=3Dnewsletter%26utm_campaign=3Dd=
g-infra-ww-aws-containers-tldr/2/01000194cb9c058b-174693ca-f9dc-4de4-800b-8=
0e462306881-000000/62ahNLmeWUr86p93sBb4BhoLU0OkcXT-ccjDQeowGlI=3D390">
<span>
<strong>[Ebook] Containerized appli=
cations in AWS =E2=80=94 monitoring ECS, EKS, and orchestration tools (Spon=
sor)</strong>
</span>
</a>
<br>
<br>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V=
erdana, sans-serif;">
This <a href=3D"https://tracking.tldrne=
wsletter.com/CL0/https:%2F%2Fwww.datadoghq.com%2Fresources%2Faws-containers=
-ebook%2F%3Futm_source=3Dtldrnewsletter%26utm_medium=3Dnewsletter%26utm_cam=
paign=3Ddg-infra-ww-aws-containers-tldr/3/01000194cb9c058b-174693ca-f9dc-4d=
e4-800b-80e462306881-000000/ZB_-atoXWmXeXAEx3CqdW0Z1os6bXZExcroGp6nlDTA=3D3=
90" rel=3D"noopener noreferrer nofollow" target=3D"_blank"><span>eBook by A=
WS and Datadog</span></a> gives you a complete technical overview of cloud-=
scale monitoring for AWS container environments, including:

<p></p>

<ul>
<li>Amazon Elastic Container Service (ECS): how it works on EC2 and Fargate=
, and key ECS resource metrics to monitor</li>
<li>Amazon Elastic Kubernetes Service (EKS): how EKS manages workloads and =
how to monitor EKS status, control plane, and resource metrics</li>
<li>Monitoring AWS services that support orchestrated clusters such as Clou=
dFormation, App Mesh, and Elastic Container Registry</li>
<li>Visualizing your container stack, automated alerting, full stack observ=
ability, and more</li>
</ul>

<p><a href=3D"https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.datad=
oghq.com%2Fresources%2Faws-containers-ebook%2F%3Futm_source=3Dtldrnewslette=
r%26utm_medium=3Dnewsletter%26utm_campaign=3Ddg-infra-ww-aws-containers-tld=
r/4/01000194cb9c058b-174693ca-f9dc-4de4-800b-80e462306881-000000/Zwy9F9ZhUh=
UFeObMyuliest1XjAeP4thBGaDoHDIeJY=3D390" rel=3D"noopener noreferrer nofollo=
w" target=3D"_blank"><span>Get your free copy from Datadog =E2=86=97=EF=B8=
=8F</span></a>

</p>
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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 style=3D"padding: 0px;">

<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%2Ftechcrunch.com%2F2025%2F02%2F02%2Fopenai-unveils-a-new-=
chatgpt-agent-for-deep-research%2F%3Futm_source=3Dtldrnewsletter/1/01000194=
cb9c058b-174693ca-f9dc-4de4-800b-80e462306881-000000/-6H1Mbg_4ZYwEn77WJHmH_=
pW4GdaWXmzf1nmo8SC_yk=3D390">
<span>
<strong>OpenAI unveils a new ChatGP=
T agent for =E2=80=98deep research' (5 minute read)</strong>
</span>
</a>
<br>
<br>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V=
erdana, sans-serif;">
OpenAI has announced a new AI agent des=
igned to help people conduct in-depth research. The new 'deep research' fea=
ture is designed for situations where users need to perform precise and rel=
iable research using information from multiple sources. It is now available=
to ChatGPT Pro users, limited to 100 queries per month. OpenAI is targetin=
g a Plus rollout about a month from now and support for Team and Enterprise=
users is planned. The release will be geo-targeted - there are currently n=
o plans to release 'deep research' in the US, Switzerland, or the European =
Economic Area.
</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%2F31%2Ftiktok-traffic-bounces-=
back-as-creators-diversify-amid-shutdown-fears.html%3Futm_source=3Dtldrnews=
letter/1/01000194cb9c058b-174693ca-f9dc-4de4-800b-80e462306881-000000/dOy0-=
kgIk28IaLMdctbi5aeTZdcquT9b6yEuauy90N8=3D390">
<span>
<strong>TikTok's traffic bounces ba=
ck despite being pulled off app stores, fears of shutdown (7 minute read)</=
strong>
</span>
</a>
<br>
<br>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V=
erdana, sans-serif;">
DNS traffic for TikTok-related domains =
is currently around 10% lower than pre-shutdown levels. The app briefly shu=
t down in the US but came back online after President Trump said he would p=
ostpone enforcement of the ban. Traffic to TikTok alternatives peaked on th=
e day TikTok returned online. Many creators are expanding their online pres=
ence to other platforms as TikTok's long-term future in the US remains unce=
rtain.
</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%2Fasteriskmag.com%2Fissues%2F09%2Fcan-we-build-a-five-gig=
awatt-data-center%3Futm_source=3Dtldrnewsletter/1/01000194cb9c058b-174693ca=
-f9dc-4de4-800b-80e462306881-000000/dV56RL5xzDrodlg0OE8vZvyTnXgMTfwd5BaGBR_=
nf-A=3D390">
<span>
<strong>Can We Build a Five Gigawat=
t Data Center? (26 minute read)</strong>
</span>
</a>
<br>
<br>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V=
erdana, sans-serif;">
AI labs will need data centers that req=
uire the power equivalent of some of the US' largest cities by 2030. Foreca=
sts predict that training runs will require 5-gigawatt centers within five =
years - GPT-4 was reportedly trained with 30 megawatts of power. While tech=
leaders seem confident that they will be able to build data centers of unp=
recedented size, these plans are still in the planning and permission stage=
s and actual sites that can support these projects are scarce for several r=
easons. The US currently doesn't have the power, funding, or permitting req=
uired to meet the forecasted AI data center infrastructure demands, but it =
might be possible by 2030 through permitting reform and substantial investm=
ent.
</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%2F31%2Fstablecoins-are-findi=
ng-product-market-fit-in-emerging-markets%2F%3Futm_source=3Dtldrnewsletter/=
1/01000194cb9c058b-174693ca-f9dc-4de4-800b-80e462306881-000000/TFjWqXuepjmM=
9gAPnudF5_FhyM6VIoUWoTqBhJMrAAw=3D390">
<span>
<strong>Stablecoins are finding pro=
duct-market fit in emerging markets (8 minute read)</strong>
</span>
</a>
<br>
<br>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V=
erdana, sans-serif;">
SpaceX faced problems accepting payment=
s in developing markets as its Starlink service expanded to more than 100 c=
ountries. This caused the startup to turn to stablecoins, which allowed it =
to accept cheap and near-instant cross-border transactions. Stablecoins are=
now a $205 billion market driven by real-world utility, particularly in em=
erging markets. They are becoming a core part of financial markets and it i=
s possible they could replace outdated financial systems as adoption accele=
rates.
</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>
</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>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%2Fgrantslatton.com%2Fhow-to-design-document%3Futm_source=
=3Dtldrnewsletter/1/01000194cb9c058b-174693ca-f9dc-4de4-800b-80e462306881-0=
00000/hG83WdNjU-iZaOk3AwwkV94Uu-LN4UPlwnoI-SyO0ms=3D390">
<span>
<strong>How to write a good design =
document (7 minute read)</strong>
</span>
</a>
<br>
<br>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V=
erdana, sans-serif;">
This essay provides tips on how to writ=
e, organize, and edit an effective design document. A design document is a =
technical report that outlines the implementation strategy for a system in =
the context of tradeoffs and constraints. Its goal should be to convince th=
e reader that the design is optimal given the situation. Writing a design d=
ocument adds rigor to otherwise vague intuitions - it helps the author thin=
k better.
</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%2Fpradyuprasad.com%2Fwritings%2Fhow-to-have-a-career-even=
-when-o3-drops%2F%3Futm_source=3Dtldrnewsletter/1/01000194cb9c058b-174693ca=
-f9dc-4de4-800b-80e462306881-000000/QCy7xXJUkzlEXKbRg3nUsW1ocOxW9xSGgKrw2su=
RtGM=3D390">
<span>
<strong>How to have a career even w=
hen OpenAI's o3 drops (15 minute read)</strong>
</span>
</a>
<br>
<br>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V=
erdana, sans-serif;">
There is a real anxiety among students =
and junior professionals regarding AI and its effects on their careers. The=
future will belong to people whose work cannot be easily reduced to a data=
set and those who can use AI to become even better at what they do. Some jo=
bs are currently vulnerable because we can create clear benchmarks for perf=
ormance. AI will amplify the gap between high performers and the rest.
</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%2Flinks.tldrnewsletter.com%2FXXBUjZ/1/01000194cb9c058b-17=
4693ca-f9dc-4de4-800b-80e462306881-000000/HrdcpVtrqXw7FJKj707uMOSTDoJ_N-utY=
ePpLMbrbi8=3D390">
<span>
<strong>AMA with OpenAI's Sam Altma=
n, Mark Chen, Kevin Weil, Srinivas Narayanan, Michelle Pokrass, and Hongyu =
Ren (Reddit Thread)</strong>
</span>
</a>
<br>
<br>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V=
erdana, sans-serif;">
Sam Altman, Mark Chen, Kevin Weil, Srin=
ivas Narayanan, Michelle Pokrass, and Hongyu Ren from OpenAI recently held =
a Reddit Ask Me Anything session to talk about o3-mini and the future of AI=
. In the thread, the representatives answer questions about advanced voice =
mode, the upcoming 4o image generator, GPT-5, and more. OpenAI plans to cut=
API prices in half in August. It doesn't have a timeline for the release o=
f GPT-5 yet - the company is still working on the 4o series.
</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%2Flinks.tldrnewsletter.com%2F2TgHG0/1/01000194cb9c058b-17=
4693ca-f9dc-4de4-800b-80e462306881-000000/eEiioJuFfSmGTfU_v1AsjKEPq1wKdikm_=
atQh9-vTlc=3D390">
<span>
<strong>Meta in Talks to Reincorpor=
ate in Texas or Another State, Exit Delaware (6 minute read)</strong>
</span>
</a>
<br>
<br>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V=
erdana, sans-serif;">
Meta is exploring its options as it pla=
ns to move its incorporation from Delaware. Texas has presented itself as a=
better destination for companies like Meta and the change wouldn't require=
that the company relocate its corporate headquarters. While a majority of =
Fortune 500 companies are incorporated in Delaware, many have recently cons=
idered moving due to rulings that bolster the rights of minority shareholde=
rs. Texas has set up its own specialized business court system, but it is t=
oo early to tell whether it will be more friendly to businesses than the De=
laware court has been.
</span>
</span>
</div>
</td></tr></tbody></table>
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ng-top: 0px; padding-bottom: 0px;">
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<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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0%"><tbody><tr><td style=3D"padding:0;border-collapse:collapse;border-spaci=
ng:0;margin:0;" valign=3D"top">

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dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=
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<a href=3D"https://tracking.tldrnewsletter.=
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e-ai-data-center-plan-hype-funding%3Futm_source=3Dtldrnewsletter/1/01000194=
cb9c058b-174693ca-f9dc-4de4-800b-80e462306881-000000/P-8RT6KpI4YR99M4mbexNI=
N6H4pfwnsoBTXI8fgb4JM=3D390">
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ience fiction (12 minute read)</strong>
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erdana, sans-serif;">
It is entirely possible that the Starga=
te project will be scaled back - we don't even know yet if raw computing po=
wer is the path to artificial general intelligence.
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<table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi=
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n its AR video glasses project (2 minute read)</strong>
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erdana, sans-serif;">
Apple has reportedly pulled the plug on=
N107, a project that aimed to produce AR glasses similar to regular glasse=
s but with added displays on the lenses that could connect to a Mac.
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ficial Intelligence Doomers (37 minute read)</strong>
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erdana, sans-serif;">
AI Doomers, concerned with the scenario=
where computer systems outreason, outcompete, and doom humanity to extinct=
ion, oppose AI and seek to cripple it via weaponized regulation.
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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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com/CL0/https:%2F%2Farstechnica.com%2Fai%2F2025%2F01%2Fopenai-hits-back-at-=
deepseek-with-o3-mini-reasoning-model%2F%3Futm_source=3Dtldrnewsletter/1/01=
000194cb9c058b-174693ca-f9dc-4de4-800b-80e462306881-000000/a8Eqq5MT6UHsFaW4=
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k with o3-mini reasoning model (3 minute read)</strong>
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erdana, sans-serif;">
OpenAI's o3-mini is optimized for STEM =
functions and has lower operating costs and latency than o1-mini.
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</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=
;">
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<a href=3D"https://tracking.tldrnewsletter.=
com/CL0/https:%2F%2Fyugeten.github.io%2Fposts%2F2025%2F01%2Fppogrpo%2F%3Fut=
m_source=3Dtldrnewsletter/1/01000194cb9c058b-174693ca-f9dc-4de4-800b-80e462=
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</a>
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erdana, sans-serif;">
This post presents a deep dive into Pol=
icy Optimization (PPO), one of the most popular algorithms used in RLHF for=
LLMs, and Group Relative Policy Optimization (GRPO), a method proposed by =
DeepSeek.
</span>
</span>
</div>
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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%2Fwww.dwarkeshpatel.com%2Fp%2Fai-firm%3Futm_source=3Dtldr=
newsletter/1/01000194cb9c058b-174693ca-f9dc-4de4-800b-80e462306881-000000/g=
wQeLC7fmrrpld-eSeuVk3THjhtoP-u0vluHZwGkekk=3D390">
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<strong>What fully automated firms =
will look like (17 minute read)</strong>
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</a>
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erdana, sans-serif;">
AI agents will be able to be copied, di=
stilled, merged, scaled, and evolved in ways that humans simply can't, resu=
lting in AI firms that will grow, coordinate, improve, and be selected-for =
at unprecedented speed.
</span>
</span>
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