--bo_u-QzC
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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= =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
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=
PONSOR) [4]=20
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=09* Amazon Elastic Container Service (ECS): how it w=
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Fargate, and key ECS resource metrics to monitor
=09* =
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=09* Monito=
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=09* Visualizing your conta=
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et your free copy from Datadog =E2=86=97=EF=B8=8F [4]
=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
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Thank=
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Dan Ni [23] & Stephen Flanders [24]=20
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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= =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">2025-02-03</span></strong></h1>
</div>
</td></tr>
<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%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>
<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>
<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>
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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;">
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<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>
<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>
<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>
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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%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>
<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>
<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>
<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>
<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>
<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>
<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>
</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;">=E2=9A= =A1</span></div></div>
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<h1><strong>Quick Links</strong></h1>
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<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fwww.theverge.com%2Fopenai%2F603952%2Fsam-altman-stargat= 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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<strong>Sam Altman's Stargate is sc= ience fiction (12 minute read)</strong>
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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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<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fwww.theverge.com%2Fnews%2F604378%2Fapple-n107-ar-glasse= s-canceled%3Futm_source=3Dtldrnewsletter/1/01000194cb9c058b-174693ca-f9dc-4= de4-800b-80e462306881-000000/o47mV60jAInxSfv81BtCll798MFsHEGZbeRMIcLINUk=3D= 390">
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<strong>Apple reportedly gives up o=
n its AR video glasses project (2 minute read)</strong>
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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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https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fwww.palladiummag.com%2F2025%2F01%2F31%2Fthe-failed-stra= tegy-of-artificial-intelligence-doomers%2F%3Futm_source=3Dtldrnewsletter/1/= 01000194cb9c058b-174693ca-f9dc-4de4-800b-80e462306881-000000/asFay2Ac9tQ2ab= jNt51XnXktah27h8V9DLvI8jjHw48=3D390">
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<strong>The Failed Strategy of Arti= ficial Intelligence Doomers (37 minute read)</strong>
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<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= 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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<a href=3D"
https://tracking.tldrnewsletter.= 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= qCV-OVLfmeDpoluJQUFc9sn6H1k=3D390">
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<strong>OpenAI hits back at DeepSee=
k with o3-mini reasoning model (3 minute read)</strong>
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OpenAI's o3-mini is optimized for STEM = functions and has lower operating costs and latency than o1-mini.
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<strong>A vision researcher's guide=
to some RL stuff: PPO & GRPO (19 minute read)</strong>
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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.
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<strong>What fully automated firms = will look like (17 minute read)</strong>
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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.
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