Subj : OpenAI Deep Research ¨, AI proofing your career ¨, Meta leaving Delaware ¨ To : All From : TLDR Date : Mon Feb 03 2025 11:39:47 --bo_u-QzC Content-Type: text/plain; charset=utf-8 Content-Transfer-Encoding: quoted-printable 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 This eBook by AWS and Datadog [4] gives you a complete t= echnical overview of cloud-scale monitoring for AWS container environment= s, including: =09* Amazon Elastic Container Service (ECS): how it w= orks on EC2 and Fargate, and key ECS resource metrics to monitor =09* = Amazon Elastic Kubernetes Service (EKS): how EKS manages workloads and ho= w to monitor EKS status, control plane, and resource metrics =09* Monito= ring AWS services that support orchestrated clusters such as CloudFormati= on, App Mesh, and Elastic Container Registry =09* Visualizing your conta= iner stack, automated alerting, full stack observability, and more G= 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 Love TLDR? Tell your friends and = get rewards! Share your referral link below with friends to get free = TLDR swag!=20 https://refer.tldr.tech/1fd848fa/ [19]=20 =09=09Track = your referrals here. [20] Want to advertise in TLDR? =F0=9F=93=B0 = If your company is interested in reaching an audience of tech executi= ves, decision-makers and engineers, you may want to ADVERTISE WITH US [21= ].=20 Want to work at TLDR? =F0=9F=92=BC APPLY HERE [22] or send a= friend's resume to jobs@tldr.tech and get $1k if we hire them!=20 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, startups, and programm= ing. Or if TLDR isn't for you, please unsubscribe [26].=20 =20 Link= s: ------ [1] https://tldr.tech/signup?utm_source=3Dtldr [2] https://= advertise.tldr.tech/?utm_source=3Dtldr&utm_medium=3Dnewsletter&utm_campaign= =3Dadvertisetopnav [3] https://a.tldrnewsletter.com/web-version?ep=3D1&lc= =3Db5bb39ac-a04f-11ee-8692-6388dbdd6fd1&p=3D922cc252-e208-11ef-bee3-61477a7= ce613&pt=3Dcampaign&t=3D1738582787&s=3D3d11561e656ab3dd2f2af9456ad786b5b314= 8e07b2edbbab6ddbc79bc809e02b [4] https://www.datadoghq.com/resources/aws-= containers-ebook/?utm_source=3Dtldrnewsletter&utm_medium=3Dnewsletter&utm_c= ampaign=3Ddg-infra-ww-aws-containers-tldr [5] https://techcrunch.com/2025= /02/02/openai-unveils-a-new-chatgpt-agent-for-deep-research/?utm_source=3Dt= ldrnewsletter [6] https://www.cnbc.com/2025/01/31/tiktok-traffic-bounces-= back-as-creators-diversify-amid-shutdown-fears.html?utm_source=3Dtldrnewsle= tter [7] https://asteriskmag.com/issues/09/can-we-build-a-five-gigawatt-d= ata-center?utm_source=3Dtldrnewsletter [8] https://techcrunch.com/2025/01= /31/stablecoins-are-finding-product-market-fit-in-emerging-markets/?utm_sou= rce=3Dtldrnewsletter [9] https://grantslatton.com/how-to-design-document?= utm_source=3Dtldrnewsletter [10] https://pradyuprasad.com/writings/how-to= -have-a-career-even-when-o3-drops/?utm_source=3Dtldrnewsletter [11] https= ://links.tldrnewsletter.com/XXBUjZ [12] https://links.tldrnewsletter.com/= 2TgHG0 [13] https://www.theverge.com/openai/603952/sam-altman-stargate-ai= -data-center-plan-hype-funding?utm_source=3Dtldrnewsletter [14] https://w= ww.theverge.com/news/604378/apple-n107-ar-glasses-canceled?utm_source=3Dtld= rnewsletter [15] https://www.palladiummag.com/2025/01/31/the-failed-strat= egy-of-artificial-intelligence-doomers/?utm_source=3Dtldrnewsletter [16] = https://arstechnica.com/ai/2025/01/openai-hits-back-at-deepseek-with-o3-min= i-reasoning-model/?utm_source=3Dtldrnewsletter [17] https://yugeten.githu= b.io/posts/2025/01/ppogrpo/?utm_source=3Dtldrnewsletter [18] https://www.= dwarkeshpatel.com/p/ai-firm?utm_source=3Dtldrnewsletter [19] https://refe= r.tldr.tech/1fd848fa/ [20] https://hub.sparklp.co/sub_32edf8dd66ae/1 [2= 1] https://advertise.tldr.tech/?utm_source=3Dtldr&utm_medium=3Dnewsletter&u= tm_campaign=3Dadvertisecta [22] https://jobs.ashbyhq.com/tldr.tech [23]= https://twitter.com/tldrdan [24] https://twitter.com/SteveFlanders22 [= 25] https://tldr.tech/tech/manage?email=3Dtldr%40synchro.net [26] https:/= /a.tldrnewsletter.com/unsubscribe?ep=3D1&l=3Dcfa2d55a-b7be-11e8-a3c9-06b79b= 628af2&lc=3Db5bb39ac-a04f-11ee-8692-6388dbdd6fd1&p=3D922cc252-e208-11ef-bee= 3-61477a7ce613&pt=3Dcampaign&pv=3D4&spa=3D1738580460&t=3D1738582787&s=3D502= 3c41b0d672e5395196bcff4f3b576faa9aa50e99d83766d41d3c75e5fccda --bo_u-QzC Content-Type: text/html; charset=utf-8 Content-Transfer-Encoding: quoted-printable TLDR
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 

TLDR

Together With 3D"Datadog"

TLDR 2025-02-03

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This eBook by A= WS and Datadog gives you a complete technical overview of cloud-= scale monitoring for AWS container environments, including:

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

Get your free copy from Datadog =E2=86=97=EF=B8= =8F

=F0=9F= =93=B1

Big Tech & Startups

OpenAI unveils a new ChatGP= T agent for =E2=80=98deep research' (5 minute read)

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.
TikTok's traffic bounces ba= ck despite being pulled off app stores, fears of shutdown (7 minute read)

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.
=F0=9F= =9A=80

Science & Futuristic Technology

Can We Build a Five Gigawat= t Data Center? (26 minute read)

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.
Stablecoins are finding pro= duct-market fit in emerging markets (8 minute read)

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.
=F0=9F= =92=BB

Programming, Design & Data Science

How to write a good design = document (7 minute read)

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.
How to have a career even w= hen OpenAI's o3 drops (15 minute read)

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.
=F0=9F= =8E=81

Miscellaneous

<= /div>
AMA with OpenAI's Sam Altma= n, Mark Chen, Kevin Weil, Srinivas Narayanan, Michelle Pokrass, and Hongyu = Ren (Reddit Thread)

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.
Meta in Talks to Reincorpor= ate in Texas or Another State, Exit Delaware (6 minute read)

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.
=E2=9A= =A1

Quick Links

Sam Altman's Stargate is sc= ience fiction (12 minute read)

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.
Apple reportedly gives up o= n its AR video glasses project (2 minute read)

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.
The Failed Strategy of Arti= ficial Intelligence Doomers (37 minute read)

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.
OpenAI hits back at DeepSee= k with o3-mini reasoning model (3 minute read)

OpenAI's o3-mini is optimized for STEM = functions and has lower operating costs and latency than o1-mini.
A vision researcher's guide= to some RL stuff: PPO & GRPO (19 minute read)

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.
What fully automated firms = will look like (17 minute read)

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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Apply here or send a friend's resume to jobs@tldr.tech and get $1k if we hire them!

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Thanks for reading,
Dan Ni &a= mp; Stephen = Flanders


Manage your subscriptions to our other newsletters on tech, st= artups, and programming. Or if TLDR isn't for you, please unsubscribe.
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