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OpenAI's Agents API is now in public beta. The API brings the same
harnes=
s and infrastructure that powers Codex to developers through
API=C2=A0= =E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2= =A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C= =C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80= =8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0= =E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2= =A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0= =E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2= =A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C= =C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80= =8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0= =E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=
=A0
Sign Up [1] |Advertise [2]|View Online [3]=20
=09=09TLDR =
=09=09TOGETHER WITH [Buildkite] [4]
TLDR 2026-09-11
BUILT =
BY CURSOR. BUILT _ON_ BUILDKITE. (SPONSOR) [4]=20
Devs finally have a c=
hallenger to GitHub code hosting with Origin.
Origin was built _on_ Bu=
ildkite.
Buildkite is a launch partner for this new code ecosystem. Or=
igin
holds the code. Buildkite runs the build. Vercel ships it. Three
l=
ayers, one path from idea to production.
We also run CI for OpenAI, An=
thropic, Mistral, xAI, Airbnb, Nvidia,
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Build faster, more securely, more reliably, with the CI e=
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Start with our 30-day all-access trial. GET BUILDING =E2=86=92 [5]
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=F0=9F=93=B1=20
BIG TECH & STARTUPS
INTRODUCING THE AGENTS API =
(5 MINUTE READ) [6]=20
OpenAI's Agents API is now in public beta. The A=
PI brings the same
harness and infrastructure that powers Codex to develo=
pers through a
simple and flexible API. It allows developers to create us=
eful agents
with a powerful harness that manages context, uses tools effi=
ciently,
and coordinates subagents. The API provides infrastructure to ke=
ep
agents running reliably for days, and environments where agents can
=
work with files, run code, and save intermediate results.=20
ANTHROPIC =
SAYS IT BLOCKED POSSIBLE EFFORTS TO BUILD BIOLOGICAL
WEAPONS (6 MINUTE RE=
AD) [7]=20
Anthropic claims it has disrupted several plots to use its A=
I models
to conduct research that could have helped develop biological we=
apons.
The company says it still can't determine whether a query serves a=
legitimate or nefarious purpose, so it erred on the side of caution as=
the consequences of mistakes could be severe. Anthropic detected use
f=
rom companies from blocked regions and parties that otherwise tried
to ob=
fuscate their purpose.=20
=F0=9F=9A=80=20
SCIENCE & FUTURISTIC TECHNO=
LOGY
THE KING OF UNITREE (28 MINUTE READ) [8]=20
Unitree CEO Wang=
Xingxing recently unveiled details about his
company's IPO in an intervi=
ew that covers his business principles,
Unitree's managerial structure, a=
nd how the company is changing its
employees' lives. Unitree listed on th=
e STAR Market on August 19, with
its market capitalization briefly reachi=
ng 440 billion yuan after its
IPO. Wang was briefly the richest person in=
China born in the 1990s.=20
WILL AI SOON LEAD TO DOUBLE-DIGIT GROWTH? =
(38 MINUTE READ) [9]=20
Analysts predict that AI will soon deliver doub=
le-digit growth in
advanced economies. Experts say it could push growth t=
o something like
10% to 15% per year. The decade ahead could see economic=
growth of 30%
per year and beyond. Predictions of double-digit growth ar=
e common
among AI insiders.=20
=F0=9F=92=BB=20
PROGRAMMING, DESIGN =
& DATA SCIENCE
YOUR BUYERS ASK AI BEFORE THEY ASK YOU. ARE YOU SHOWIN=
G UP IN THE
ANSWERS? (SPONSOR) [10]=20
Ahrefs Brand Radar [10] tracks=
your brand across ChatGPT, AI
Overviews, Gemini, Perplexity and Copilot =
=E2=80=94 from 471M+ real
search-backed prompts. Benchmark competitors, s=
ee what AI cites, add
your own prompts.
Explore Brand Radar [10]
=
TECH COMPANIES MOVE TO OPEN AI MODELS (8 MINUTE READ) [11]=20
Compa=
nies are experimenting with cheaper open models on inference
providers. T=
here is a trend toward more investment in model routing to
route simpler =
requests to cheaper models. The industry is seeing more
knowledge-sharing=
sessions on how to use AI models cost-effectively.
More and more compani=
es are setting per-developer limits on AI usage.=20
THE LIFECYCLE OF A =
SHARDED POSTGRES QUERY (23 MINUTE READ) [12]=20
This post follows the j=
ourney of a PostgreSQL query through all of
the layers of a complex shard=
ed system. It aims to help readers
understand what goes into making a lar=
ge-scale sharded PostgreSQL
deployment appear to be a single server even =
when spanning thousands
of servers. A real database has hundreds of table=
s - the example in
the post keeps the schema simple with two tables sprea=
d across four
shards.=20
=F0=9F=8E=81=20
MISCELLANEOUS
OPENAI=
DID IT AGAIN. BUT WHAT DID THEY DO? (3 MINUTE READ) [13]=20
The 'next =
thing' is always simpler than you think and very obvious in
hindsight. Op=
enAI's addition of Computer Use is deceptively simple and
obvious in hind=
sight. 'Computer use' is a very generic, unspecified
thing. It requires g=
eneral intelligence across many domains to get
better at it.=20
ROUTE=
R POWER (14 MINUTE READ) [14]=20
Centralized router platforms can offer=
customers better economics
than local deployments. Outcomes pricing belo=
ngs to the infrastructure
layer. The model layer could offer outcomes pri=
cing, but it will have
the same problems as the app layer. Router layer p=
ricing is most
politically aligned with customers, who just want to sell =
more compute
and don't care which model is used.=20
=E2=9A=A1=20
QU=
ICK LINKS
7 DEADLY SIGNS OF AI SECURITY SNAKE OIL (SPONSOR) [15]=20
=
Your vendor says "OWASP LLM Top 10 covered." That's a checklist, not
=
a defense. Seven red flags every developer should catch before
signing. [=
15]=20
THEY REALLY DO THINK AI MIGHT KILL EVERYONE (11 MINUTE READ) [16=
]=20
The people building AI earnestly believe that it could kill us all=
by
the end of the decade.=20
DE-IDENTIFICATION PROTECTS YOUR NAME. I=
T DOESN'T PROTECT YOUR IDEA (7
MINUTE READ) [17]=20
AI can deidentify=
you better than many adversarial bot programs.=20
HOW AND WHY GOOGLE W=
ILL SHARE ANONYMIZED SEARCH DATA WITH THEIR
COMPETITORS (26 MINUTE READ) =
[18]=20
Google has six months to implement the technical measures and=
finalize the processes for data access.=20
ASTRA FOR CODING: WHY ARE=
WE DOING THIS AGAIN? (28 MINUTE READ) [19]=20
Astra will change the wo=
rld one way or another.=20
LOOPS, GRAPHS, & HARNESSES =E2=80=93 GETTING=
QUALITY OUT OF A SOFTWARE
FACTORY (17 MINUTE READ) [20]=20
Most chan=
ges that would have made agents better at codebases make
agents better to=
o.=20
WHAT COMES AFTER GIT (8 MINUTE READ) [21]=20
A storage soluti=
on is only part of what a team needs to collaborate
around code.=20
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ve TLDR? Tell your friends and get rewards!
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<div style=3D"display: none; max-height: 0px; overflow: hidden;">OpenAI= 9;s Agents API is now in public beta. The API brings the same harness and i= nfrastructure that powers Codex to developers through API =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&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 </div>
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<h1><strong>TLDR <span id=3D"date">2026-09-11</span></strong></h1>
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<strong>Built by Cursor. Built <em>= on</em> Buildkite. (Sponsor)</strong>
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<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Devs finally have a challenger to GitHu=
b code hosting with Origin.<p></p><p>Origin was built <em>on</em> Buildkite= .</p><p>Buildkite is a launch partner for this new code ecosystem. Origin h= olds the code. Buildkite runs the build. Vercel ships it. Three layers, one=
path from idea to production.</p><p>We also run CI for OpenAI, Anthropic, = Mistral, xAI, Airbnb, Nvidia, Canva, Uber, Meta, Pierre, Bun and more. = ;</p><p>Build faster, more securely, more reliably, with the CI engineered = for frontier scale, used by the frontier labs setting the pace.</p><p>Start=
with our 30-day all-access trial.<strong> </strong><a href=3D"
https://trac= king.tldrnewsletter.com/CL0/https:%2F%2Fbuildkite.com%2Fpricing%2F%3Fbk_pid= =3D20260522-TLD-PRI-primary-trial%26utm_source=3Dtldr%26utm_medium=3Dnewsle= tter%26utm_campaign=3Dtldr-2026-05-22%26utm_content=3Dprimary-trial_cta_bui= lding_cta_kick_tires_cta_kick_tires_cta_building%26utm_id=3D20260522-TLD-PR= I-primary-trial/1/010001a0900e7b9c-d3108034-c928-4854-af88-c70d1379b755-000= 000/o9F0V46--sDLKyG9UhsrTZJu8PdEoUL7ezRHwryUEG0=3D452" rel=3D"noopener nore= ferrer nofollow" target=3D"_blank"><span><strong>Get building =E2=86=92</st= rong></span></a>
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<div class=3D"text-block">
<div style=3D"text-align: center;"><span style=3D"font-size: 36px;">=F0=9F= =93=B1</span></div></div>
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<div class=3D"text-block">
<div style=3D"text-align: center;">
<h1><strong>Big Tech & Startups</strong></h1>
</div>
</div>
</td></tr></tbody></table>
<table style=3D"table-layout: fixed; width: 100%;" width=3D"100%"><tbody><t= r><td style=3D"padding:0;border-collapse:collapse;border-spacing:0;margin:0=
;" valign=3D"top">
<table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=
<div class=3D"text-block">
<span>
<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Flinks.tldrnewsletter.com%2F6SUOES/1/010001a0900e7b9c-d3= 108034-c928-4854-af88-c70d1379b755-000000/PwvuU8KnxZnYJAgDIDcwo6WeVkbdi7zGB= kuUdZCZKbc=3D452">
<span>
<strong>Introducing the Agents API =
(5 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
OpenAI's Agents API is now in public be= ta. The API brings the same harness and infrastructure that powers Codex to=
developers through a simple and flexible API. It allows developers to crea=
te useful agents with a powerful harness that manages context, uses tools e= fficiently, and coordinates subagents. The API provides infrastructure to k= eep agents running reliably for days, and environments where agents can wor=
k with files, run code, and save intermediate results.
</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%2FPCLyui/1/010001a0900e7b9c-d3= 108034-c928-4854-af88-c70d1379b755-000000/qtT2mX0gnCZVqWaU6FwWBPmu70IMOA6Ax= QcmfrPeefw=3D452">
<span>
<strong>Anthropic Says It Blocked P= ossible Efforts to Build Biological Weapons (6 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Anthropic claims it has disrupted sever=
al plots to use its AI models to conduct research that could have helped de= velop biological weapons. The company says it still can't determine whether=
a query serves a legitimate or nefarious purpose, so it erred on the side =
of caution as the consequences of mistakes could be severe. Anthropic detec= ted use from companies from blocked regions and parties that otherwise trie=
d to obfuscate their purpose.
</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= =9A=80</span></div>
</div>
</td></tr></tbody></table>
<table align=3D"center" bgcolor=3D"" border=3D"0" cellpadding=3D"0" cellspa= cing=3D"0" width=3D"100%"><tbody><tr><td class=3D"container" style=3D"paddi= ng-top: 0px; padding-bottom: 0px;">
<div class=3D"text-block">
<div style=3D"text-align: center;">
<h1><strong>Science & Futuristic Technology</strong></h1>
</div>
</div>
</td></tr></tbody></table>
<table style=3D"table-layout: fixed; width: 100%;" width=3D"100%"><tbody><t= r><td style=3D"padding:0;border-collapse:collapse;border-spacing:0;margin:0=
;" valign=3D"top">
<table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=
<div class=3D"text-block">
<span>
<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fwww.chinatalk.media%2Fp%2Fthe-king-of-unitree%3Futm_sou= rce=3Dtldrnewsletter/1/010001a0900e7b9c-d3108034-c928-4854-af88-c70d1379b75= 5-000000/ObMKq4LTFJuz6DWTExERRJSobKLLMOYRSlCENyYvidA=3D452">
<span>
<strong>The King of Unitree (28 min= ute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Unitree CEO Wang Xingxing recently unve= iled details about his company's IPO in an interview that covers his busine=
ss principles, Unitree's managerial structure, and how the company is chang= ing its employees' lives. Unitree listed on the STAR Market on August 19, w= ith its market capitalization briefly reaching 440 billion yuan after its I= PO. Wang was briefly the richest person in China born in the 1990s.
</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%2Faleximas.substack.com%2Fp%2Fwill-ai-soon-lead-to-double= -digit%3Futm_source=3Dtldrnewsletter/1/010001a0900e7b9c-d3108034-c928-4854-= af88-c70d1379b755-000000/Tp2CQRp8yTuER41tzvSLy2xs9mGDWjTUkyEKQ0mEmxk=3D452"=
<span>
<strong>Will AI soon lead to double= -digit growth? (38 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Analysts predict that AI will soon deli= ver double-digit growth in advanced economies. Experts say it could push gr= owth to something like 10% to 15% per year. The decade ahead could see econ= omic growth of 30% per year and beyond. Predictions of double-digit growth = are common among AI insiders.
</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= =92=BB</span></div></div>
</td></tr></tbody></table>
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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%2Fahrefs.com%2Fbrand-radar%3Futm_source=3Dtldr%26utm_medi= um=3Dnewsletter%26utm_campaign=3Dpartnerships/1/010001a0900e7b9c-d3108034-c= 928-4854-af88-c70d1379b755-000000/X-FFzUyLWQ4O2w_y8Z-nB5NqN25oQgQRzeNySYslq= ac=3D452">
<span>
<strong>Your buyers ask AI before t= hey ask you. Are you showing up in the answers? (Sponsor)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
<a href=3D"
https://tracking.tldrnewslet= ter.com/CL0/https:%2F%2Fahrefs.com%2Fbrand-radar%3Futm_source=3Dtldr%26utm_= medium=3Dnewsletter%26utm_campaign=3Dpartnerships/2/010001a0900e7b9c-d31080= 34-c928-4854-af88-c70d1379b755-000000/GWb5FKlcJujkS0V6NccaDYt3m4fwtvRNIamAc= TfhLYs=3D452" rel=3D"noopener noreferrer nofollow" target=3D"_blank"><span>= Ahrefs Brand Radar</span></a> tracks your brand across ChatGPT, AI Overview=
s, Gemini, Perplexity and Copilot =E2=80=94 from 471M+ real search-backed p= rompts. Benchmark competitors, see what AI cites, add your own prompts.
<p></p>
<p><a href=3D"
https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fahrefs.co= m%2Fbrand-radar%3Futm_source=3Dtldr%26utm_medium=3Dnewsletter%26utm_campaig= n=3Dpartnerships/3/010001a0900e7b9c-d3108034-c928-4854-af88-c70d1379b755-00= 0000/ZtLeLjvkPx6fTKsj41hSpe2MGMjglXH2MxI2ZQCgPx8=3D452" rel=3D"noopener nor= eferrer nofollow" target=3D"_blank"><span>Explore Brand Radar</span></a>
</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%2Fblog.pragmaticengineer.com%2Fthe-pulse-tech-companies-m= ove-to-open-ai-models%2F%3Futm_source=3Dtldrnewsletter/1/010001a0900e7b9c-d= 3108034-c928-4854-af88-c70d1379b755-000000/OFvggTMvn5d-lr8aMTCPs4b-UhpzaMj0= Zq4bSinFlUk=3D452">
<span>
<strong>Tech companies move to open=
AI models (8 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Companies are experimenting with cheape=
r open models on inference providers. There is a trend toward more investme=
nt in model routing to route simpler requests to cheaper models. The indust=
ry is seeing more knowledge-sharing sessions on how to use AI models cost-e= ffectively. More and more companies are setting per-developer limits on AI = usage.
</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%2Fplanetscale.com%2Fblog%2Fthe-lifecycle-of-a-sharded-pos= tgres-query%3Futm_source=3Dtldrnewsletter/1/010001a0900e7b9c-d3108034-c928-= 4854-af88-c70d1379b755-000000/cBMYh3y-zfGFG-Gj2FQl9RH0yAUVevIHE1u1Q-we4YI= =3D452">
<span>
<strong>The lifecycle of a sharded = Postgres query (23 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
This post follows the journey of a Post= greSQL query through all of the layers of a complex sharded system. It aims=
to help readers understand what goes into making a large-scale sharded Pos= tgreSQL deployment appear to be a single server even when spanning thousand=
s of servers. A real database has hundreds of tables - the example in the p= ost keeps the schema simple with two tables spread across four shards.
</span>
</span>
</div>
</td></tr></tbody></table>
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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= =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%2Fbenhylak.substack.com%2Fp%2Fopenai-did-it-again-but-wha= t-did%3Futm_source=3Dtldrnewsletter/1/010001a0900e7b9c-d3108034-c928-4854-a= f88-c70d1379b755-000000/SNt4HqgI6JbDw3Wm-ELqhUK_5XTmzW8pGAbFLs5S3No=3D452">
<span>
<strong>OpenAI did it again. But wh=
at did they do? (3 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
The 'next thing' is always simpler than=
you think and very obvious in hindsight. OpenAI's addition of Computer Use=
is deceptively simple and obvious in hindsight. 'Computer use' is a very g= eneric, unspecified thing. It requires general intelligence across many dom= ains to get better at it.
</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%2F1730XF/1/010001a0900e7b9c-d3= 108034-c928-4854-af88-c70d1379b755-000000/GHH9X9mp418rOpLwE_nMWio3WAyrNkm1j= uDosdLf6fI=3D452">
<span>
<strong>Router Power (14 minute rea= d)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Centralized router platforms can offer = customers better economics than local deployments. Outcomes pricing belongs=
to the infrastructure layer. The model layer could offer outcomes pricing,=
but it will have the same problems as the app layer. Router layer pricing =
is most politically aligned with customers, who just want to sell more comp= ute and don't care which model is used.
</span>
</span>
</div>
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