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Researchers chained two critical vulnerabilities to compromise
multiple O=
penAI employees' ChatGPT accounts in July. The accounts
could
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Sign Up [1] |Advertise [2]|View Online [3]=20
=09=09TLDR=
=20
=09=09TOGETHER WITH [SerpApi] [4]
TLDR 2026-09-18
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BIG TECH & STARTUPS
ANTHROPIC SAYS CL=
AUDE DRIVES 26% OF ITS RESEARCH AND DEVELOPMENT (3
MINUTE READ) [5]=20
=
Anthropic claims that its Claude chatbot drives more than a quarter
o=
f its research and development work. There are over 30,000 agents
doing r=
esearch and engineering work at Anthropic at any one time. Its
staffers c=
ollaborate with the chatbot for about 90% of their work. The
company is t=
rying to create a framework to track agents and monitor
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k they do.=20
HUAWEI'S PLAN TO BECOME CHINA'S NVIDIA (3 MINUTE READ) [6=
]=20
Huawei plans to release two new AI chips next year. The company ha=
s
now shipped more than 1,000 of its AI-computing systems to over 370
c=
ustomers. China's AI chip market is projected to grow to $67 billion
by 2=
030. Huawei's chip-making technology still trails Nvidia's, but
the compa=
ny is developing workarounds and new designs to squeeze in
more computing=
power while using less advanced equipment.=20
=F0=9F=9A=80=20
SCIENC=
E & FUTURISTIC TECHNOLOGY
HELIX 2.5: ZERO-SHOT 30-HOME GENERALIZATION=
(14 MINUTE READ) [7]=20
Helix 2.5 is an advanced neural network pretra=
ined on Index, Figure's
global-scale dataset of human behavior. It can ti=
dy living rooms, fold
towels, and make beds in homes it has never seen. T=
he model is the
first evidence that whole-body intelligence can be learne=
d from human
experience and transferred to new scenarios. Index is now ge=
nerating
roughly 35 minutes of new human experience every second - if Hel=
ix 2.5
is any guide, more data and compute should translate directly into=
more of the physical world learned before a robot ever enters a new
ho=
me.=20
HOW SPACEX STREAMLINED THE RAPTOR ENGINE (17 MINUTE READ) [8] =
The differences between the versions of the Raptor rocket engine are=
stark. Many people initially didn't believe SpaceX when the company
re=
leased a picture of the three generations of the design. The
streamlining=
of the design also brought meaningful gains in
performance - the Raptor =
3 provides about 35% more thrust than the
Raptor 1. This article looks at=
what specifically SpaceX changed that
allowed it to take the Raptor from=
a tangle of wires and pipes into
the svelte, streamlined engine it is to=
day.=20
=F0=9F=92=BB=20
PROGRAMMING, DESIGN & DATA SCIENCE
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HACKING OPENAI (11 MINUTE =
READ) [10]=20
Researchers chained two critical vulnerabilities to compr=
omise
multiple OpenAI employees' ChatGPT accounts in July. The accounts=
could access internal OpenAI repositories and potentially many other
c=
onnectors. They used one employee's Codex to open a PR in OpenAI's
intern=
al monorepo. This post provides a full timeline of the
disclosure process=
and details about how the vulnerabilities were
discovered.=20
WEBKIT=
FEATURES FOR SAFARI 27.0 (142 MINUTE READ) [11]=20
The release notes o=
n the WebKit features for Safari 27.0 are the
longest yet, detailing 83 f=
eatures, including Safari MCP. Safari MCP
makes working with coding agent=
s dramatically easier. It gives users'
agent of choice control over the b=
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renders. The MCP provides access to =
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=F0=9F=8E=81=20
MISCE=
LLANEOUS
THE STARTUP THAT BUILT OPENAI'S BIGGEST DATA CENTER IS NOW M=
AKING
TINY ONES (6 MINUTE READ) [12]=20
Crusoe built one of the world=
's biggest AI supercomputers in Abilene,
Texas. The company is now invest=
ing heavily in smaller data centers.
It is manufacturing them in factorie=
s, loading them onto flatbed
trucks, and deploying them wherever it can f=
ind available power. The
company believes this is a faster and cheaper me=
thod than solely
relying on large construction projects. Giant clusters w=
ith hundreds
of thousands of chips are useful for training, but inference=
can be
done with considerably smaller amounts of chips.=20
INSIDE TH=
E WHITE HOUSE TUSSLE TO SWAY TRUMP ON AI (11 MINUTE READ)
[13]=20
Ant=
hropic's Mythos model sparked a shift within the White House as
officials=
started realizing that AI can be used to launch cyberattacks
and pose na=
tional-security threats. White House officials and AI
executives are work=
ing on regulatory efforts, but when they disagree,
the executives have go=
ne directly to Trump. Trump has remained
resolute that the nation needs t=
o accelerate AI development and
continue to build the data centers that a=
re powering the AI boom.=20
=E2=9A=A1=20
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READY TO T=
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TWO TECHNIQUES FOR WORKING WITH SYSTEM ONE M=
ODELS (8 MINUTE READ)
[15]=20
You can turn any LLM into a System One =
model by batching prompts that
generate a single token with structured ou=
tput.=20
BEND (GITHUB REPO) [16]=20
Bend is a language for communic=
ating intent to AI.=20
AUTOMATTIC'S INTERIM CEO AND LEGAL CHIEF SIGNED =
RECIPROCAL SEVERANCE
DEALS DURING MULLENWEG'S BRIEF OUSTER (6 MINUTE READ=
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The agreements provide each of them with 12 months of base sa=
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Bitcoin's quantum migration is a question of how to minimize total=
property-rights violations once elliptic curve signatures no longer
re=
liably authenticate rightful ownership.=20
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DE REVIEW (15 MINUTE READ) [21]=20
Code review used to be slow, but age=
ntic review took that bottleneck
away almost entirely.=20
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E WITH AN LLM (5 MINUTE READ) [22]=20
Use your own words, don't let the=
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<div style=3D"display: none; max-height: 0px; overflow: hidden;">Researcher=
s chained two critical vulnerabilities to compromise multiple OpenAI employ= ees' ChatGPT accounts in July. The accounts could access =E2=80= =8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80= =8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80= =8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80= =8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80= =8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80= =8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C = =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C = =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C = =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C = =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C = =E2=80=8C =E2=80=8C </div>
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<a href=3D"
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https://images.tl= dr.tech/serpapi2.png" valign=3D"middle" style=3D"vertical-align: middle !im= portant; height: 100%;" alt=3D"SerpApi"></a></td></tr></tbody></table>
<table style=3D"table-layout: fixed; width:100%;" width=3D"100%"><tbody><tr= ><td style=3D"padding:0;border-collapse:collapse;border-spacing:0;margin:0;=
<div style=3D"text-align: center;">
<h1><strong>TLDR <span id=3D"date">2026-09-18</span></strong></h1>
</div>
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<table style=3D"table-layout: fixed; width:100%;" width=3D"100%"><tbody><tr=
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<span>
<a href=3D"
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<span>
<strong>Give any AI agent access to=
Google search with SerpApi (Sponsor)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Agents are smarter when they can search=
the web. But scraping Google gets expensive when you're burning extra toke=
ns to parse messy SERPs into readable text.<p></p><p><a href=3D"
https://tra= cking.tldrnewsletter.com/CL0/https:%2F%2Fserpapi.com%2Ftldr/3/010001a0b41e9= 075-56c429fc-ab65-40a2-a1fb-7097830ba013-000000/SDKWEfilGPUqkCmEg0htE4A2_xV= yLqc9vtw8wIUIO20=3D452" rel=3D"noopener noreferrer nofollow" target=3D"_bla= nk"><span>SerpApi</span></a> is the <a href=3D"
https://tracking.tldrnewslet= ter.com/CL0/https:%2F%2Fserpapi.com%2Ftldr/4/010001a0b41e9075-56c429fc-ab65= -40a2-a1fb-7097830ba013-000000/wCiD0-WPSVOhoom9-uY4EvfN82OddjBndz40WRLM8Fk= =3D452" rel=3D"noopener noreferrer nofollow" target=3D"_blank"><span>web se= arch API</span></a> that gives you exactly what you need, out of the box:</=
<p>=F0=9F=91=89 <strong>Scrape Google and other search engines</strong></p>
<p>=F0=9F=91=89 <strong>Integrate with a simple GET</strong> <strong>reques= t</strong> that any agent can make; get <strong>results in .md or .json</st= rong> that any agent can read.</p>
<p>=F0=9F=91=89 Used by <strong>Nvidia</strong>, <strong>Adobe</strong>, <s= trong>Shopify</strong>, and even the United Nations.</p>
<p><a href=3D"
https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fserpapi.c= om%2Ftldr/5/010001a0b41e9075-56c429fc-ab65-40a2-a1fb-7097830ba013-000000/pE= gsO9gxZaR8S0dtbEqKbXCARF-gpueNfzjivmf-P_k=3D452" rel=3D"noopener noreferrer=
nofollow" target=3D"_blank"><span>=E2=86=97=EF=B8=8F Start with 250 free s= earches =E2=86=97=EF=B8=8F</span></a>
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<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=
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https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Flinks.tldrnewsletter.com%2FkRGO9K/1/010001a0b41e9075-56= c429fc-ab65-40a2-a1fb-7097830ba013-000000/lVFLi7XhZz_lTupSo05n6Ge2OB0ytnZNm= zrwOtV-IkA=3D452">
<span>
<strong>Anthropic Says Claude Drive=
s 26% of Its Research and Development (3 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Anthropic claims that its Claude chatbo=
t drives more than a quarter of its research and development work. There ar=
e over 30,000 agents doing research and engineering work at Anthropic at an=
y one time. Its staffers collaborate with the chatbot for about 90% of thei=
r work. The company is trying to create a framework to track agents and mon= itor the amount of work they do.
</span>
</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=
<div class=3D"text-block">
<span>
<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Flinks.tldrnewsletter.com%2FxR9NGP/1/010001a0b41e9075-56= c429fc-ab65-40a2-a1fb-7097830ba013-000000/09XDsoMvb7DhWXIrO9-ffjTjV2wPAXBaS= 2GFIU_tUrQ=3D452">
<span>
<strong>Huawei's Plan to Become Chi= na's Nvidia (3 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Huawei plans to release two new AI chip=
s next year. The company has now shipped more than 1,000 of its AI-computin=
g systems to over 370 customers. China's AI chip market is projected to gro=
w to $67 billion by 2030. Huawei's chip-making technology still trails Nvid= ia's, but the company is developing workarounds and new designs to squeeze =
in more computing power while using less advanced equipment.
</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.figure.ai%2Fnews%2Fhelix-2-5-zero-shot-30-home-gene= ralization%3Futm_source=3Dtldrnewsletter/1/010001a0b41e9075-56c429fc-ab65-4= 0a2-a1fb-7097830ba013-000000/-opIRPBg5zcMMaoTfS0i6P6dn3yh9-Q99b0uJZ9YY9c=3D= 452">
<span>
<strong>Helix 2.5: Zero-Shot 30-Hom=
e Generalization (14 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Helix 2.5 is an advanced neural network=
pretrained on Index, Figure's global-scale dataset of human behavior. It c=
an tidy living rooms, fold towels, and make beds in homes it has never seen=
. The model is the first evidence that whole-body intelligence can be learn=
ed from human experience and transferred to new scenarios. Index is now gen= erating roughly 35 minutes of new human experience every second - if Helix = 2.5 is any guide, more data and compute should translate directly into more=
of the physical world learned before a robot ever enters a new home.
</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.construction-physics.com%2Fp%2Fhow-spacex-streamlin= ed-the-raptor%3Futm_source=3Dtldrnewsletter/1/010001a0b41e9075-56c429fc-ab6= 5-40a2-a1fb-7097830ba013-000000/rcNvOQfyUgWxcKfWWgWKfUY6J-2BqjevoU8YGVnuQd4= =3D452">
<span>
<strong>How SpaceX Streamlined the = Raptor Engine (17 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
The differences between the versions of=
the Raptor rocket engine are stark. Many people initially didn't believe S= paceX when the company released a picture of the three generations of the d= esign. The streamlining of the design also brought meaningful gains in perf= ormance - the Raptor 3 provides about 35% more thrust than the Raptor 1. Th=
is article looks at what specifically SpaceX changed that allowed it to tak=
e the Raptor from a tangle of wires and pipes into the svelte, streamlined = engine it is today.
</span>
</span>
</div>
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<div class=3D"text-block">
<div style=3D"text-align: center;"><span style=3D"font-size: 36px;">=F0=9F= =92=BB</span></div></div>
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<div class=3D"text-block">
<div style=3D"text-align: center;">
<h1><strong>Programming, Design & Data Science</strong></h1>
</div>
</div>
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<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=
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<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fadvertise.tldr.tech%2F%3Futm_source=3Dtldr%26utm_medium= =3Dnewsletter%26utm_campaign=3Dsecondary09182026%26sp=3DXLtlFRYNyMlSU7AtaNM= mza47/1/010001a0b41e9075-56c429fc-ab65-40a2-a1fb-7097830ba013-000000/Fx05Bw= Cs0YUbkTLHqRYs60A_p_iRXO-uQxsaD3ofCkg=3D452">
<span>
<strong>Reach 8 million tech profes= sionals reading TLDR (Sponsor)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Ads get ignored on social media but not=
in TLDR! Reach developers, PMs, marketers, founders and other tech leaders=
where they actually pay attention. <a href=3D"
https://tracking.tldrnewslet= ter.com/CL0/https:%2F%2Fadvertise.tldr.tech%2F%3Futm_source=3Dtldr%26utm_me= dium=3Dnewsletter%26utm_campaign=3Dsecondary09182026%26sp=3DXLtlFRYNyMlSU7A= taNMmza47/2/010001a0b41e9075-56c429fc-ab65-40a2-a1fb-7097830ba013-000000/X3= vAPIA0qMYwwK1Yu5mxpQK-uX-X_tH-IFZoRlhx8jk=3D452" rel=3D"noopener noreferrer=
nofollow" target=3D"_blank"><span>Learn more about sponsorship opportuniti= es</span></a>.
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<div class=3D"text-block">
<span>
<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fwww.hacktron.ai%2Fblog%2Fhacking-openai%3Futm_source=3D= tldrnewsletter/1/010001a0b41e9075-56c429fc-ab65-40a2-a1fb-7097830ba013-0000= 00/n8kFyEhrVzzPMAv-PJ8TopIYPBwfKa_M4BmV5W1SUKo=3D452">
<span>
<strong>Hacking OpenAI (11 minute r= ead)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Researchers chained two critical vulner= abilities to compromise multiple OpenAI employees' ChatGPT accounts in July=
. The accounts could access internal OpenAI repositories and potentially ma=
ny other connectors. They used one employee's Codex to open a PR in OpenAI'=
s internal monorepo. This post provides a full timeline of the disclosure p= rocess and details about how the vulnerabilities were discovered.
</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%2Fwebkit.org%2Fblog%2F18325%2Fwebkit-features-for-safari-= 27-0%2F%3Futm_source=3Dtldrnewsletter/1/010001a0b41e9075-56c429fc-ab65-40a2= -a1fb-7097830ba013-000000/daUEakuNXmkw4tnX9TrYcrQqJw-JAMXYfdItSErgNYw=3D452=
<span>
<strong>WebKit Features for Safari = 27.0 (142 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
The release notes on the WebKit feature=
s for Safari 27.0 are the longest yet, detailing 83 features, including Saf= ari MCP. Safari MCP makes working with coding agents dramatically easier. I=
t gives users' agent of choice control over the browser window so it can se=
e how code renders. The MCP provides access to the DOM, network requests, s= creenshots, and console output, allowing agents to do more with less effort=
from users.
</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= =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%2FsCPtgZ/1/010001a0b41e9075-56= c429fc-ab65-40a2-a1fb-7097830ba013-000000/-mVjOPtBqtu4B-Ok6WoVmIypIebwa_a76= T3gYMI6l10=3D452">
<span>
<strong>The Startup That Built Open= AI's Biggest Data Center Is Now Making Tiny Ones (6 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Crusoe built one of the world's biggest=
AI supercomputers in Abilene, Texas. The company is now investing heavily =
in smaller data centers. It is manufacturing them in factories, loading the=
m onto flatbed trucks, and deploying them wherever it can find available po= wer. The company believes this is a faster and cheaper method than solely r= elying on large construction projects. Giant clusters with hundreds of thou= sands of chips are useful for training, but inference can be done with cons= iderably smaller amounts of chips.
</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%2FhuCvjL/1/010001a0b41e9075-56= c429fc-ab65-40a2-a1fb-7097830ba013-000000/t8U1il7RJ9-klc2Q07Rl-XopbsUKhswHg= 2FjJOHFyFQ=3D452">
<span>
<strong>Inside the White House Tuss=
le to Sway Trump on AI (11 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Anthropic's Mythos model sparked a shif=
t within the White House as officials started realizing that AI can be used=
to launch cyberattacks and pose national-security threats. White House off= icials and AI executives are working on regulatory efforts, but when they d= isagree, the executives have gone directly to Trump. Trump has remained res= olute that the nation needs to accelerate AI development and continue to bu= ild the data centers that are powering the AI boom.
</span>
</span>
</div>
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<h1><strong>Quick Links</strong></h1>
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<strong>Ready to take your AI agent=
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<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Get hands-on with context-aware, omnich= annel AI agents at Twilio Assemble SF on Sep 23. See live demos, connect wi=
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<span>
<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fwww.seangoedecke.com%2Ftwo-techniques-for-working-with-= system-one-models%2F%3Futm_source=3Dtldrnewsletter/1/010001a0b41e9075-56c42= 9fc-ab65-40a2-a1fb-7097830ba013-000000/GmZSdX-REnEzmiR4_1bL1gad8KqfDgN94LVG= FYWlNXA=3D452">
<span>
<strong>Two techniques for working = with System One models (8 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
You can turn any LLM into a System One = model by batching prompts that generate a single token with structured outp= ut.
</span>
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<span>
<strong>Bend (GitHub Repo)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Bend is a language for communicating in= tent to AI.
</span>
</span>
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<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Ftechcrunch.com%2F2026%2F09%2F16%2Fautomattics-interim-c= eo-and-legal-chief-signed-reciprocal-severance-deals-during-mullenwegs-brie= f-ouster%2F%3Futm_source=3Dtldrnewsletter/1/010001a0b41e9075-56c429fc-ab65-= 40a2-a1fb-7097830ba013-000000/pxKeI6ZjJabal2H7Juu2UQy_YAn5KVUJp29EM8T-r2o= =3D452">
<span>
<strong>Automattic's interim CEO an=
d legal chief signed reciprocal severance deals during Mullenweg's brief ou= ster (6 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
The agreements provide each of them wit=
h 12 months of base salary paid out as a lump sum, an accelerated vesting s= chedule for their equity, the ability to exercise their vested stock option=
s, and another year of health coverage.
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<span>
<strong>Atlassian State of AI SDLC = Digital Summit, September 22 (Sponsor)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
AI is reshaping how software gets plann= ed, built, and run. Join Atlassian and Vercel's CEOs and leaders from DX, L= ovable, and more on how they're adapting for the AI era. <a href=3D"https:/= /tracking.tldrnewsletter.com/CL0/https:%2F%2Ffandf.co%2F3UBI5on/1/010001a0b= 41e9075-56c429fc-ab65-40a2-a1fb-7097830ba013-000000/Quacr7mJaYHB5_HAzFG1uCs= 5aJrfu1laC42PyyjyyD8=3D452" rel=3D"noopener noreferrer nofollow" target=3D"= _blank"><span>Reserve your spot</span></a>.
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<span>
<strong>Bitcoin's Quantum Migration=
Debate (29 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Bitcoin's quantum migration is a questi=
on of how to minimize total property-rights violations once elliptic curve = signatures no longer reliably authenticate rightful ownership.
</span>
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<strong>The Test Suite Is the New C= ode Review (15 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Code review used to be slow, but agenti=
c review took that bottleneck away almost entirely.
</span>
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<span>
<strong>How To Write With An LLM (5=
minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Use your own words, don't let the model=
trick you into thinking your draft is good, and let the model act as a cop= yeditor.
</span>
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