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Project Suncatcher is a moonshot effort by Google to design orbital AI
da=
ta centers. Its first experimental satellite will launch on October
1=
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Sign Up [1] |Advertise [2]|View Online [3]=20
=09=09TLDR=
=20
=09=09TOGETHER WITH [Fireworks] [4]
TLDR 2026-09-25
THE S=
PECIALIZED INTELLIGENCE INDEX BY FIREWORKS (SPONSOR) [4]=20
The most am=
bitious companies are training specialized models to
outperform the front=
ier in their domain. But we still turn to public
benchmarks that track pr=
ogress in generalized intelligence, not how a
model performs on your real=
work.
That's why we need specialized benchmarks, built by practitione=
rs who
understand the work and the standard it has to meet.
The Spec=
ialized Intelligence Index (SII) [4] brings together real-work
benchmarks=
across industries, featuring benchmarks from organizations
including Har=
vey, Genspark, Mercor, Doximity, Rogo, and more.
=F0=9F=91=89Explore t=
he Specialized Intelligence Index [4]
=F0=9F=93=B1=20
BIG TECH & ST=
ARTUPS
GOOGLE'S FIRST SUNCATCHER ORBITAL DATA CENTER TEST LAUNCHES OC=
TOBER 1
(3 MINUTE READ) [5]=20
Project Suncatcher is a moonshot effor=
t by Google to design orbital
AI data centers. Its first experimental sat=
ellite will launch on
October 1. Its aim will be to validate Google's vis=
ion for a
constellation of AI satellites. The satellite, about the size o=
f a
refrigerator, has four custom TPU AI accelerators and solar panels
=
that supply about one kilowatt of power. It will serve as a test of
sever=
al technologies over its few months of operation.=20
JEFF BEZOS' BLUE O=
RIGIN IS FUELED WITH $30 BILLION OF HIS FORTUNE (4
MINUTE READ) [6]=20
=
Jeff Bezos has invested $30 billion in Blue Origin since its founding=
in 2000. The commitment has helped Blue Origin become a large space
co=
mpany with around 15,000 employees and an ambitious growth plan.
Blue Ori=
gin recently raised capital from outside investors for the
first time. Th=
e company expects to produce about $1.4 billion in
revenue this year, gro=
wing that number to more than $30 billion in
2030.=20
=F0=9F=9A=80=20
=
SCIENCE & FUTURISTIC TECHNOLOGY
WAYMO IS SCALING FAST: HERE'S WHAT=
THE FLEET DATA SHOWS (4 MINUTE
READ) [7]=20
Waymo appears to be conc=
entrating its efforts in just two states. 80%
of its roughly 4,000 robota=
xis are in California and Texas. Waymo's
fleet has grown by nearly half i=
n the past three weeks in Texas. The
company's remaining 800 or so vehicl=
es are spread across cities in
other states, including Arizona and Florid=
a. A growing number of the
vehicles in Waymo's fleet are Chinese-built mi=
nivans.=20
THERE'S A NEW WAY TO BREAK RSA THAT'S FASTER THAN ANYTHING W=
E'VE SEEN
BEFORE (5 MINUTE READ) [8]=20
Researchers have discovered a=
novel method that uses classical
computing to reduce the current RSA sec=
urity level to an unacceptably
low threshold. The practical risk is limit=
ed, but still significant.
Widely used RSA implementations are also safe.=
The technology involves
signature forgery and reduces the required compu=
ting resources by
orders of magnitude.=20
=F0=9F=92=BB=20
PROGRAMMI=
NG, DESIGN & DATA SCIENCE
HOW PLAID TURNED A TLDR PLACEMENT INTO $382=
K IN PIPELINE (SPONSOR)
[9]=20
Plaid wanted to find a marketing chann=
el that could deliver
measurable results on a limited budget. A TLDR plac=
ement promoting its
Fintech Predictions report generated 70 leads and $38=
2K in pipeline,
becoming its best-performing direct buy to date. See what=
worked for
Plaid [9].=20
A NEW TREND OF CPU SHORTAGES (10 MINUTE REA=
D) [10]=20
Many companies are struggling to source CPUs. CPU spot prici=
ng has
disappeared because there's no longer any lack of demand for CPUs.=
It's now nearly impossible to get CPUs on spot instances without
long-=
running connections with cloud providers. Reserving specific CPUs
now nee=
ds to be done months in advance. Cloud providers will even turn
down cert=
ain reservations because they don't have enough CPUs or the
right type of=
CPUs.=20
THINKING IN SYSTEMS, SHIPPING IN LOOPS (3 MINUTE READ) [11] =
AI has removed the typing from software engineering but left the
s=
ystem design. What's left is designing the loop that decides whether
the =
output is right. Great system design is defined by resilience,
self-organ=
ization, and hierarchy. Resilience is AI checking its own
work, self-orga=
nization is the loop learning, and hierarchy is the
layering of skills, t=
ools, and sandboxes into composable components
that are reused once verif=
ied to work.=20
=F0=9F=8E=81=20
MISCELLANEOUS
PRODUCT MANAGER, =
APPLIED AI AT TLDR ($200K BASE + $60K BONUS, FULLY
REMOTE) [12]=20
TL=
DR is hiring its first PM to help build the agent-first operating
layer u=
sed across the company. We're looking for a builder who has
shipped real =
products/systems with LLMs. Click here to learn more
[12].=20
THE SPE=
CTER OF NEURALESE (20 MINUTE READ) [13]=20
Neuralese recurrence is a hy=
pothetical technology that would allow
AIs to think dangerous thoughts wi=
thout getting detected. OpenAI's new
Astra model uses a reasoning techniq=
ue called recurrent depth that
makes the model's chain of thought more di=
fficult to monitor by
allowing it to operate outside of the sequential th=
inking that
characterizes most reasoning models. There is an emerging tab=
oo on
creating dangerous neuralese AIs. It is unclear whether OpenAI brok=
e
that taboo, as a clear line has yet to be drawn.=20
ZUCKERBERG'S =
=E2=80=98TAMAGOTCHI-LIKE' AI COULD BE META'S IPOD MOMENT (6
MINUTE READ) =
[14]=20
Meta announced a Tamagotchi-like pendant for interacting with i=
ts
Muse personal agent on Wednesday. The device, expected to be out in
=
time for Christmas, features a customizable character at the center of
th=
e screen. It can be worn with a wrist strap, carried in a pocket, or
atta=
ched to a bag or keychain with a lanyard. The devices can interact
with e=
ach other when placed near each other. Muse Charm could open up
new strea=
ms of revenue that could eclipse the company's advertising
business.=20
=
=E2=9A=A1=20
QUICK LINKS
FORGE: THE CONFERENCE FOR COMPANIES MA=
KING THEIR OWN
FRONTIERS=C2=A0(SPONSOR) [15]=20
The most ambitious co=
mpanies are training specialized models to
outperform the frontier on the=
ir domain. Join Jensen Huang, Lin Qiao,
and more at Fireworks Forge on No=
vember 3 in San Francisco.
=F0=9F=91=89 Apply to attend Forge [15]
=
ORACLE SENDS =E2=80=98FORCE MAJEURE' NOTICE ABOUT DATA CENTER PROJECT = =E2=80=94
STOCK DROPS 3% (2 MINUTE READ) [16]=20
Oracle is looking to=
delay payments on the Project Jupiter campus if
it fails to come online =
as expected in 2028.=20
NASA CHIEF CONCERNED CHINA MAY DENY ACCESS TO P=
ARTS OF MOON'S SOUTH
POLE (3 MINUTE READ) [17]=20
The Moon's south po=
le offers some of the most coveted real estate,
especially at the Shackle=
ton Crater, where permanently shadowed
regions known as 'cold traps' are =
thought to hold water and other
useful materials.=20
THE LIMITS OF WH=
AT TLA+ CAN VERIFY (2 MINUTE READ) [18]=20
TLA+ cannot express possibil=
ity and reachability properties,
hyperproperties, statistical properties,=
and properties about whether
a system is robust against code changes. =
NOT EVERYONE CAN CODE (4 MINUTE READ) [19]=20
Debugging some sys=
tems is a cognitive burden so unnatural that very
few humans can do it we=
ll without the aid of formal models or pure
architectural restraint.=20
=
THE AGE OF THE SOFT SKILL (12 MINUTE READ) [20]=20
People can no lo=
nger get away without soft skills, as anyone can get
the work done now. =
US INTERCEDES FOR ELON MUSK'S X OVER EUROPEAN FINE (3 MINUTE READ)=
[21]=20
The European Commission fined X $140 million in December for=
failing
to prevent deceptive behavior on its site.=20
Love TLDR? Tell=
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iends to get free TLDR swag!=20
https://refer.tldr.tech/66662a80/ [22] =
=09=09 Track your referrals here. [23]=20
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R? =F0=9F=93=B0
If your company is interested in reaching an audience=
of tech
executives, decision-makers and engineers, you may want to ADVER=
TISE
WITH US [24].=20
Want to work at TLDR? =F0=9F=92=BC
APPLY H=
ERE [25], CREATE YOUR OWN ROLE [26] or send a friend's resume
to jobs@tld=
r.tech and get $1k if we hire them! TLDR is one of INC.'S
BEST BOOTSTRAPP=
ED BUSINESSES [27] of 2025.=20
If you have any comments or feedback, ju=
st respond to this email!=20
Thanks for reading,=20
Dan Ni [28] & Stephe=
n Flanders [29]=20
Manage your subscriptions [30] to our other newslett=
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<div style=3D"display: none; max-height: 0px; overflow: hidden;">Project Su= ncatcher is a moonshot effort by Google to design orbital AI data centers. = Its first experimental satellite will launch on October 1 =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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<a href=3D"
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https://images.tldr.tech/fireworks.png" valign=3D"middle" style=3D"v= ertical-align: middle !important; height: 100%;" alt=3D"Fireworks"></a></td= ></tr></tbody></table>
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<div style=3D"text-align: center;">
<h1><strong>TLDR <span id=3D"date">2026-09-25</span></strong></h1>
</div>
</td></tr></tbody></table>
<table style=3D"table-layout: fixed; width:100%;" width=3D"100%"><tbody><tr=
id=3D"sponsy-copy"><td class=3D"container" style=3D"padding: 15px 15px;">
<div class=3D"text-block">
<span>
<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Ffireworks.ai%2Fspecialized-intelligence-index%2F%3Futm_= source=3Dtldr%26utm_medium=3Dnewsletter%26utm_campaign=3Dforge/2/010001a0d8= 2cc668-7640d6c1-e887-4027-8dc1-6805f126254d-000000/0HTHw6pHrBQM5YkFPfidGTwW= f07OXqOKx7f6MuijwBs=3D452">
<span>
<strong>The Specialized Intelligenc=
e Index by Fireworks (Sponsor)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
The most ambitious companies are traini=
ng specialized models to outperform the frontier in their domain. But we st= ill turn to public benchmarks that track progress in generalized intelligen= ce, not how a model performs on your real work.<p></p><p>That's why we need=
specialized benchmarks, built by practitioners who understand the work and=
the standard it has to meet.</p><p>The <a href=3D"
https://tracking.tldrnew= sletter.com/CL0/https:%2F%2Ffireworks.ai%2Fspecialized-intelligence-index%2= F%3Futm_source=3Dtldr%26utm_medium=3Dnewsletter%26utm_campaign=3Dforge/3/01= 0001a0d82cc668-7640d6c1-e887-4027-8dc1-6805f126254d-000000/tYPajlIOaYUrtp_A= hnzV58B4nCEahMMIwFBAbf-7arE=3D452" rel=3D"noopener noreferrer nofollow" tar= get=3D"_blank"><span>Specialized Intelligence Index (SII)</span></a> brings=
together real-work benchmarks across industries, featuring benchmarks from=
organizations including Harvey, Genspark, Mercor, Doximity, Rogo, and more= .</p>
<p>=F0=9F=91=89<a href=3D"
https://tracking.tldrnewsletter.com/CL0/https:%2F= %2Ffireworks.ai%2Fspecialized-intelligence-index%2F%3Futm_source=3Dtldr%26u= tm_medium=3Dnewsletter%26utm_campaign=3Dforge/4/010001a0d82cc668-7640d6c1-e= 887-4027-8dc1-6805f126254d-000000/O5g-fceGQ-TPk2uLXczZJhloXLaxaKh45LL1iKQ-B= QI=3D452" rel=3D"noopener noreferrer nofollow" target=3D"_blank"><span>Expl= ore the Specialized Intelligence Index</span></a>
</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= =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%2Farstechnica.com%2Fgoogle%2F2026%2F09%2Fgoogles-first-su= ncatcher-orbital-data-center-test-launches-october-1%2F%3Futm_source=3Dtldr= newsletter/1/010001a0d82cc668-7640d6c1-e887-4027-8dc1-6805f126254d-000000/r= GGmx1ZGmBBDJtOMUvba-ZYjyC8lieS4QZeS4woyrQI=3D452">
<span>
<strong>Google's first Suncatcher o= rbital data center test launches October 1 (3 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Project Suncatcher is a moonshot effort=
by Google to design orbital AI data centers. Its first experimental satell= ite will launch on October 1. Its aim will be to validate Google's vision f=
or a constellation of AI satellites. The satellite, about the size of a ref= rigerator, has four custom TPU AI accelerators and solar panels that supply=
about one kilowatt of power. It will serve as a test of several technologi=
es over its few months of operation.
</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%2FNv2kGO/1/010001a0d82cc668-76= 40d6c1-e887-4027-8dc1-6805f126254d-000000/QTTSpa6rbYO6xACrSJMyv_5XPE8LVpZxG= Zfbrif-K2A=3D452">
<span>
<strong>Jeff Bezos' Blue Origin Is = Fueled With $30 Billion of His Fortune (4 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Jeff Bezos has invested $30 billion in = Blue Origin since its founding in 2000. The commitment has helped Blue Orig=
in become a large space company with around 15,000 employees and an ambitio=
us growth plan. Blue Origin recently raised capital from outside investors = for the first time. The company expects to produce about $1.4 billion in re= venue this year, growing that number to more than $30 billion in 2030.
</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%2Ftechcrunch.com%2F2026%2F09%2F24%2Fwaymo-is-scaling-fast= -heres-what-the-fleet-data-shows%2F%3Futm_source=3Dtldrnewsletter/1/010001a= 0d82cc668-7640d6c1-e887-4027-8dc1-6805f126254d-000000/Mvv3vqwo342T-2gkEpPJl= PJwe1mmhvwDD9u1u4auQe4=3D452">
<span>
<strong>Waymo is scaling fast: Here=
's what the fleet data shows (4 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Waymo appears to be concentrating its e= fforts in just two states. 80% of its roughly 4,000 robotaxis are in Califo= rnia and Texas. Waymo's fleet has grown by nearly half in the past three we= eks in Texas. The company's remaining 800 or so vehicles are spread across = cities in other states, including Arizona and Florida. A growing number of = the vehicles in Waymo's fleet are Chinese-built minivans.
</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%2Farstechnica.com%2Fsecurity%2F2026%2F09%2Ftheres-a-new-w= ay-to-break-rsa-thats-faster-than-anything-weve-seen-before%2F%3Futm_source= =3Dtldrnewsletter/1/010001a0d82cc668-7640d6c1-e887-4027-8dc1-6805f126254d-0= 00000/KdeBD30bvTDRXOjq_0WQQgecVBunF1L_1CU4cv7Wkqo=3D452">
<span>
<strong>There's a new way to break = RSA that's faster than anything we've seen before (5 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Researchers have discovered a novel met= hod that uses classical computing to reduce the current RSA security level =
to an unacceptably low threshold. The practical risk is limited, but still = significant. Widely used RSA implementations are also safe. The technology = involves signature forgery and reduces the required computing resources by = orders of magnitude.
</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%2Fadvertise.tldr.tech%2Fcase-studies%2Fplaid-adds-382k-in= -pipeline-with-tldr-campaign-their-best-direct-buy-yet%2F%3Futm_source=3Dtl= dr%26utm_medium=3Dnewsletter%26utm_campaign=3Dsecondary09252026%26sp=3DtGmg= UmBb6Yk-Wu8LTozi-zMf/1/010001a0d82cc668-7640d6c1-e887-4027-8dc1-6805f126254= d-000000/uk9BgOTngAvJjEh8fEc1k-qNAxGjJd-Gf9704YiveOM=3D452">
<span>
<strong>How Plaid turned a TLDR pla= cement into $382K in pipeline (Sponsor)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Plaid wanted to find a marketing channe=
l that could deliver measurable results on a limited budget. A TLDR placeme=
nt promoting its Fintech Predictions report generated 70 leads and $382K in=
pipeline, becoming its best-performing direct buy to date. <a href=3D"http= s://tracking.tldrnewsletter.com/CL0/https:%2F%2Fadvertise.tldr.tech%2Fcase-= studies%2Fplaid-adds-382k-in-pipeline-with-tldr-campaign-their-best-direct-= buy-yet%2F%3Futm_source=3Dtldr%26utm_medium=3Dnewsletter%26utm_campaign=3Ds= econdary09252026%26sp=3DtGmgUmBb6Yk-Wu8LTozi-zMf/2/010001a0d82cc668-7640d6c= 1-e887-4027-8dc1-6805f126254d-000000/DyCFqUz57WwIR6vXzk6RFWZHMVtBZ7MqzaZxbz= mkzFw=3D452" rel=3D"noopener noreferrer nofollow" target=3D"_blank"><span>S=
ee what worked for Plaid</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-a-new-trend-of-c= pu-shortages%2F%3Futm_source=3Dtldrnewsletter/1/010001a0d82cc668-7640d6c1-e= 887-4027-8dc1-6805f126254d-000000/MuP1hrOe-S6XbUcmoaG8QRNeIrtdmza9eJIDXBDv1= M0=3D452">
<span>
<strong>A new trend of CPU shortage=
s (10 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Many companies are struggling to source=
CPUs. CPU spot pricing has disappeared because there's no longer any lack =
of demand for CPUs. It's now nearly impossible to get CPUs on spot instance=
s without long-running connections with cloud providers. Reserving specific=
CPUs now needs to be done months in advance. Cloud providers will even tur=
n down certain reservations because they don't have enough CPUs or the righ=
t type of CPUs.
</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%2Ftomtunguz.com%2Fthinking-in-systems%3Futm_source=3Dtldr= newsletter/1/010001a0d82cc668-7640d6c1-e887-4027-8dc1-6805f126254d-000000/5= 79kWV2euCsbHvU03hfbifcHMGZ_ZFHmktSLQvujpPk=3D452">
<span>
<strong>Thinking in Systems, Shippi=
ng in Loops (3 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
AI has removed the typing from software=
engineering but left the system design. What's left is designing the loop = that decides whether the output is right. Great system design is defined by=
resilience, self-organization, and hierarchy. Resilience is AI checking it=
s own work, self-organization is the loop learning, and hierarchy is the la= yering of skills, tools, and sandboxes into composable components that are = reused once verified to work.
</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%2Fjobs.ashbyhq.com%2Ftldr.tech%2F897f4391-66ab-44ca-a8eb-= 65dd9809200d%3Futm_source=3Dtldr/1/010001a0d82cc668-7640d6c1-e887-4027-8dc1= -6805f126254d-000000/EGlP02PJ4onVuTN-kMvX9M9K__ZM7zklJeyDckhTZdI=3D452">
<span>
<strong>Product Manager, Applied AI=
at TLDR ($200k base + $60k bonus, Fully Remote)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
TLDR is hiring its first PM to help bui=
ld the agent-first operating layer used across the company. We're looking f=
or a builder who has shipped real products/systems with LLMs. <a href=3D"ht= tps://tracking.tldrnewsletter.com/CL0/https:%2F%2Fjobs.ashbyhq.com%2Ftldr.t= ech%2F897f4391-66ab-44ca-a8eb-65dd9809200d%3Futm_source=3Dtldr/2/010001a0d8= 2cc668-7640d6c1-e887-4027-8dc1-6805f126254d-000000/VEvowQlCOeJNM_ocqRSPOHcH= CTwslG3ySd6_IGFLN2Y=3D452" rel=3D"noopener noreferrer" target=3D"_blank"><s= pan>Click here to learn more</span></a>.
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<a href=3D"
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<span>
<strong>The Specter Of Neuralese (2=
0 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Neuralese recurrence is a hypothetical = technology that would allow AIs to think dangerous thoughts without getting=
detected. OpenAI's new Astra model uses a reasoning technique called recur= rent depth that makes the model's chain of thought more difficult to monito=
r by allowing it to operate outside of the sequential thinking that charact= erizes most reasoning models. There is an emerging taboo on creating danger= ous neuralese AIs. It is unclear whether OpenAI broke that taboo, as a clea=
r line has yet to be drawn.
</span>
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<strong>Zuckerberg's =E2=80=98Tamag= otchi-Like' AI Could Be Meta's iPod Moment (6 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Meta announced a Tamagotchi-like pendan=
t for interacting with its Muse personal agent on Wednesday. The device, ex= pected to be out in time for Christmas, features a customizable character a=
t the center of the screen. It can be worn with a wrist strap, carried in a=
pocket, or attached to a bag or keychain with a lanyard. The devices can i= nteract with each other when placed near each other. Muse Charm could open =
up new streams of revenue that could eclipse the company's advertising busi= ness.
</span>
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<strong>Oracle sends =E2=80=98force=
majeure' notice about data center project =E2=80=94 stock drops 3% (2 minu=
te read)</strong>
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Oracle is looking to delay payments on = the Project Jupiter campus if it fails to come online as expected in 2028.
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<strong>NASA chief concerned China = may deny access to parts of Moon's south pole (3 minute read)</strong>
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The Moon's south pole offers some of th=
e most coveted real estate, especially at the Shackleton Crater, where perm= anently shadowed regions known as 'cold traps' are thought to hold water an=
d other useful materials.
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<strong>The limits of what TLA+ can=
verify (2 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
TLA+ cannot express possibility and rea= chability properties, hyperproperties, statistical properties, and properti=
es about whether a system is robust against code changes.
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<strong>Not Everyone Can Code (4 mi= nute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Debugging some systems is a cognitive b= urden so unnatural that very few humans can do it well without the aid of f= ormal models or pure architectural restraint.
</span>
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<strong>The Age of the Soft Skill (=
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People can no longer get away without s= oft skills, as anyone can get the work done now.
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<strong>US Intercedes for Elon Musk=
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The European Commission fined X $140 mi= llion in December for failing to prevent deceptive behavior on its site.
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