Forum: The Empresses Bibliothea

Touchscreen MacBook Pro 💻, Waymo to 5x fleet 🚗, inference cost cuts 👨‍💻

From TLDR@VERT to All on Tue Oct 20 10:32:24 2026

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Apple will be holding a product launch event on October 28 to debut
its f=
irst touch-screen MacBook. The company will also introduce a new
low-=
=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

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=F0=9F=93=B1=20

BIG TECH & STARTUPS

APPLE ANNOUNCES OCT. 28 EVENT =
FOR TOUCH-SCREEN MACBOOK PRO (2 MINUTE
READ) [6]=20

Apple will be hol=
ding a product launch event on October 28 to debut
its first touch-screen=
MacBook. The company will also introduce a new
low-end MacBook Pro with =
an M6 chip, a refreshed iMac, and a revamped
iPad mini with a sharper scr=
een. Apple retail stores are preparing to
begin selling new products on N=
ovember 6. The new touch MacBooks,
which will run on M5 Pro and M5 Max ch=
ips, will have a Dynamic Island
interface, as well as a sharper OLED disp=
lay.=20

WAYMO PLANS TO QUINTUPLE ITS FLEET (1 MINUTE READ) [7]=20

W=
aymo plans to grow its fleet to 20,000 by the end of next year. It
recent=
ly raised $5 billion from private credit lenders to achieve this
goal. Th=
e company has already ordered thousands of cars from China to
help expand=
its fleet. Waymo currently operates 4,000 vehicles in 15
cities in the U=
S.=20

=F0=9F=9A=80=20

SCIENCE & FUTURISTIC TECHNOLOGY

AI PROVED=
THE QUASI-RIEMANN HYPOTHESIS. WHAT HAPPENS NOW? (6 MINUTE
READ) [8]=20
=

The quasi-Riemann hypothesis is a weaker version of the Riemann
hypot=
hesis, arguably the biggest open question in math. Resolving the
Riemann =
hypothesis would enable mathematicians to better understand
the nature of=
prime numbers. OpenAI's recently released proof for the
quasi-Riemann hy=
pothesis is the most significant AI-for-math
achievement so far, by quite=
a margin. The vast majority of the
consequences of resolving it already =
follow from solving the
quasi-Riemann hypothesis.=20

STARTUP TAPS UND=
ERWATER VOLCANO AS ENERGY SOURCE IN =E2=80=9CPROOF POINT=E2=80=9D
TEST (1=
1 MINUTE READ) [9]=20

Endurance Energy, a Seattle-based startup, recent=
ly demonstrated the
technical feasibility of using an active underwater v=
olcano to
generate electricity. The startup deployed a 3-ton prototype po=
wer
plant at the Axial Seamount in the northeast Pacific Ocean in
Septe=
mber and generated less than 10 seconds of net-positive
electricity. The =
company's next trial run, planned for the winter of
2026 to 2027, will ai=
m to sustain higher power generation. It is
currently developing a 2-mega=
watt commercial generator for its first
planned commercial deployment wit=
h the Kingdom of Tonga in 2027.=20

=F0=9F=92=BB=20

PROGRAMMING, DESIG=
N & DATA SCIENCE

GET 25% MORE FROM YOUR TRAINING GPUS (SPONSOR) [10] =

Most large-scale training runs waste more than half the compute they=

pay for. Lambda's engineers found why and built a reproducible
framewo=
rk [10] that lifts efficiency 25%+ without changing the model.
Fix memory=
waste, misconfiguration, and GPU bottlenecks.

Get the whitepaper [10]=
.

INTRODUCING CLAIRIC, A NEW SYSTEM ONE CLASS OF EXTRACTION MODELS (1=
6
MINUTE READ) [11]=20

Clairic is an extraction model. Extraction mod=
els are a new class of
System One-style models that can extract, compute,=
estimate, and
forecast values from unstructured inputs, all at significa=
ntly higher
accuracy, faster latency, and lower cost than traditional LLM=
s. It
answers with values directly extracted from the input, computed fro=
m
it, or predicted beyond it. The model can't produce a mistyped answer=

or hallucinate in the same way an LLM can, but it can still make
mista=
kes.=20

CUTTING OUR INFERENCE BILL BY 68% BY BEING OBSESSIVE ABOUT
OP=
TIMIZATION (15 MINUTE READ) [12]=20

Cloudflare lowered its average revi=
ew cost from $2.43 to $0.77. The
biggest single saving came from checking=
what actually reached the
provider on each session's first request, and =
finding a way to order
those messages in a way that was as consistent as =
possible across
commits, merge requests, and repositories. Check whether =
each
session's first request actually reads from the cache and whether
=
reviewers still find real problems at the effort level being paid for.
=

=F0=9F=8E=81=20

MISCELLANEOUS

AI WILL NOT AUTOMATE RADIOLOGI=
STS LIKE YOU THINK (6 MINUTE READ) [13]

Some worry about radiology=
being totally automated, but the more
likely outcome is a future where t=
here is more demand for services as
predictive power increases. This is s=
imilar to how programming is
thriving despite drastic change in the field=
. It may be possible one
day to use radiology images to predict disease p=
robabilities far into
the future. Any domain where demand can be elastic =
and quality can
scale with increased intelligence will similarly flourish=
with the
development of AI.=20

SAUDIS AIDED FAMILY OF ENGINEER ACCUS=
ED OF BUGGING OPENAI,
PROSECUTORS SAY (6 MINUTE READ) [14]=20

Former =
OpenAI engineer Abdulrahman Alfozan was recently arrested and
charged aft=
er a hidden recording device in one of OpenAI's offices was
traced back t=
o him. The engineer was in frequent contact with a member
of the Saudi ro=
yal family, who was trying to recruit him to work in
Saudi Arabia, but Al=
fozan had refused, saying he wanted to collect the
company stock he had b=
een promised. The Saudi government has offered
to pay his bail, and a mem=
ber of the Saudi military paid for his wife
and infant son to fly out of =
the US the day after his arrest.=20

=E2=9A=A1=20

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Netflix is overhauling its creative leadership as it struggles to ge=
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IT'S STILL OK TO ENJOY PROGRAMMING (2=
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RELEASING PYTHON 3.15.0 (6 MINUTE READ) [21]=20

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US BANS DEEPSEEK AI FR=
OM GOVERNMENT USE AS TECH TENSION WITH CHINA
CONTINUES (3 MINUTE READ) [2=
2]=20

The order is specific to civilian agencies - agencies within the=

Department of Defense are excluded.=20

PEOPLE ARE USING AI TO MAKE T=
HEIR SMART TVS DUMB AGAIN (5 MINUTE
READ) [23]=20

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isabling tracking features, and more.=20

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=09=09</style></head><body class=3D"">

<div style=3D"display: none; max-height: 0px; overflow: hidden;">Apple will=
be holding a product launch event on October 28 to debut its first touch-s= creen MacBook. The company will also introduce a new low- =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">2026-10-20</span></strong></h1>
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<strong>CI is dead. Long live CI. (= Sponsor)</strong>
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<h1><strong>Big Tech & Startups</strong></h1>
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<span>
<strong>Apple Announces Oct. 28 Eve=
nt for Touch-Screen MacBook Pro (2 minute read)</strong>
</span>

<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Apple will be holding a product launch = event on October 28 to debut its first touch-screen MacBook. The company wi=
ll also introduce a new low-end MacBook Pro with an M6 chip, a refreshed iM= ac, and a revamped iPad mini with a sharper screen. Apple retail stores are=
preparing to begin selling new products on November 6. The new touch MacBo= oks, which will run on M5 Pro and M5 Max chips, will have a Dynamic Island = interface, as well as a sharper OLED display.
</span>
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<span>
<a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fwww.semafor.com%2Farticle%2F10%2F19%2F2026%2Fwaymo-plan= s-to-quintuple-its-fleet%3Futm_source=3Dtldrnewsletter/1/010001a158de92f4-3= 28aaddc-94b7-4ece-a3e1-1bcaff1cd21f-000000/bdmNHxXuy2KE8lq1adBxtnpEyvLSIhm3= KNevE38ONmU=3D452">
<span>
<strong>Waymo plans to quintuple it=
s fleet (1 minute read)</strong>
</span>

<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Waymo plans to grow its fleet to 20,000=
by the end of next year. It recently raised $5 billion from private credit=
lenders to achieve this goal. The company has already ordered thousands of=
cars from China to help expand its fleet. Waymo currently operates 4,000 v= ehicles in 15 cities in the US.
</span>
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<h1><strong>Science & Futuristic Technology</strong></h1>
</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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<span>
<a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fwww.quantamagazine.org%2Fai-proved-the-quasi-riemann-hy= pothesis-what-happens-now-20261019%2F%3Futm_source=3Dtldrnewsletter/1/01000= 1a158de92f4-328aaddc-94b7-4ece-a3e1-1bcaff1cd21f-000000/EgRZ7XUlHxlauqbeoDK= ZeZSe9yeq6X0bhfrVwBe30B0=3D452">
<span>
<strong>AI Proved the Quasi-Riemann=
Hypothesis. What Happens Now? (6 minute read)</strong>
</span>

<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
The quasi-Riemann hypothesis is a weake=
r version of the Riemann hypothesis, arguably the biggest open question in = math. Resolving the Riemann hypothesis would enable mathematicians to bette=
r understand the nature of prime numbers. OpenAI's recently released proof = for the quasi-Riemann hypothesis is the most significant AI-for-math achiev= ement so far, by quite a margin. The vast majority of the consequences of r= esolving it already follow from solving the quasi-Riemann hypothesis.
</span>
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<div class=3D"text-block">
<span>
<a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Farstechnica.com%2Fscience%2F2026%2F10%2Fstartup-taps-un= derwater-volcano-as-energy-source-in-proof-point-test%2F%3Futm_source=3Dtld= rnewsletter/1/010001a158de92f4-328aaddc-94b7-4ece-a3e1-1bcaff1cd21f-000000/= GYg3fzvBzLvHMh8yzy9M2JM-QFzSDE8AhjHMf1BUKy0=3D452">
<span>
<strong>Startup taps underwater vol= cano as energy source in =E2=80=9Cproof point=E2=80=9D test (11 minute read= )</strong>
</span>

<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Endurance Energy, a Seattle-based start= up, recently demonstrated the technical feasibility of using an active unde= rwater volcano to generate electricity. The startup deployed a 3-ton protot= ype power plant at the Axial Seamount in the northeast Pacific Ocean in Sep= tember and generated less than 10 seconds of net-positive electricity. The = company's next trial run, planned for the winter of 2026 to 2027, will aim =
to sustain higher power generation. It is currently developing a 2-megawatt=
commercial generator for its first planned commercial deployment with the = Kingdom of Tonga in 2027.
</span>
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<h1><strong>Programming, Design & Data Science</strong></h1>
</div>
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;" valign=3D"top">

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<span>
<a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Flambda.ai%2Fllama-3-1-blackwell-mfu-benchmarks%3Futm_so= urce=3Dtldr%26utm_medium=3Dnewsletter%26utm_campaign=3D2026-03-mfu-whitepap= er%26utm_content=3Dflagship-secondary-ad-oct-20/1/010001a158de92f4-328aaddc= -94b7-4ece-a3e1-1bcaff1cd21f-000000/hxP72_PPMs75Vndle9EYEsKjvIJdUYdeEqm8k3z= cCIk=3D452">
<span>
<strong>Get 25% more from your trai= ning GPUs (Sponsor)</strong>
</span>

<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Most large-scale training runs waste mo=
re than half the compute they pay for. Lambda's engineers found why and <a = href=3D"https://tracking.tldrnewsletter.com/CL0/https:%2F%2Flambda.ai%2Flla= ma-3-1-blackwell-mfu-benchmarks%3Futm_source=3Dtldr%26utm_medium=3Dnewslett= er%26utm_campaign=3D2026-03-mfu-whitepaper%26utm_content=3Dflagship-seconda= ry-ad-oct-20/2/010001a158de92f4-328aaddc-94b7-4ece-a3e1-1bcaff1cd21f-000000= /4TpliI__5Vr18fpJNRfXE-qY8SyTBP4mix7s485rOZY=3D452" rel=3D"noopener norefer= rer nofollow" target=3D"_blank"><span>built a reproducible framework</span>=
</a> that lifts efficiency 25%+ without changing the model. Fix memory wast=
e, misconfiguration, and GPU bottlenecks.

<p></p>

<p><a href=3D"https://tracking.tldrnewsletter.com/CL0/https:%2F%2Flambda.ai= %2Fllama-3-1-blackwell-mfu-benchmarks%3Futm_source=3Dtldr%26utm_medium=3Dne= wsletter%26utm_campaign=3D2026-03-mfu-whitepaper%26utm_content=3Dflagship-s= econdary-ad-oct-20/3/010001a158de92f4-328aaddc-94b7-4ece-a3e1-1bcaff1cd21f-= 000000/PQVuaspCavWC4xHcXRX5EVObPPBg4ivpCYBImO_wsO8=3D452" rel=3D"noopener n= oreferrer nofollow" target=3D"_blank"><span>Get the whitepaper</span></a>.

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<span>
<a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fblog.cloudflare.com%2Fclairic-extraction-model%2F%3Futm= _source=3Dtldrnewsletter/1/010001a158de92f4-328aaddc-94b7-4ece-a3e1-1bcaff1= cd21f-000000/FmGD9Z_EIXkRuukJi2ecV1JYeq-js_Y3AIF2OqCZLnE=3D452">
<span>
<strong>Introducing Clairic, a new = System One class of extraction models (16 minute read)</strong>
</span>

<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Clairic is an extraction model. Extract= ion models are a new class of System One-style models that can extract, com= pute, estimate, and forecast values from unstructured inputs, all at signif= icantly higher accuracy, faster latency, and lower cost than traditional LL= Ms. It answers with values directly extracted from the input, computed from=
it, or predicted beyond it. The model can't produce a mistyped answer or h= allucinate in the same way an LLM can, but it can still make mistakes.
</span>
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<span>
<a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fblog.cloudflare.com%2Fobsessive-inference-optimization%= 3Futm_source=3Dtldrnewsletter/1/010001a158de92f4-328aaddc-94b7-4ece-a3e1-1b= caff1cd21f-000000/SY2YsgSdUrXkE3Ajv_z8zmrHogmGI40ERE9_qS2Tw_8=3D452">
<span>
<strong>Cutting our inference bill =
by 68% by being obsessive about optimization (15 minute read)</strong>
</span>

<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Cloudflare lowered its average review c= ost from $2.43 to $0.77. The biggest single saving came from checking what = actually reached the provider on each session's first request, and finding =
a way to order those messages in a way that was as consistent as possible a= cross commits, merge requests, and repositories. Check whether each session=
's first request actually reads from the cache and whether reviewers still = find real problems at the effort level being paid for.
</span>
</span>
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<div style=3D"text-align: center;"><span style=3D"font-size: 36px;">=F0=9F= =8E=81</span></div></div>
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<div class=3D"text-block">
<div style=3D"text-align: center;"><strong><h1>Miscellaneous</h1></strong><= /div>
</div>
</td></tr></tbody></table>

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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%2Fwww.jasonwei.net%2Fblog%2Fai-will-not-automate-radiolog= ists-like-you-think%3Futm_source=3Dtldrnewsletter/1/010001a158de92f4-328aad= dc-94b7-4ece-a3e1-1bcaff1cd21f-000000/PUw7FS4Iu4Tf1LHA09FUvO3UlaptmpE1DLPW9= E7IJVY=3D452">
<span>
<strong>AI will not automate radiol= ogists like you think (6 minute read)</strong>
</span>

<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Some worry about radiology being totall=
y automated, but the more likely outcome is a future where there is more de= mand for services as predictive power increases. This is similar to how pro= gramming is thriving despite drastic change in the field. It may be possibl=
e one day to use radiology images to predict disease probabilities far into=
the future. Any domain where demand can be elastic and quality can scale w= ith increased intelligence will similarly flourish with the development of = AI.
</span>
</span>
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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%2F9lLiVM/1/010001a158de92f4-32= 8aaddc-94b7-4ece-a3e1-1bcaff1cd21f-000000/ca7hNoVJ_A3w2Ot7XyyXSFrapDkdplKxm= qeS9XS1ijY=3D452">
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<strong>Saudis Aided Family of Engi= neer Accused of Bugging OpenAI, Prosecutors Say (6 minute read)</strong>
</span>

<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Former OpenAI engineer Abdulrahman Alfo= zan was recently arrested and charged after a hidden recording device in on=
e of OpenAI's offices was traced back to him. The engineer was in frequent = contact with a member of the Saudi royal family, who was trying to recruit = him to work in Saudi Arabia, but Alfozan had refused, saying he wanted to c= ollect the company stock he had been promised. The Saudi government has off= ered to pay his bail, and a member of the Saudi military paid for his wife = and infant son to fly out of the US the day after his arrest.
</span>
</span>
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<strong>Netflix, America's Dominant=
Streaming Service, Has Hit a Wall (8 minute read)</strong>
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Netflix is overhauling its creative lea= dership as it struggles to get domestic audiences to watch more.
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<strong>Musk Vows to Give Each US C= hild a SpaceX Share (3 minute read)</strong>
</span>

<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
With approximately 73 million children = under the age of 18 living in the US, that could mean giving away nearly $1=
1 billion in stock.
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<span>
<strong>It's still OK to enjoy prog= ramming (2 minute read)</strong>
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<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
It's okay to enjoy things without any e= conomic justification.
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<strong>Releasing Python 3.15.0 (6 = minute read)</strong>
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<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Python 3.15.0 features lazy imports, bu= ilt-in frozendict and sentinel, more color, faster JIT, package startup con= fig files, and much more.
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<strong>US bans DeepSeek AI from go= vernment use as tech tension with China continues (3 minute read)</strong>
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<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
The order is specific to civilian agenc= ies - agencies within the Department of Defense are excluded.
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<strong>People are using AI to make=
their smart TVs dumb again (5 minute read)</strong>
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<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
They're getting rid of sponsored ads, s= peeding up app launchers, redesigning home screens, disabling tracking feat= ures, and more.
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