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Meta had delayed the release of Muse for months due to safety
concerns. H=
owever, the success of an AI agent created by a startup
called
Instinct= =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=
=20
=09=09TOGETHER WITH [Buildkite] [4]
TLDR 2026-10-12
CI IS=
DEAD. LONG LIVE CI. (SPONSOR) [4]=20
Everyone's talking about the bott=
leneck shifting... our customers
just want something stable as they scale=
, with actually good DX, that
gets out of the way.
Buildkite is the =
pro-tool for CI orchestration, and when you're setup,
you can forget we e=
xist.
Programmable primitives you control. No compromises. Good enough=
for
Cursor, OpenAI, Anthropic, Perplexity, Nvidia, Uber, Airbnb and more=
.
Build and test faster, more securely, more reliably, with the CI
e=
ngineered for frontier scale, used by the teams setting the pace.=C2=A0
=
You deserve better CI. START WITH OUR 30 DAY TRIAL =E2=86=92 [5]
=
=F0=9F=93=B1=20
BIG TECH & STARTUPS
INSIDE MARK ZUCKERBERG'S DECIS=
ION TO PULL THE TRIGGER ON META'S AI
AGENT (8 MINUTE READ) [6]=20
Met=
a had delayed the release of Muse for months due to safety
concerns. Howe=
ver, the success of an AI agent created by a startup
called Instinct led =
Mark Zuckerberg to push for a launch due to fear
of losing a competitive =
edge. The launch was successful and has given
Meta an early lead with age=
nts. The agent has only had a few safety
hiccups, like when it gave out a=
user's address to a seller on
Facebook Marketplace without permission. =
APPLE IS ABOUT TO CLOSE THE BIGGEST HOLE IN ITS ECOSYSTEM WITH
HOM=
EVIEW (17 MINUTE READ) [7]=20
Apple is set to unveil new smart home pro=
ducts tomorrow. The
centerpiece will be a smart home hub called the HomeV=
iew that
essentially serves as the Siri command center for an Apple-power=
ed
household. There will be a countertop model with a metal base and a
=
wall-mounted version with a flat, square base that sits against the
wall =
beneath the display. The HomeView will only support a limited
selection o=
f Apple applications, and there will be no App Store for
downloading addi=
tional software.=20
=F0=9F=9A=80=20
SCIENCE & FUTURISTIC TECHNOLOGY=
PROBLEMS IN 22 SCIENTIFIC FIELDS HAD SOLUTIONS HIDING IN PLAIN SIGHT=
.
AN AI HAS FOUND THEM (7 MINUTE READ) [8]=20
Borrowing an idea from =
one research discipline to solve a problem in
another is an age-old scien=
tific trick. However, such clever leaps are
rare because researchers don'=
t tend to spend their time researching
fields outside of their expertise.=
AI can easily hop between fields.
BootLoops is a harness that can spot a=
nd solve problems in seemingly
unrelated fields that share the same mathe=
matical structures at
massive scale. Researchers recently released 36 pre=
prints produced
with BootLoops covering a wide range of topics, including=
figuring out
the age of sunspots, analyzing government health policies, =
and
attempting to decipher a mysterious medieval manuscript.=20
CHINA=
'S DELIVERY ROBOTS ARE LEARNING TO TACKLE THE NIGHT SHIFT (11
MINUTE READ=
) [9]=20
Shenzhen opened access for nighttime deliveries by driverless=
vehicles in March. Night operations make otherwise idle vehicles and
i=
nfrastructure productive. It also means quieter roads, reduced
pedestrian=
traffic, and lower congestion. Driverless vehicles
eliminate the cost of=
a human: they don't need night shift wages, they
don't get tired, and th=
ey don't need to be paid extra for driving in
the rain.=20
=
=F0=9F=92=BB=20
PROGRAMMING, DESIGN & DATA SCIENCE
IF YOUR TEAM IS=
TOO BUSY DOING THEIR 'NORMAL JOB' TO EXPERIMENT WITH
AI, YOU'RE PREPARIN=
G THEM TO BE REPLACED (15 MINUTE READ) [10]=20
Not learning to use AI a=
t this point is detrimental to your career.
The tastes and desires in the=
employment market have changed. Teams
that aren't working with AI will b=
e replaced with workers who use AI.
The job market might look tough, but =
it's much easier for workers who
have been investing in themselves.=20
=
SO LONG, SPOKES: GITHUB REWRITES STORAGE TO RESTORE RELIABILITY, JUST=
IN TIME FOR AGENTIC HORDES (5 MINUTE READ) [11]=20
GitHub is rebuild=
ing its Git storage architecture from scratch. Early
internal testing sho=
ws a promising 35x write improvement. The plan
involves decoupling writes=
from reads, offloading maintenance, and
letting object storage manage re=
dundancy. The change won't alter
developer workflows, review processes, o=
r security controls.=20
=F0=9F=8E=81=20
MISCELLANEOUS
HOW TO BU=
ILD WEALTH AS A CAREER PERSON (22 MINUTE READ) [12]=20
Ownership is not=
the only credible path to prosperity. It's possible
to build substantial=
wealth through a career. A career provides
income, training, relationshi=
ps, credibility, and exposure. In some
cases, it can also provide pension=
s, bonuses, equity, and other
benefits. This can be used to build wealth =
that remains under your
ownership and continues to serve you after the sa=
lary has been paid.=20
THE AI COMPUTING CRUNCH IS MAKING RIVALS INTO PA=
RTNERS (8 MINUTE
READ) [13]=20
Anthropic entered into a deal worth up=
to $45 billion earlier this
year to lease computing power from SpaceX. T=
he unlikely alliance
illustrates the industry's increasingly desperate sc=
ramble for
compute. Demand is outstripping supply, and prices are rising,=
causing
tech companies to strike deals with rivals. Venture-capital firm=
s are
helping startups obtain computing capacity.=20
=E2=9A=A1=20
Q=
UICK LINKS
SPEEDING UP THE UNREAL EDITOR BY=E2=80=A6 NOT USING UNNECE=
SSARILY SECURE
HASH METHODS (4 MINUTE READ) [14]=20
There's no reason=
to use cryptographically secure hashes when there's
no sensitive data. =
GLOBAL PC SHIPMENTS CRATER 20% AS RISING PRICES HAMMER DEMAND (3
M=
INUTE READ) [15]=20
The AI-driven memory shortage is pushing up prices,=
and buyers are
deciding that their existing machines are just fine.=20
=
BELOW THE FRONTIER: THE BATTLE FOR GOOD-ENOUGH AI (14 MINUTE READ)
[1=
6]=20
Frontier labs will likely capture the bulk of revenue from the mo=
st
demanding work, but there's still plenty of room below the frontier
=
for very large businesses.=20
DENO IS JOINING CLOUDFLARE (1 MINUTE READ=
) [17]=20
The Deno team is joining Cloudflare to radically simplify
s=
elf-hosting Workers and Durable Objects.=20
FROM NOW ON I'LL CALL YOU (=
13 MINUTE READ) [18]=20
Brave, Tor, and Mullvad Browser are the only ma=
jor browsers at the
moment that implement advanced protections against fi=
ngerprinting.=20
WE DON'T KNOW HOW TO HIRE. WE'RE JUST VERY CONFIDENT (=
14 MINUTE READ)
[19]=20
Skill and competence matter, but being a 'goo=
d human' is one of the
strongest foundations for doing great work togethe=
r.=20
THE FIRST REDUCTION IN THEIR HISTORY: 64-DAY LET'S ENCRYPT
CERT=
IFICATES (3 MINUTE READ) [20]=20
Let's Encrypt will start issuing 64-da=
y certificates starting on
October 14.=20
Love TLDR? Tell your friends=
and get rewards!
Share your referral link below with friends to get =
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https://refer.tldr.tech/66662a80/ [21]=20
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If you have any comments or feedback, just =
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Thanks for reading,=20
Dan Ni [27] & Di Wu [28=
]=20
Manage your subscriptions [29] to our other newsletters on tech,=
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<div style=3D"display: none; max-height: 0px; overflow: hidden;">Meta had d= elayed the release of Muse for months due to safety concerns. However, the = success of an AI agent created by a startup called Instinct =E2=80=8C&= nbsp;=E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C&= nbsp;=E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C&= nbsp;=E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C&= nbsp;=E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C&= nbsp;=E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C&= nbsp; =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">2026-10-12</span></strong></h1>
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<strong>CI is dead. Long live CI. (= Sponsor)</strong>
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Everyone's talking about the bottleneck=
shifting... our customers just want something stable as they scale, with a= ctually good DX, that gets out of the way.<p></p><p>Buildkite is the pro-to=
ol for CI orchestration, and when you're setup, you can forget we exist.</p= ><p>Programmable primitives you control. No compromises. Good enough for Cu= rsor, OpenAI, Anthropic, Perplexity, Nvidia, Uber, Airbnb and more.</p><p>B= uild and test faster, more securely, more reliably, with the CI engineered = for frontier scale, used by the teams setting the pace. </p><p>You des= erve better CI. <a href=3D"
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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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<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Flinks.tldrnewsletter.com%2Fe7WI27/1/010001a12fb973c9-f8= 7a3029-ddea-45f7-bed5-bf5477b60376-000000/R3pCGEqm7aCEq_o0UQIACykW3D3YvqmgU= bx2pN_Q6WM=3D452">
<span>
<strong>Inside Mark Zuckerberg's De= cision to Pull the Trigger on Meta's AI Agent (8 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Meta had delayed the release of Muse fo=
r months due to safety concerns. However, the success of an AI agent create=
d by a startup called Instinct led Mark Zuckerberg to push for a launch due=
to fear of losing a competitive edge. The launch was successful and has gi= ven Meta an early lead with agents. The agent has only had a few safety hic= cups, like when it gave out a user's address to a seller on Facebook Market= place without permission.
</span>
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<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Flinks.tldrnewsletter.com%2FOAZYB0/1/010001a12fb973c9-f8= 7a3029-ddea-45f7-bed5-bf5477b60376-000000/3FkLfe2x-Ymh3GQWkD7HHOwwBJ_0jXeYi= IuKbpL88Nk=3D452">
<span>
<strong>Apple Is About to Close the=
Biggest Hole In Its Ecosystem With HomeView (17 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Apple is set to unveil new smart home p= roducts tomorrow. The centerpiece will be a smart home hub called the HomeV= iew that essentially serves as the Siri command center for an Apple-powered=
household. There will be a countertop model with a metal base and a wall-m= ounted version with a flat, square base that sits against the wall beneath = the display. The HomeView will only support a limited selection of Apple ap= plications, and there will be no App Store for downloading additional softw= are.
</span>
</span>
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<div style=3D"text-align: center;"><span style=3D"font-size: 36px;">=F0=9F= =9A=80</span></div>
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<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.science.org%2Fcontent%2Farticle%2Fproblems-22-scien= tific-fields-had-solutions-hiding-plain-sight-ai-has-found-them%3Futm_sourc= e=3Dtldrnewsletter/1/010001a12fb973c9-f87a3029-ddea-45f7-bed5-bf5477b60376-= 000000/OlnE5Mt3Qs3pAWsSNV4iePYXFP2CdX7rwwm3zq-3-5k=3D452">
<span>
<strong>Problems in 22 scientific f= ields had solutions hiding in plain sight. An AI has found them (7 minute r= ead)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Borrowing an idea from one research dis= cipline to solve a problem in another is an age-old scientific trick. Howev= er, such clever leaps are rare because researchers don't tend to spend thei=
r time researching fields outside of their expertise. AI can easily hop bet= ween fields. BootLoops is a harness that can spot and solve problems in see= mingly unrelated fields that share the same mathematical structures at mass= ive scale. Researchers recently released 36 preprints produced with BootLoo=
ps covering a wide range of topics, including figuring out the age of sunsp= ots, analyzing government health policies, and attempting to decipher a mys= terious medieval manuscript.
</span>
</span>
</div>
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<div class=3D"text-block">
<span>
<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Flinks.tldrnewsletter.com%2Fs5nfpw/1/010001a12fb973c9-f8= 7a3029-ddea-45f7-bed5-bf5477b60376-000000/TAX4OFlKukP3JyJqyI7_MweFztEJxhhu8= 0Pezz53578=3D452">
<span>
<strong>China's Delivery Robots Are=
Learning to Tackle the Night Shift (11 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Shenzhen opened access for nighttime de= liveries by driverless vehicles in March. Night operations make otherwise i= dle vehicles and infrastructure productive. It also means quieter roads, re= duced pedestrian traffic, and lower congestion. Driverless vehicles elimina=
te the cost of a human: they don't need night shift wages, they don't get t= ired, and they don't need to be paid extra for driving in the rain.
</span>
</span>
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<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%2Fghuntley.com%2Freplaced%2F%3Futm_source=3Dtldrnewslette= r/1/010001a12fb973c9-f87a3029-ddea-45f7-bed5-bf5477b60376-000000/QF_4X6-AYM= yG6bFAXiYfvE54RNjNcoeTHkq0zcOc574=3D452">
<span>
<strong>If your team is too busy do= ing their 'normal job' to experiment with AI, you're preparing them to be r= eplaced (15 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Not learning to use AI at this point is=
detrimental to your career. The tastes and desires in the employment marke=
t have changed. Teams that aren't working with AI will be replaced with wor= kers who use AI. The job market might look tough, but it's much easier for = workers who have been investing in themselves.
</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.theregister.com%2Fdevops%2F2026%2F10%2F09%2Fso-long= -spokes-github-rewrites-storage-to-restore-reliability-just-in-time-for-age= ntic-hordes%2F5302148%3Futm_source=3Dtldrnewsletter/1/010001a12fb973c9-f87a= 3029-ddea-45f7-bed5-bf5477b60376-000000/nhXCe5ypu3o92NI_933Ni8q7rOVU5MBaVSr= Jry5cRKc=3D452">
<span>
<strong>So long, Spokes: GitHub rew= rites storage to restore reliability, just in time for agentic hordes (5 mi= nute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
GitHub is rebuilding its Git storage ar= chitecture from scratch. Early internal testing shows a promising 35x write=
improvement. The plan involves decoupling writes from reads, offloading ma= intenance, and letting object storage manage redundancy. The change won't a= lter developer workflows, review processes, or security controls.
</span>
</span>
</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>
<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%2Fasheradeniyi.com%2F2026%2F04%2F10%2Fhow-to-build-wealth= -as-a-career-person%2F%3Futm_source=3Dtldrnewsletter/1/010001a12fb973c9-f87= a3029-ddea-45f7-bed5-bf5477b60376-000000/i09KPTvv7pFu1zHfcZkT7ahRhklj4zZevp= rxG5QGKZw=3D452">
<span>
<strong>How to Build Wealth as a Ca= reer Person (22 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Ownership is not the only credible path=
to prosperity. It's possible to build substantial wealth through a career.=
A career provides income, training, relationships, credibility, and exposu= re. In some cases, it can also provide pensions, bonuses, equity, and other=
benefits. This can be used to build wealth that remains under your ownersh=
ip and continues to serve you after the salary has been paid.
</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%2Fc3I3LJ/1/010001a12fb973c9-f8= 7a3029-ddea-45f7-bed5-bf5477b60376-000000/Zyotv4Ju3UP7dFMM77vUyIrz-l_3tmSUg= DqeGCnXgbM=3D452">
<span>
<strong>The AI Computing Crunch Is = Making Rivals Into Partners (8 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Anthropic entered into a deal worth up =
to $45 billion earlier this year to lease computing power from SpaceX. The = unlikely alliance illustrates the industry's increasingly desperate scrambl=
e for compute. Demand is outstripping supply, and prices are rising, causin=
g tech companies to strike deals with rivals. Venture-capital firms are hel= ping startups obtain computing capacity.
</span>
</span>
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<div style=3D"text-align: center;"><span style=3D"font-size: 36px;">=E2=9A= =A1</span></div></div>
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<h1><strong>Quick Links</strong></h1>
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<a href=3D"
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The AI-driven memory shortage is pushin=
g up prices, and buyers are deciding that their existing machines are just = fine.
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Frontier labs will likely capture the b= ulk of revenue from the most demanding work, but there's still plenty of ro=
om below the frontier for very large businesses.
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The Deno team is joining Cloudflare to = radically simplify self-hosting Workers and Durable Objects.
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13 minute read)</strong>
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<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Brave, Tor, and Mullvad Browser are the=
only major browsers at the moment that implement advanced protections agai= nst fingerprinting.
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https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fwww.nibzard.com%2Fhiring%3Futm_source=3Dtldrnewsletter/= 1/010001a12fb973c9-f87a3029-ddea-45f7-bed5-bf5477b60376-000000/6dhi2PcGJSrc= oRyP_oxX7iy0CHRMqjuqpIW5Sv0OM3c=3D452">
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Skill and competence matter, but being =
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r History: 64-Day Let's Encrypt Certificates (3 minute read)</strong>
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<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Let's Encrypt will start issuing 64-day=
certificates starting on October 14.
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