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GTA VI is expected to be one of the biggest entertainment releases in
his=
tory when it comes out on November 19. Its immediate predecessor
is=C2= =A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C= =C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80= =8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0= =E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2= =A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C= =C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0= =E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2= =A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C= =C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80= =8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0= =E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=
=A0
Sign Up [1] |Advertise [2]|View Online [3]=20
=09=09TLDR =
=09=09TOGETHER WITH [Granola] [4]
TLDR 2026-10-15
STOP SCR=
EENSHOTTING SLIDES MID-CALL (SPONSOR) [4]=20
Granola, the AI notepad fo=
r people in back-to-back meetings, now
captures what's shared on screen t=
oo. With Snapshots, the decks,
designs, charts and docs from your calls g=
o straight into your notes.
Ask Granola [5]about last week's roadmap revi=
ew and the slides come
back with the answer.=20
Download Granola [6] a=
nd try it in your next meeting. Free month with
the code TLDR1MO. [7]=20
=
=F0=9F=93=B1=20
BIG TECH & STARTUPS
THE MAKING OF GRAND THEFT A=
UTO VI (28 MINUTE READ) [8]=20
GTA VI is expected to be one of the bigg=
est entertainment releases in
history when it comes out on November 19. I=
ts immediate predecessor is
the best-selling nonmobile game of all time. =
The game's release is
causing other entertainment companies to delay prod=
ucts until next
year because they know GTA VI will suck up the planet's a=
ttention for
most of November. It will almost certainly be the most expen=
sive video
game ever created. This article looks at how Rockstar Games bu=
ilt what
is expected to be the biggest video game blockbuster of all time=
.=20
ANTHROPIC SAYS REVENUE JUMPED 45% TO $16.8 BILLION IN THIRD QUARTE=
R
(4 MINUTE READ) [9]=20
Anthropic told investors recently that the c=
ompany's revenue for the
third quarter jumped about 45% from the prior qu=
arter to $16.8
billion. The AI lab is currently pursuing what may become =
the
largest-ever initial public offering. Its IPO could value the company=
at $2 trillion. The San Francisco company is expected to begin trading=
as early as next month. A successful launch from Anthropic could
reope=
n the door for other listings and provide a vote of confidence
for the in=
dustry.=20
=F0=9F=9A=80=20
SCIENCE & FUTURISTIC TECHNOLOGY
28 M=
ILES AND COUNTING: NASA'S PERSEVERANCE ROVER SETS A MARS DRIVING
RECORD (=
7 MINUTE READ) [10]=20
NASA's Perseverance rover has now driven 28.1 mi=
les on Mars' surface,
surpassing the distance that Opportunity covered fr=
om 2004 to 2018.
Perseverance landed on Mars in February 2021 and has bee=
n traveling in
and around the Jezero Crater since. It was set to surpass =
the driving
record back in August, but it came across some interesting ro=
cks, so
it dawdled for two months. Perseverance most likely still has man=
y
miles to go in the coming years. This article contains some of the
hi=
ghlights from its drive so far.=20
THINGS ARE FINALLY LOOKING UP FOR NA=
SA'S FIRST MISSIONS TO VENUS IN A
GENERATION (13 MINUTE READ) [11]=20
=
Two NASA missions are on track to launch to Venus in the early 2030s.
Th=
e Deep Atmosphere Venus Investigation of Noble gases, Chemistry, and
Imag=
ing (DAVINCI), which will send a parachute-assisted descent probe
through=
Venus' atmosphere, is now scheduled for launch in December
2030. The Ven=
us Emissivity, Radio science, InSAR, Topography, And
Spectroscopy (VERITA=
S) mission will launch in November 2032 to map the
Venusian surface by ra=
dar from orbit. The European Space Agency is
building an orbiter for laun=
ch to Venus in 2032, and Rocket Lab plans
to launch a privately funded pr=
obe as soon as next year to search for
signs of organic material in the p=
lanet's clouds.=20
=F0=9F=92=BB=20
PROGRAMMING, DESIGN & DATA SCIENCE=
STATE OF PRODUCT REVEALS WHAT AI STILL HASN'T SOLVED (SPONSOR) [12] =
99% of product teams have fully integrated AI into at least one
wo=
rkflow. As AI becomes part of everyday work, it's expanding what
PMs, des=
igners, and engineers can do and changing how they work
together. Atlassi=
an's _State of Product 2027_ [12] explores what comes
after adoption, fro=
m broader roles to harder choices about where teams
should focus.
Re=
ad the report [12]
CODE YOU DIDN'T WRITE (3 MINUTE READ) [13]=20
=
Being able to tell clean code from messy code is still useful, but
it's b=
ecoming something that tools can help with. Knowing what shape a
program =
should have before anyone writes it is something AI still
can't do yet. T=
he best way to get better at AI coding might be to
spend more time thinki=
ng about problems and less time thinking about
prompts. The programmers t=
hat get the most out of these tools already
knew what they wanted.=20
=
AGENTIC VERIFICATION (18 MINUTE READ) [14]=20
Giving AI agents a way t=
o independently verify their work heavily
improves the quality of output.=
Write end-to-end tests that simulate
real user flows and act as the grou=
nd truth. Use property-based
testing to specify what should never happen =
and generate thousands of
test cases that attempt to break those constrai=
nts. Require tests to
run quickly and deterministically so that agents re=
try when the loop
is slow or unreliable.=20
=F0=9F=8E=81=20
MISCELL=
ANEOUS
SENIOR SOFTWARE ENGINEER, APPLIED AI AT TLDR ($300K BASE + $60=
K
BONUS, FULLY REMOTE) [15]=20
TLDR is hiring a senior engineer to bu=
ild the agent-first operating
layer used across the company. We're lookin=
g for a builder who has
taken an LLM agent to production and still owns i=
t. Click here to
learn more [16].=20
CRACKS IN THE AI THESIS PART 3 (=
4 MINUTE READ) [17]=20
OpenAI narrowed Anthropic's lead in business AI =
adoption in
September. Today, more than half of businesses pay for AI, an=
d many of
them pay for multiple models. The growth in new AI customers ha=
s
slowed down significantly. Growth in the market will now have to come=
from more intense adoption rather than more customers.=20
AI COMPANI=
ES PLAY CAT-AND-MOUSE WITH SECRET-STEALING SPIES (9 MINUTE
READ) [18]=20
=
The work that Silicon Valley's AI labs are doing could reshape entire=
economies, create vast fortunes, dominate future warfare, and
potentia=
lly alter the geopolitical power balance. This makes the
industry ripe fo=
r espionage. While the companies have been on guard
against the threat, t=
here's no such thing as a perfect defense. This
article explores the diff=
erent ways corporate espionage is happening
in the AI industry.=20
=
=E2=9A=A1=20
QUICK LINKS
TURN ANY AI AGENT INTO YOUR PERSONAL SHOP=
PER (SPONSOR) [19]=20
Make any agent your personal shopper. Add the ski=
ll at shop.md [19]
for your size and order history from Shop. Checkout ha=
ppens in the
conversation and you approve every purchase. Start shopping =
now. [19]=20
PG_VECTORSEARCH (GITHUB REPO) [20]=20
pg_vectorsearch =
is a PostgreSQL extension for high-performance
Approximate Nearest Neighb=
or search.=20
JEV: FOR THE BUILDERS AND DREAMERS (5 MINUTE READ) [21] =
Jev 1.14.0 features image support, a new type, and longer context. =
YOUTUBE IS LOOKING TO EXPAND INTO AUDIOBOOKS (4 MINUTE READ) [22] =
Google has been in discussions with publishers in recent months abou=
t
developing an audiobook feature that will likely be bundled with its
=
ad-free YouTube Premium service.=20
REACH 8 MILLION TECH PROFESSIONALS =
READING TLDR (SPONSOR) [23]=20
Ads get ignored on social media but not =
in TLDR! Reach developers,
PMs, marketers, founders and other tech leader=
s where they actually
pay attention. Learn more about sponsorship opportu=
nities [23].=20
AI IS MASS DECOMPILING GAMES. THAT'S BOTH AWESOME AND S=
CARY (5 MINUTE
READ) [24]=20
This could be a big win for consumers, b=
ut it may also mean chaos for
the tech industry.=20
NETFLIX ELIMINATE=
S ABOUT 1,000 JOBS IN BIGGEST CUTS SINCE 2022 (3
MINUTE READ) [25]=20
=
The bulk of the cuts will be to Netflix's product, tech, legal, and
huma=
n resources teams.=20
IT AIN'T AGI UNTIL H100S GO FOR $30 AN HOUR (7 MI=
NUTE READ) [26]=20
A 10x price jump in the price of AI compute will be =
the clearest sign
that agents can finally outperform humans at most econo=
mically
valuable work.=20
Love TLDR? Tell your friends and get rewards=
!
Share your referral link below with friends to get free TLDR swag! =
https://refer.tldr.tech/66662a80/ [27]=20
=09=09 Track your refer=
rals here. [28]=20
Want to advertise in TLDR? =F0=9F=93=B0
If your=
company is interested in reaching an audience of tech
executives, decisi=
on-makers and engineers, you may want to ADVERTISE
WITH US [29].=20
Wa=
nt to work at TLDR? =F0=9F=92=BC
APPLY HERE [30], CREATE YOUR OWN ROL=
E [31] or send a friend's resume
to
jobs@tldr.tech and get $1k if we hire=
them! TLDR is one of INC.'S
BEST BOOTSTRAPPED BUSINESSES [32] of 2025. =
If you have any comments or feedback, just respond to this email! =
Thanks for reading,=20
Dan Ni [33] & Di Wu [34]=20
Manage your su=
bscriptions [35] to our other newsletters on tech,
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=20
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[11] =
https://arstechnica.com/space/2026/10/nasas-embattled-venus-missions-are-ba= ck-on-track-after-cancellation-threat/?utm_source=3Dtldrnewsletter
[12] h= ttps://www.atlassian.com/software/jira/product-discovery/resources/state-of= -product-2027?utm_source=3Dtldr&utm_medium=3Dpaid-newsletter&utm_campaign= =3DP:jpd*O:gdc*C:gated-pdf*H:fy27q2*I:state-of-product-2027*E:cloud*&utm_sf= dc-campaign_id=3D701QB00000yW49FYAS
[13]
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v-1-14?utm_source=3Dtldrnewsletter
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[24]
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[25]
https://links.tldrne=
wsletter.com/RLoPT9
[26]
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[27]
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h/66662a80/
[28]
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[31]
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[32] https= ://www.linkedin.com/feed/update/urn:li:activity:7401699691039830016/
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5
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=09=09=09<![endif]--></head><body class=3D"">
<div style=3D"display: none; max-height: 0px; overflow: hidden;">GTA VI is = expected to be one of the biggest entertainment releases in history when it=
comes out on November 19. Its immediate predecessor is =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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<h1><strong>TLDR <span id=3D"date">2026-10-15</span></strong></h1>
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<strong>Stop screenshotting slides = mid-call (Sponsor)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Granola, the AI notepad for people in b= ack-to-back meetings, now captures what's shared on screen too. With Snapsh= ots, the decks, designs, charts and docs from your calls go straight into y= our notes. <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"
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<span>
<strong>The Making of Grand Theft A= uto VI (28 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
GTA VI is expected to be one of the big= gest entertainment releases in history when it comes out on November 19. It=
s immediate predecessor is the best-selling nonmobile game of all time. The=
game's release is causing other entertainment companies to delay products = until next year because they know GTA VI will suck up the planet's attentio=
n for most of November. It will almost certainly be the most expensive vide=
o game ever created. This article looks at how Rockstar Games built what is=
expected to be the biggest video game blockbuster of all time.
</span>
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<span>
<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Flinks.tldrnewsletter.com%2FgxJBnd/1/010001a13f2e0df3-f3= 6f3afa-3889-4878-9e41-5a2618517f66-000000/ls52jIhiNMAaJ-fEMcmmvmIJEd7enEjtM= qa3qWL7WrA=3D452">
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<strong>Anthropic Says Revenue Jump=
ed 45% to $16.8 Billion in Third Quarter (4 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Anthropic told investors recently that = the company's revenue for the third quarter jumped about 45% from the prior=
quarter to $16.8 billion. The AI lab is currently pursuing what may become=
the largest-ever initial public offering. Its IPO could value the company =
at $2 trillion. The San Francisco company is expected to begin trading as e= arly as next month. A successful launch from Anthropic could reopen the doo=
r for other listings and provide a vote of confidence for the industry.
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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">
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<div class=3D"text-block">
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<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Flinks.tldrnewsletter.com%2FnwkCT4/1/010001a13f2e0df3-f3= 6f3afa-3889-4878-9e41-5a2618517f66-000000/R6rXoiFDCydZ9EOi8BLYQw-LUSa0k7JYq= 1JbzNo2rXc=3D452">
<span>
<strong>28 Miles and Counting: NASA=
's Perseverance Rover Sets a Mars Driving Record (7 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
NASA's Perseverance rover has now drive=
n 28.1 miles on Mars' surface, surpassing the distance that Opportunity cov= ered from 2004 to 2018. Perseverance landed on Mars in February 2021 and ha=
s been traveling in and around the Jezero Crater since. It was set to surpa=
ss the driving record back in August, but it came across some interesting r= ocks, so it dawdled for two months. Perseverance most likely still has many=
miles to go in the coming years. This article contains some of the highlig= hts from its drive so far.
</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%2Farstechnica.com%2Fspace%2F2026%2F10%2Fnasas-embattled-v= enus-missions-are-back-on-track-after-cancellation-threat%2F%3Futm_source= =3Dtldrnewsletter/1/010001a13f2e0df3-f36f3afa-3889-4878-9e41-5a2618517f66-0= 00000/Jw4PuTRtdoewf9tlr3-773vYH1KIQtHoSQbwNKt0Ekk=3D452">
<span>
<strong>Things are finally looking =
up for NASA's first missions to Venus in a generation (13 minute read)</str=
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Two NASA missions are on track to launc=
h to Venus in the early 2030s. The Deep Atmosphere Venus Investigation of N= oble gases, Chemistry, and Imaging (DAVINCI), which will send a parachute-a= ssisted descent probe through Venus' atmosphere, is now scheduled for launc=
h in December 2030. The Venus Emissivity, Radio science, InSAR, Topography,=
And Spectroscopy (VERITAS) mission will launch in November 2032 to map the=
Venusian surface by radar from orbit. The European Space Agency is buildin=
g an orbiter for launch to Venus in 2032, and Rocket Lab plans to launch a = privately funded probe as soon as next year to search for signs of organic = material in the planet's clouds.
</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%2Fwww.atlassian.com%2Fsoftware%2Fjira%2Fproduct-discovery= %2Fresources%2Fstate-of-product-2027%3Futm_source=3Dtldr%26utm_medium=3Dpai= d-newsletter%26utm_campaign=3DP:jpd*O:gdc*C:gated-pdf*H:fy27q2*I:state-of-p= roduct-2027*E:cloud*%26utm_sfdc-campaign_id=3D701QB00000yW49FYAS/1/010001a1= 3f2e0df3-f36f3afa-3889-4878-9e41-5a2618517f66-000000/fnEZAp6Yqt7wgmFyqYN45-= lo9a-lheV3rFLDy5k0xmU=3D452">
<span>
<strong>State of Product reveals wh=
at AI still hasn't solved (Sponsor)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
99% of product teams have fully integra= ted AI into at least one workflow. As AI becomes part of everyday work, it'=
s expanding what PMs, designers, and engineers can do and changing how they=
work together. Atlassian's <a href=3D"
https://tracking.tldrnewsletter.com/= CL0/https:%2F%2Fwww.atlassian.com%2Fsoftware%2Fjira%2Fproduct-discovery%2Fr= esources%2Fstate-of-product-2027%3Futm_source=3Dtldr%26utm_medium=3Dpaid-ne= wsletter%26utm_campaign=3DP:jpd*O:gdc*C:gated-pdf*H:fy27q2*I:state-of-produ= ct-2027*E:cloud*%26utm_sfdc-campaign_id=3D701QB00000yW49FYAS/2/010001a13f2e= 0df3-f36f3afa-3889-4878-9e41-5a2618517f66-000000/yUDLU_q_yK-Ln9tw2_ol4_b9QJ= DGbNntNETg9jOelEc=3D452" rel=3D"noopener noreferrer nofollow" target=3D"_bl= ank"><span><em>State of Product 2027</em></span></a> explores what comes af= ter adoption, from broader roles to harder choices about where teams should=
focus.
<p></p>
<p><a href=3D"
https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.atlas= sian.com%2Fsoftware%2Fjira%2Fproduct-discovery%2Fresources%2Fstate-of-produ= ct-2027%3Futm_source=3Dtldr%26utm_medium=3Dpaid-newsletter%26utm_campaign= =3DP:jpd*O:gdc*C:gated-pdf*H:fy27q2*I:state-of-product-2027*E:cloud*%26utm_= sfdc-campaign_id=3D701QB00000yW49FYAS/3/010001a13f2e0df3-f36f3afa-3889-4878= -9e41-5a2618517f66-000000/0Hvsn-KtPdGODDP0FaFXY8Rwm0pR88d3Cp67Ovt2VoE=3D452=
" rel=3D"noopener noreferrer nofollow" target=3D"_blank"><span>Read the rep= ort</span></a>
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<span>
<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fjaredpalmer.com%2Fblog%2Fcode-you-didnt-write%3Futm_sou= rce=3Dtldrnewsletter/1/010001a13f2e0df3-f36f3afa-3889-4878-9e41-5a2618517f6= 6-000000/1Qu4BVhOzrK9diGBFFBRj4LXf02UMAoEnF-89fK_Aew=3D452">
<span>
<strong>Code you didn't write (3 mi= nute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Being able to tell clean code from mess=
y code is still useful, but it's becoming something that tools can help wit=
h. Knowing what shape a program should have before anyone writes it is some= thing AI still can't do yet. The best way to get better at AI coding might =
be to spend more time thinking about problems and less time thinking about = prompts. The programmers that get the most out of these tools already knew = what they wanted.
</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%2Faddyo.substack.com%2Fp%2Fagentic-verification%3Futm_sou= rce=3Dtldrnewsletter/1/010001a13f2e0df3-f36f3afa-3889-4878-9e41-5a2618517f6= 6-000000/QHhl0-LlleOyXXZRBRoE1Iepjq3W73Ebs9UMKKbg9xw=3D452">
<span>
<strong>Agentic Verification (18 mi= nute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Giving AI agents a way to independently=
verify their work heavily improves the quality of output. Write end-to-end=
tests that simulate real user flows and act as the ground truth. Use prope= rty-based testing to specify what should never happen and generate thousand=
s of test cases that attempt to break those constraints. Require tests to r=
un quickly and deterministically so that agents retry when the loop is slow=
or unreliable.
</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%2F7aefaa32-da0f-4b36-9853-= 738d30fcb69d%3Futm_source=3Dtldr/1/010001a13f2e0df3-f36f3afa-3889-4878-9e41= -5a2618517f66-000000/hmoB0rDrTabkbP7KWIu-gzzWABaifdmEzvwHq-B2yWQ=3D452">
<span>
<strong>Senior Software Engineer, A= pplied AI at TLDR ($300k base + $60k bonus, Fully Remote)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
TLDR is hiring a senior engineer to bui=
ld the agent-first operating layer used across the company. We're looking f=
or a builder who has taken an LLM agent to production and still owns it. <a=
href=3D"
https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fjobs.ashbyhq.c= om%2Ftldr.tech%2F7aefaa32-da0f-4b36-9853-738d30fcb69d/1/010001a13f2e0df3-f3= 6f3afa-3889-4878-9e41-5a2618517f66-000000/ImRjN9pHbNF423cZi5jRErT025CtVNQ1r= RQLFNMKAjM=3D452" rel=3D"noopener noreferrer" target=3D"_blank"><span>Click=
here to learn more</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%2Feconlab.substack.com%2Fp%2Fai-index-oct-2026%3Futm_sour= ce=3Dtldrnewsletter/1/010001a13f2e0df3-f36f3afa-3889-4878-9e41-5a2618517f66= -000000/qVkkm71BwbWMnVRNMugzThU6uNzdph0iNPaMO4c-vMg=3D452">
<span>
<strong>Cracks in the AI Thesis Par=
t 3 (4 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
OpenAI narrowed Anthropic's lead in bus= iness AI adoption in September. Today, more than half of businesses pay for=
AI, and many of them pay for multiple models. The growth in new AI custome=
rs has slowed down significantly. Growth in the market will now have to com=
e from more intense adoption rather than more customers.
</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%2FZUiLyM/1/010001a13f2e0df3-f3= 6f3afa-3889-4878-9e41-5a2618517f66-000000/ytVWevXyEOYTs_K86h8HR9xOBJMq9ruy6= HEAahRBEt0=3D452">
<span>
<strong>AI Companies Play Cat-and-M= ouse With Secret-Stealing Spies (9 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
The work that Silicon Valley's AI labs = are doing could reshape entire economies, create vast fortunes, dominate fu= ture warfare, and potentially alter the geopolitical power balance. This ma= kes the industry ripe for espionage. While the companies have been on guard=
against the threat, there's no such thing as a perfect defense. This artic=
le explores the different ways corporate espionage is happening in the AI i= ndustry.
</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;">=E2=9A= =A1</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>Quick Links</strong></h1>
</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%2Fshop.md%2F%3Futm_source=3DPaid%26utm_medium=3DNewslette= r%26utm_campaign=3DShop-Launch%26utm_content=3DTLDR-Flagship/1/010001a13f2e= 0df3-f36f3afa-3889-4878-9e41-5a2618517f66-000000/7Z1F5hK07MOHPmEhW_ifHS26BS= mqTdbQuEZFWaSwAiQ=3D452">
<span>
<strong>Turn any AI agent into your=
personal shopper (Sponsor)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Make any agent your personal shopper. A=
dd the skill at <a href=3D"
https://tracking.tldrnewsletter.com/CL0/https:%2= F%2Fshop.md%2F%3Futm_source=3DPaid%26utm_medium=3DNewsletter%26utm_campaign= =3DShop-Launch%26utm_content=3DTLDR-Flagship/2/010001a13f2e0df3-f36f3afa-38= 89-4878-9e41-5a2618517f66-000000/KIVFGQsXb3DIUszoQFVvAeVSD9AN8Q5twnPQEM_QW5= k=3D452" rel=3D"noopener noreferrer nofollow" target=3D"_blank"><span>shop.= md</span></a> for your size and order history from Shop. Checkout happens i=
n the conversation and you approve every purchase. <a href=3D"
https://track= ing.tldrnewsletter.com/CL0/https:%2F%2Fshop.md%2F%3Futm_source=3DPaid%26utm= _medium=3DNewsletter%26utm_campaign=3DShop-Launch%26utm_content=3DTLDR-Flag= ship/3/010001a13f2e0df3-f36f3afa-3889-4878-9e41-5a2618517f66-000000/HAtdPqj= I69QQ1_bFtfglHu09yPw5O-M9Irv15LXZQmA=3D452" rel=3D"noopener noreferrer nofo= llow" target=3D"_blank"><span>Start shopping now.</span></a>
</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%2Fgithub.com%2Ftimescale%2Fpg_vectorsearch%3Futm_source= =3Dtldrnewsletter/1/010001a13f2e0df3-f36f3afa-3889-4878-9e41-5a2618517f66-0= 00000/HluDpbveyz0FV1lqGsMtZIN2NDTuk9WW431GBNNE8_U=3D452">
<span>
<strong>pg_vectorsearch (GitHub Rep= o)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
pg_vectorsearch is a PostgreSQL extensi=
on for high-performance Approximate Nearest Neighbor search.
</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%2Ftypesafe.ai%2Fblog%2Fjev-1-14%3Futm_source=3Dtldrnewsle= tter/1/010001a13f2e0df3-f36f3afa-3889-4878-9e41-5a2618517f66-000000/JeSfQ6b= H3az1CQMfyvdH9PsEHKttxJQfpIAI0J6xOfE=3D452">
<span>
<strong>Jev: For the builders AND d= reamers (5 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Jev 1.14.0 features image support, a ne=
w type, and longer context.
</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%2FjL5uXw/1/010001a13f2e0df3-f3= 6f3afa-3889-4878-9e41-5a2618517f66-000000/EwErQygaDcs2BF1yI-iUm_NpVM95D4Gnq= pWUcu7XgE4=3D452">
<span>
<strong>YouTube Is Looking to Expan=
d Into Audiobooks (4 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Google has been in discussions with pub= lishers in recent months about developing an audiobook feature that will li= kely be bundled with its ad-free YouTube Premium service.
</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%2Fadvertise.tldr.tech%2F%3Futm_source=3Dtldr%26utm_medium= =3Dnewsletter%26utm_campaign=3Dquicklinks10152026%26sp=3D596Exz6sLIJD9_Al4P= MizWzF/1/010001a13f2e0df3-f36f3afa-3889-4878-9e41-5a2618517f66-000000/htMwV= 0p2BU2PPjK3B7B-_gwW6He-6qML15H2Fm_wJsg=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=3Dquicklinks10152026%26sp=3D596Exz6sLIJD9_= Al4PMizWzF/2/010001a13f2e0df3-f36f3afa-3889-4878-9e41-5a2618517f66-000000/i= JPhsFOAnhxudG0DkBVc0mT6CE3WBpFk1j33COTgkFE=3D452" rel=3D"noopener noreferre=
r nofollow" target=3D"_blank"><span>Learn more about sponsorship opportunit= ies</span></a>.
</span>
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<div class=3D"text-block">
<span>
<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fpopcar.bearblog.dev%2Fai-is-mass-decompiling-games-that= s-both-awesome-and-scary%2F%3Futm_source=3Dtldrnewsletter/1/010001a13f2e0df= 3-f36f3afa-3889-4878-9e41-5a2618517f66-000000/WKv3XjHZ-AzMNHUUPN-bYdC0Uvo_q= SuRhMxdJq0mbqc=3D452">
<span>
<strong>AI is mass decompiling game=
s. That's both awesome and scary (5 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
This could be a big win for consumers, = but it may also mean chaos for the tech industry.
</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=
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<span>
<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Flinks.tldrnewsletter.com%2FRLoPT9/1/010001a13f2e0df3-f3= 6f3afa-3889-4878-9e41-5a2618517f66-000000/zMdB1DVfpTroUH4ipd-We2fM-ioJlwr60= OFX0dqEpc0=3D452">
<span>
<strong>Netflix Eliminates About 1,= 000 Jobs in Biggest Cuts Since 2022 (3 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
The bulk of the cuts will be to Netflix=
's product, tech, legal, and human resources teams.
</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=
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<span>
<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fcorbt.com%2Fposts%2Fit-aint-agi-until-h100s-go-for-30-a= n-hour%3Futm_source=3Dtldrnewsletter/1/010001a13f2e0df3-f36f3afa-3889-4878-= 9e41-5a2618517f66-000000/MtY7H0O5YHpQCWYWd0q7vw_TxygGZSsDMdSLCQyn-Qc=3D452"=
<span>
<strong>It Ain't AGI Until H100s Go=
for $30 an Hour (7 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
A 10x price jump in the price of AI com= pute will be the clearest sign that agents can finally outperform humans at=
most economically valuable work.
</span>
</span>
</div>
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