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Big Sleep is an AI agent developed by Google DeepMind and Google
Project =
Zero that actively searches and finds unknown security
vulnerabilities= =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 [QA Wolf] [4]
TLDR 2025-07-16
=
=E2=9C=82=EF=B8=8F CUT YOUR QA CYCLES DOWN FROM HOURS TO MINUTES WITH AUTOM= ATED
TESTING (SPONSOR) [4]=20
If slow QA processes bottleneck you or =
your software engineering team
and you're releasing slower because of it =
=E2=80=94 you need to check out QA
Wolf.
They get engineering teams =
to 80% automated end-to-end test coverage
[5] and help them SHIP 5X FASTE=
R by reducing QA cycles from hours to
minutes.
QA Wolf [6] takes tes=
ting off your plate. They can get you:
=09* Unlimited parallel test r=
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The result? Drata's team of 80+ engineers [7] achieved 4x more tes=
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cases and 86% FASTER QA CYCLES.
No flakes, no delays, just better =
QA =E2=80=94 that's QA Wolf.
Schedule a demo to learn more [8]
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=F0=9F=93=B1=20
BIG TECH & STARTUPS
OUR AI AGENT BIG SLEEP HELPED =
US DETECT AND FOIL AN IMMINENT EXPLOIT
(1 MINUTE READ) [9]=20
Big Sle=
ep is an AI agent developed by Google DeepMind and Google
Project Zero th=
at actively searches and finds unknown security
vulnerabilities in softwa=
re. It recently helped Google detect and foil
an imminent exploit - possi=
bly a first for an AI agent. Big Sleep is
being deployed to help improve =
the security of widely used open-source
projects. AI cybersecurity agents=
will help free up security teams so
they can focus on high-complexity th=
reats, dramatically scaling their
impact and reach.=20
REFLECTIONS ON=
OPENAI (20 MINUTE READ) [10]=20
Calvin French-Owen joined OpenAI in Ma=
y 2024 and left the company
three weeks ago. This post shares a first-han=
d account of what the
culture of working at the company actually feels li=
ke. It covers how
the company operates without giving away any trade secr=
ets. OpenAI
grew quickly from a group of scientists and tinkerers investi=
gating
the cutting edge of science into an organization with the most vir=
al
consumer app in history and ambitions to sell to governments and
ent=
erprises, making it one of the most fascinating organizations in
history =
at an extremely interesting time.=20
=F0=9F=9A=80=20
SCIENCE & FUTURI=
STIC TECHNOLOGY
THE SECRET TO BETTER AIRPLANE NAVIGATION COULD BE INS=
IDE THE EARTH'S
CRUST (6 MINUTE READ) [11]=20
Airbus' Acubed and Goog=
le spinout SandboxAQ are developing an
alternative to GPS. Its quantum se=
nsing technology is now inching
closer to commercialization. The MagNav q=
uantum-sensing device uses
quantum physics to measure the unique magnetic=
signatures at various
points in the Earth's crust. An AI algorithm is th=
en used to match
those signatures to an exact location. The technology co=
uld be a
promising alternative to GPS in a time when GPS jamming and spoo=
fing
are on the rise.=20
NIST ION CLOCK SETS NEW RECORD FOR MOST ACCU=
RATE CLOCK IN THE WORLD
(7 MINUTE READ) [12]=20
Researchers at the Na=
tional Institute of Standards and Technology
(NIST) have improved their a=
tomic clock so it can perform timekeeping
with 19 decimal places of accur=
acy. The aluminum ion clock is 2.6
times more stable than any other ion c=
lock. Its accuracy will help
facilitate new scientific and technological =
advances, allowing
scientists to explore new concepts in quantum physics =
and build the
tools needed for quantum technology. It could help physicis=
ts explore
physics beyond the Standard Model, such as the possibility tha=
t the
fundamental constants of nature are not fixed values but actually=
changing.=20
=F0=9F=92=BB=20
PROGRAMMING, DESIGN & DATA SCIENCE
=
MOST AI TEAMS STRUGGLE TO GO FROM PROTOTYPE TO PRODUCTION. GOOGLE +
D=
ATADOG LEADERS SHARE 7 WAYS TO FIX IT (SPONSOR) [13]=20
When AI experim=
ents work great in dev but fail in production, it's
often an observabilit=
y problem. In a recent fireside chat, Google's
Director of AI and Datadog=
's VP of Engineering shared 7 key insights
[13] for building production L=
LMs on Google Cloud. Get the ebook now
[13]=20
WE'RE RELEASING THE AR=
TIFICIAL ANALYSIS AI ADOPTION SURVEY REPORT FOR
H1 2025 (3 MINUTE READ) [=
14]=20
The Artificial Analysis Adoption Survey Report examines trends i=
n AI
usage and analyzes adoption rates, primary use cases, and demand
a=
cross chatbots, coding agents, LLM model families, providers, and
chip co=
mpanies. The report found companies are starting to use AI in
production,=
with engineering and R&D being the clear frontrunner use
cases. Google, =
xAI, and DeepSeek have gained share in the first half
of 2025 while Meta =
and Mistral have lost share. Organizations are open
to Chinese models if =
hosted outside of China.=20
TO BE A BETTER PROGRAMMER, WRITE LITTLE PRO=
OFS IN YOUR HEAD (14
MINUTE READ) [15]=20
One trick that helps develo=
pers write code faster and more accurately
is to sketch proofs in your he=
ad when you're working on something
difficult. Doing this without interru=
pting flow takes a lot of
practice, but once you get good at it, you'll f=
ind a surprising amount
of code will work on the first or second try. Thi=
s article
demonstrates a few examples of how this technique can be applie=
d.=20
=F0=9F=8E=81=20
MISCELLANEOUS
THE HALO EFFECT (19 MINUTE =
READ) [16]=20
A new type of deal structure has emerged in AI as an alte=
rnative to
acquisitions and hiring. It involves hiring the core team from=
a
startup and gaining a non-exclusive license to the startup's
intelle=
ctual property in exchange for substantial licensing fees,
which are dist=
ributed as dividends out to investors and employees.
These startups then =
continue to operate under new leadership. These
'Hire And License Out' (H=
ALO) deals are still new and remain poorly
understood.=20
THE TESLA D=
INER IS BASICALLY FINISHED=E2=80=94HERE'S WHAT IT LOOKS LIKE (2
MINUTE RE=
AD) [17]=20
Tesla's Diner, Drive-in, and Supercharger in Los Angeles is=
getting
close to opening. The site is pretty much done - Elon Musk ate a=
meal
at the site, and vehicles have been spotted charging at the chargin=
g
stalls. The site will be open 24 hours a day, 7 days a week when it
f=
inally opens. Photos of the Diner are available in the article.=20
=
=E2=9A=A1=20
QUICK LINKS
CRAVING MORE AI IN YOUR INBOX? (SPONSOR) =
[18]=20
TLDR AI is your daily fix of LLMs, GenAI, and deep learning goo=
dness.
Same TLDR format. Still free.
Subscribe now. [18]
AI IS=
KILLING THE 5-YEAR IT PROJECT (4 MINUTE READ) [19]=20
There are no fiv=
e-year plans anymore, just quick integrations.=20
AMAZON TURNS TO RIVAL=
SPACEX TO LAUNCH NEXT BATCH OF KUIPER INTERNET
SATELLITES (3 MINUTE READ=
) [20]=20
A 27-minute launch window for the KF-01 mission, which aims t=
o send
24 Kuiper satellites to orbit on one of SpaceX's Falcon 9 rockets,=
opened at 2:18 AM ET.=20
ZUCKERBERG'S AI MOONSHOT: META BUILDS DATA =
FORTRESSES TO WIN THE RACE
FOR SUPERINTELLIGENCE (7 MINUTE READ) [21]=20
=
Meta plans to build data centers so large that they cover significant=
portions of Manhattan's footprint.=20
TESLA'S TOP NORTH AMERICAN SAL=
ES EXECUTIVE LEAVES AMID SLUMP (2
MINUTE READ) [22]=20
Troy Jones, vi=
ce president of sales, service, and delivery in North
America, has depart=
ed after 15 years at Tesla.=20
AI CODING TOOLS ARE SHIFTING TO A SURPRI=
SING PLACE: THE TERMINAL (5
MINUTE READ) [23]=20
Developers are incre=
asingly interacting directly with the terminal
instead of working on code=
.=20
FROM MEMO TO MOVEMENT (20 MINUTE READ) [24]=20
This article lo=
oks at the insights, tactics, and workflows Shopify
used to get its worke=
rs to use AI effectively.=20
Love TLDR? Tell your friends and get reward=
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<div style=3D"display: none; max-height: 0px; overflow: hidden;">Big Sleep =
is an AI agent developed by Google DeepMind and Google Project Zero that ac= tively searches and finds unknown security vulnerabilities =E2=80=8C&n= bsp;=E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C&n= bsp;=E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C&n= bsp;=E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C&n= bsp;=E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C&n= bsp;=E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C&n= bsp; =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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https://images.tldr.tech/qawolf50-2.png" valign=3D"mid= dle" style=3D"vertical-align: middle !important; height: 100%;" alt=3D"QA W= olf"></a></td></tr></tbody></table>
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<h1><strong>TLDR <span id=3D"date">2025-07-16</span></strong></h1>
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<span>
<strong>=E2=9C=82=EF=B8=8F Cut your=
QA cycles down from hours to minutes with automated testing (Sponsor)</str=
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
If slow QA processes bottleneck you or = your software engineering team and you're releasing slower because of it = =E2=80=94 you need to check out QA Wolf.<p></p><p>They get engineering team=
s to <a href=3D"
https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.qaw= olf.com%2Fhow-it-works%3Futm_source=3Dtldr%26utm_medium=3Dnewsletter%26utm_= campaign=3DACQ_All_Demo_Conversions__NewsletterAudience_-_Newsletter_CutQAC= ycles_20250716-None_Experiment-FALSE%26utm_term=3Dbody-80PercentAutomatedEn= dToEndTestCoverage%26utm_content=3DCutQACycles_ScheduleADemoToLearnMore_Non= e_Headline%253ACutYourQACyclesDownFromHoursToMinutesWithAutomatedTesting___= _Newsletter-PrimaryPlacement_20250716_v1_/1/0100019812d72385-fef9434e-9513-= 4ed3-bc8a-70b8e1ee37f8-000000/qib4wEfgCiHzrZxAmSI8rvLW8vrmuj3yuei88Dumy_k= =3D414" rel=3D"noopener noreferrer nofollow" target=3D"_blank"><span>80% au= tomated end-to-end test coverage</span></a> and help them <strong>ship 5x f= aster </strong>by reducing QA cycles from hours to minutes.</p>
<p><a href=3D"
https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.qawol= f.com%3Futm_source=3Dtldr%26utm_medium=3Dnewsletter%26utm_campaign=3DACQ_Al= l_Demo_Conversions__NewsletterAudience_-_Newsletter_CutQACycles_20250716-No= ne_Experiment-FALSE%26utm_term=3Dbody-QAWolf%26utm_content=3DCutQACycles_Sc= heduleADemoToLearnMore_None_Headline%253ACutYourQACyclesDownFromHoursToMinu= tesWithAutomatedTesting____Newsletter-PrimaryPlacement_20250716_v1_/1/01000= 19812d72385-fef9434e-9513-4ed3-bc8a-70b8e1ee37f8-000000/paOepEvjof-sV0sd2be= wOHZORmWrozfN_--WiN9rGgA=3D414" rel=3D"noopener noreferrer nofollow" target= =3D"_blank"><span>QA Wolf</span></a> takes testing off your plate. They can=
get you:</p>
<li>Unlimited parallel test runs</li>
<li>24-hour maintenance and on-demand test creation</li>
<li>Human-verified bug reports sent directly to your team</li>
<li>Zero flakes, guaranteed</li>
</ul>
<p>The result? <a href=3D"
https://tracking.tldrnewsletter.com/CL0/https:%2F= %2Fwww.qawolf.com%2Fcase-studies%2Fdrata%3Futm_source=3Dtldr%26utm_medium= =3Dnewsletter%26utm_campaign=3DACQ_All_Demo_Conversions__NewsletterAudience= _-_Newsletter_CutQACycles_20250716-None_Experiment-FALSE%26utm_term=3Dbody-= DratasTeamOf80PlusEngineers%26utm_content=3DCutQACycles_ScheduleADemoToLear= nMore_None_Headline%253ACutYourQACyclesDownFromHoursToMinutesWithAutomatedT= esting____Newsletter-PrimaryPlacement_20250716_v1_/1/0100019812d72385-fef94= 34e-9513-4ed3-bc8a-70b8e1ee37f8-000000/he4JhuKOx3-OK7G-Ytg3c_961Bc6-8g7Lvj1= 5ShqQas=3D414" rel=3D"noopener noreferrer nofollow" target=3D"_blank"><span= >Drata's team of 80+ engineers</span></a> achieved 4x more test cases and <= strong>86% faster QA cycles</strong>.</p>
<p>No flakes, no delays, just better QA =E2=80=94 that's QA Wolf.</p>
<p><a href=3D"
https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.qawol= f.com%3Futm_source=3Dtldr%26utm_medium=3Dnewsletter%26utm_campaign=3DACQ_Al= l_Demo_Conversions__NewsletterAudience_-_Newsletter_CutQACycles_20250716-No= ne_Experiment-FALSE%26utm_term=3Dcta-ScheduleADemoToLearnMore%26utm_content= =3DCutQACycles_ScheduleADemoToLearnMore_None_Headline%253ACutYourQACyclesDo= wnFromHoursToMinutesWithAutomatedTesting____Newsletter-PrimaryPlacement_202= 50716_v1_/1/0100019812d72385-fef9434e-9513-4ed3-bc8a-70b8e1ee37f8-000000/KM= -xuCkK3TDe2gsMM6J-8Em6k3EmmDIS3oAJvGmXSJg=3D414" rel=3D"noopener noreferrer=
nofollow" target=3D"_blank"><span>Schedule a demo to learn more</span></a>
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<h1><strong>Big Tech & Startups</strong></h1>
</div>
</div>
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<table style=3D"table-layout: fixed; width: 100%;" width=3D"100%"><tbody><t= r><td style=3D"padding:0;border-collapse:collapse;border-spacing:0;margin:0=
;" valign=3D"top">
<table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=
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<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fthreadreaderapp.com%2Fthread%2F1945109878990627106.html= %3Futm_source=3Dtldrnewsletter/1/0100019812d72385-fef9434e-9513-4ed3-bc8a-7= 0b8e1ee37f8-000000/1f2l5iG0I4M8d7TdCSYTfkW5PKH6kcJ4GIFS1LrcNh4=3D414">
<span>
<strong>Our AI agent Big Sleep help=
ed us detect and foil an imminent exploit (1 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Big Sleep is an AI agent developed by G= oogle DeepMind and Google Project Zero that actively searches and finds unk= nown security vulnerabilities in software. It recently helped Google detect=
and foil an imminent exploit - possibly a first for an AI agent. Big Sleep=
is being deployed to help improve the security of widely used open-source = projects. AI cybersecurity agents will help free up security teams so they = can focus on high-complexity threats, dramatically scaling their impact and=
reach.
</span>
</span>
</div>
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<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fcalv.info%2Fopenai-reflections%3Futm_source=3Dtldrnewsl= etter/1/0100019812d72385-fef9434e-9513-4ed3-bc8a-70b8e1ee37f8-000000/TSqLKE= 454h4ELeWQh0ZLK8uGeTspUZ6hXHS0X31R-70=3D414">
<span>
<strong>Reflections on OpenAI (20 m= inute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Calvin French-Owen joined OpenAI in May=
2024 and left the company three weeks ago. This post shares a first-hand a= ccount of what the culture of working at the company actually feels like. I=
t covers how the company operates without giving away any trade secrets. Op= enAI grew quickly from a group of scientists and tinkerers investigating th=
e cutting edge of science into an organization with the most viral consumer=
app in history and ambitions to sell to governments and enterprises, makin=
g it one of the most fascinating organizations in history at an extremely i= nteresting time.
</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>
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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">
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https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Flinks.tldrnewsletter.com%2FHza7a9/1/0100019812d72385-fe= f9434e-9513-4ed3-bc8a-70b8e1ee37f8-000000/cUpuzfTSJgaOjh6iNyCkvVlHK-szNVjTW= ouSjGbQSL0=3D414">
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<strong>The Secret to Better Airpla=
ne Navigation Could Be Inside the Earth's Crust (6 minute read)</strong>
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<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Airbus' Acubed and Google spinout Sandb= oxAQ are developing an alternative to GPS. Its quantum sensing technology i=
s now inching closer to commercialization. The MagNav quantum-sensing devic=
e uses quantum physics to measure the unique magnetic signatures at various=
points in the Earth's crust. An AI algorithm is then used to match those s= ignatures to an exact location. The technology could be a promising alterna= tive to GPS in a time when GPS jamming and spoofing are on the rise.
</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=
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<strong>NIST Ion Clock Sets New Rec= ord for Most Accurate Clock in the World (7 minute read)</strong>
</span>
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Researchers at the National Institute o=
f Standards and Technology (NIST) have improved their atomic clock so it ca=
n perform timekeeping with 19 decimal places of accuracy. The aluminum ion = clock is 2.6 times more stable than any other ion clock. Its accuracy will = help facilitate new scientific and technological advances, allowing scienti= sts to explore new concepts in quantum physics and build the tools needed f=
or quantum technology. It could help physicists explore physics beyond the = Standard Model, such as the possibility that the fundamental constants of n= ature are not fixed values but actually changing.
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<h1><strong>Programming, Design & Data Science</strong></h1>
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;" valign=3D"top">
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<a href=3D"
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<strong>Most AI teams struggle to g=
o from prototype to production. Google + Datadog leaders share 7 ways to fi=
x it (Sponsor)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
When AI experiments work great in dev b=
ut fail in production, it's often an observability problem. In a recent fir= eside chat, Google's Director of AI and Datadog's VP of Engineering shared =
<a href=3D"
https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.datadogh= q.com%2Fresources%2Ffuture-of-ai-google-cloud-ebook%2F%3Futm_source=3Dtldrn= ewsletter%26utm_medium=3Dnewsletter%26utm_campaign=3Ddg-coreplatform-ww-ai-= google-ebook-tldr/2/0100019812d72385-fef9434e-9513-4ed3-bc8a-70b8e1ee37f8-0= 00000/gnNj4aQdyFVM91IlSHf3T-1f_qbyiXTqlwa9dfo3JCM=3D414" rel=3D"noopener no= referrer nofollow" target=3D"_blank"><span>7 key insights</span></a> for bu= ilding production LLMs on Google Cloud. <a href=3D"
https://tracking.tldrnew= sletter.com/CL0/https:%2F%2Fwww.datadoghq.com%2Fresources%2Ffuture-of-ai-go= ogle-cloud-ebook%2F%3Futm_source=3Dtldrnewsletter%26utm_medium=3Dnewsletter= %26utm_campaign=3Ddg-coreplatform-ww-ai-google-ebook-tldr/3/0100019812d7238= 5-fef9434e-9513-4ed3-bc8a-70b8e1ee37f8-000000/nFdHOdNKXKyY21XZSmtwHF29FYCDc= daM6W8AADrKdMc=3D414" rel=3D"noopener noreferrer nofollow" target=3D"_blank= "><span>Get the ebook now</span></a>
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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%2Fthreadreaderapp.com%2Fthread%2F1945111158358413348.html= %3Futm_source=3Dtldrnewsletter/1/0100019812d72385-fef9434e-9513-4ed3-bc8a-7= 0b8e1ee37f8-000000/vnryoHE9wfB3VRnV6JHjUsNswc0xe9YTw7Rf-A0GXjQ=3D414">
<span>
<strong>We're releasing the Artific= ial Analysis AI Adoption Survey Report for H1 2025 (3 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
The Artificial Analysis Adoption Survey=
Report examines trends in AI usage and analyzes adoption rates, primary us=
e cases, and demand across chatbots, coding agents, LLM model families, pro= viders, and chip companies. The report found companies are starting to use =
AI in production, with engineering and R&D being the clear frontrunner = use cases. Google, xAI, and DeepSeek have gained share in the first half of=
2025 while Meta and Mistral have lost share. Organizations are open to Chi= nese models if hosted outside of China.
</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%2Fthe-nerve-blog.ghost.io%2Fto-be-a-better-programmer-wri= te-little-proofs-in-your-head%2F%3Futm_source=3Dtldrnewsletter/1/0100019812= d72385-fef9434e-9513-4ed3-bc8a-70b8e1ee37f8-000000/eC0X-132SJ1-qeBMl0Mem-va= 2gBcqrRo3R4_iCO0uuY=3D414">
<span>
<strong>To be a better programmer, = write little proofs in your head (14 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
One trick that helps developers write c= ode faster and more accurately is to sketch proofs in your head when you're=
working on something difficult. Doing this without interrupting flow takes=
a lot of practice, but once you get good at it, you'll find a surprising a= mount of code will work on the first or second try. This article demonstrat=
es a few examples of how this technique can be applied.
</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>
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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%2Fkwokchain.com%2F2025%2F07%2F15%2Fthe-halo-effect%2F%3Fu= tm_source=3Dtldrnewsletter/1/0100019812d72385-fef9434e-9513-4ed3-bc8a-70b8e= 1ee37f8-000000/X8L0sx6GXweX1PMhrWwxefUJ-30WPieGpdPOA4ukk90=3D414">
<span>
<strong>The HALO Effect (19 minute = read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
A new type of deal structure has emerge=
d in AI as an alternative to acquisitions and hiring. It involves hiring th=
e core team from a startup and gaining a non-exclusive license to the start= up's intellectual property in exchange for substantial licensing fees, whic=
h are distributed as dividends out to investors and employees. These startu=
ps then continue to operate under new leadership. These 'Hire And License O= ut' (HALO) deals are still new and remain poorly understood.
</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.teslarati.com%2Ftesla-diner-basically-finished-look= s%2F%3Futm_source=3Dtldrnewsletter/1/0100019812d72385-fef9434e-9513-4ed3-bc= 8a-70b8e1ee37f8-000000/FN0TmtXGWBF3LWzoicEebfh8Dllw-aHLsTigNTTcMy8=3D414">
<span>
<strong>The Tesla Diner is basicall=
y finished=E2=80=94here's what it looks like (2 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Tesla's Diner, Drive-in, and Supercharg=
er in Los Angeles is getting close to opening. The site is pretty much done=
- Elon Musk ate a meal at the site, and vehicles have been spotted chargin=
g at the charging stalls. The site will be open 24 hours a day, 7 days a we=
ek when it finally opens. Photos of the Diner are available in the article.
</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;">=E2=9A= =A1</span></div></div>
</td></tr></tbody></table>
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<h1><strong>Quick Links</strong></h1>
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<span>
<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fanalyticsindiamag.com%2Fai-features%2Fai-is-killing-the= -5-year-it-project%2F%3Futm_source=3Dtldrnewsletter/1/0100019812d72385-fef9= 434e-9513-4ed3-bc8a-70b8e1ee37f8-000000/tMa64OYYn9Yphgw7o-Kacjrv_oMoUu3XYG2= Z8vWhv5o=3D414">
<span>
<strong>AI is Killing the 5-Year IT=
Project (4 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
There are no five-year plans anymore, j= ust quick integrations.
</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%2Fwww.cnbc.com%2F2025%2F07%2F15%2Famazon-teams-up-with-ri= val-musks-spacex-to-launch-kuiper-satellites.html%3Futm_source=3Dtldrnewsle= tter/1/0100019812d72385-fef9434e-9513-4ed3-bc8a-70b8e1ee37f8-000000/g6nMOhV= IabKHGIOp4nfU2IkbZrMsoejpHQNFSoJB8ZQ=3D414">
<span>
<strong>Amazon turns to rival Space=
X to launch next batch of Kuiper internet satellites (3 minute read)</stron=
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
A 27-minute launch window for the KF-01=
mission, which aims to send 24 Kuiper satellites to orbit on one of SpaceX=
's Falcon 9 rockets, opened at 2:18 AM ET.
</span>
</span>
</div>
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<span>
<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fwww.implicator.ai%2Fzuckerbergs-ai-moonshot-meta-builds= -data-fortresses-to-win-the-race-for-superintelligence%2F%3Futm_source=3Dtl= drnewsletter/1/0100019812d72385-fef9434e-9513-4ed3-bc8a-70b8e1ee37f8-000000= /GBeDAU8GDt-xV34CsVPaou9KmdKdk6Nn_W1I39-T_4M=3D414">
<span>
<strong>Zuckerberg's AI Moonshot: M= eta Builds Data Fortresses to Win the Race for Superintelligence (7 minute = read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Meta plans to build data centers so lar=
ge that they cover significant portions of Manhattan's footprint.
</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=
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<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Flinks.tldrnewsletter.com%2FajQ6fG/1/0100019812d72385-fe= f9434e-9513-4ed3-bc8a-70b8e1ee37f8-000000/1hvAQgwg-28g3IWEXUhojSoGPMotB8tzJ= K0TKw06BYw=3D414">
<span>
<strong>Tesla's Top North American = Sales Executive Leaves Amid Slump (2 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Troy Jones, vice president of sales, se= rvice, and delivery in North America, has departed after 15 years at Tesla.
</span>
</span>
</div>
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<span>
<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Ftechcrunch.com%2F2025%2F07%2F15%2Fai-coding-tools-are-s= hifting-to-a-surprising-place-the-terminal%2F%3Futm_source=3Dtldrnewsletter= /1/0100019812d72385-fef9434e-9513-4ed3-bc8a-70b8e1ee37f8-000000/Tl3CCO6Y9MW= Jj7sFiqrRzJVDKEayBpoV04SU7Cnl1Hc=3D414">
<span>
<strong>AI coding tools are shiftin=
g to a surprising place: The terminal (5 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Developers are increasingly interacting=
directly with the terminal instead of working on code.
</span>
</span>
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<a href=3D"
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<span>
<strong>From Memo to Movement (20 m= inute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
This article looks at the insights, tac= tics, and workflows Shopify used to get its workers to use AI effectively.
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