--ipmPSHGF
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An experimental reasoning model from OpenAI has achieved gold
medal-level=
performance on the International Math Olympiad
(IMO)=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
Si=
gn Up [1] |Advertise [2]|View Online [3]=20
=09=09TLDR=20
=09=09TOGET=
HER WITH [Anthropic] [4]
TLDR 2025-07-21
CLAUDE CODE IS THE TERM=
INAL-NATIVE CODING AGENT FOR DEVS WHO WANT TO
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=F0=9F=93=B1=20
BIG TEC=
H & STARTUPS
OPENAI EXPERIMENTAL REASONING LLM HAS ACHIEVED A LONGSTA=
NDING GRAND
CHALLENGE IN AI (4 MINUTE READ) [5]=20
An experimental re=
asoning model from OpenAI has achieved gold
medal-level performance on th=
e International Math Olympiad (IMO). IMO
problems demand a new level of s=
ustained creative thinking compared to
past benchmarks. Submissions for t=
he challenge are hard-to-verify,
multi-page proofs. The experimental mode=
l solved five of the six
problems on the 2025 IMO. OpenAI plans to releas=
e GPT-5 soon, but it
won't be releasing anything with the experimental mo=
del's level of
math capability for several months.=20
THE EPIC BATTLE=
FOR AI TALENT=E2=80=94WITH EXPLODING OFFERS, SECRET DEALS
AND TEARS (14 =
MINUTE READ) [6]=20
The war among some of the biggest companies on the =
planet for talent
is playing out in an unprecedented frenzy of talent rai=
ds, secret
deals, and betrayals. AI researchers whose minds have never be=
en so
highly valued are set to become as rich as NBA players and Hollywoo=
d
stars. Some researchers are being offered pay packages worth more than=
$300 million, and even that kind of money isn't always enough to win
t=
hem over. The social contract that once united founders and employees
may=
be unraveling.=20
=F0=9F=9A=80=20
SCIENCE & FUTURISTIC TECHNOLOGY
=
A NEW FRONTIER IN FUSION TECHNOLOGY (4 MINUTE READ) [7]=20
Marathon=
Fusion has announced a solution to the transmutation of gold
using a met=
hod that is massively scalable, pragmatically achievable,
and economicall=
y irresistible. Its approach can generate 5,000
kilograms of gold per yea=
r per gigawatt of energy generation without
compromise to fuel self-suffi=
ciency or power output. It uses the
neutrons that drive the multiplicatio=
n reactions in deuterium-tritium
fusion on mercury-198 to produce mercury=
-197, which decays in a few
days to the only stable isotope of gold. The =
method could also be used
to create other precious metals, radically tran=
sforming the economics
of fusion and energy.=20
CANCER DNA IS DETECTA=
BLE IN BLOOD YEARS BEFORE DIAGNOSIS (3 MINUTE
READ) [8]=20
It is poss=
ible to spot tumor DNA more than three years before a
cancer diagnosis. T=
hese telltale traces could be a powerful tool in
early cancer screening e=
fforts. The technology could help doctors
detect cancers before any other=
signs or symptoms of the disease
appear and dramatically change outcomes=
for patients.=20
=F0=9F=92=BB=20
PROGRAMMING, DESIGN & DATA SCIENCE=
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e (24-hour maintenance included).
The result? Salesloft=C2=A0saves $75=
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re, AutoTrader, Mailchimp, and
many others.
Schedule a demo to learn=
more [13]
CODING WITH LLMS IN THE SUMMER OF 2025 (AN UPDATE) (6 MINU=
TE READ)
[14]=20
Software developers can maximize their impact by usi=
ng large language
models (LLMs) in an explicit way while staying in the l=
oop. This
allows them to do things that are otherwise at the borders of t=
heir
knowledge/expertise while learning in the process. It is wise to tes=
t
out the capabilities of agents from time to time, as the technology
w=
ill improve and eventually many coding tasks will be better served by
AI =
alone. Those who avoid using LLMs due to ideological or
psychological ref=
usal will be at a disadvantage as they fail to
develop the set of skills =
needed to work with the technology.=20
RETHINKING CLI INTERFACES FOR AI=
(6 MINUTE READ) [15]=20
Every command-line interface (CLI) can be impr=
oved to provide extra
context to large language models (LLMs). Doing this=
reduces tool calls
and optimizes context windows. Agents may benefit fro=
m training on
tools available within their agents. Developers may benefit=
from a
whole set of AI-enhanced CLI tools or a custom LLM shell.=20
=
=F0=9F=8E=81=20
MISCELLANEOUS
HOW YOUTUBE WON THE BATTLE FOR TV VI=
EWERS (13 MINUTE READ) [16]=20
YouTube became the most-watched video pr=
ovider on televisions in the
US earlier this year. People now watch YouTu=
be on TV sets more than on
their phones or any other device. In response,=
creators are making
longer, higher-quality videos that appeal to familie=
s and groups of
friends watching in their living rooms. This article look=
s at the
history of the platform and the secrets to its success.=20
W=
HY BANKS ARE ON HIGH ALERT ABOUT STABLECOINS (5 MINUTE READ) [17]=20
Th=
e House recently voted to pass a bill that spells out some ground
rules f=
or stablecoins. Stablecoins have the potential to lure away
customer depo=
sits from banks. The Genius Act creates a regulatory
framework where stab=
lecoins are supposed to maintain a 1:1 ratio with
the US dollar or other =
fiat currencies so that they can easily be used
for payments. This could =
make stablecoins more attractive to use,
especially for cross-border paym=
ents, which can take days to settle
and are subject to interchange and ot=
her fees.=20
=E2=9A=A1=20
QUICK LINKS
IN RECENT LAYOFFS, AI'S R=
OLE MAY BE BIGGER THAN COMPANIES ARE LETTING
ON (9 MINUTE READ) [18]=20
=
Firms are limiting their explanations to terms like reorganization,
r=
estructuring, and optimization, but that terminology could be AI in
disgu=
ise.=20
IT'S RUDE TO SHOW AI OUTPUT TO PEOPLE (5 MINUTE READ) [19]=20
=
AI output should only be relayed if it's either adopted as your own
o=
r there is explicit consent from the receiving party.=20
NETFLIX'S FIRS=
T SHOW WITH GENERATIVE AI IS A SIGN OF WHAT'S TO COME
IN TV, FILM (5 MINU=
TE READ) [20]=20
The Eternaut, which premiered in April, used generativ=
e AI footage
during a scene that showed a building collapsing.=20
AMA=
ZON'S AWS CLOUD COMPUTING UNIT CUTS AT LEAST HUNDREDS OF JOBS (2
MINUTE R=
EAD) [21]=20
Amazon CEO Andy Jassy is reducing what he describes as an =
excess of
bureaucracy at the company.=20
WHY I'M BETTING AGAINST AI A=
GENTS IN 2025 (DESPITE BUILDING THEM) (10
MINUTE READ) [22]=20
Error =
rates compound exponentially in multi-step workflows, context
windows cre=
ate quadratic token costs, and designing tools and feedback
systems that =
agents can actually use effectively is a huge challenge.=20
Love TLDR? T=
ell your friends and get rewards!
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Thanks for reading,=20
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--ipmPSHGF
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=09=09=09<![endif]--></head><body class=3D"">
<div style=3D"display: none; max-height: 0px; overflow: hidden;">An experim= ental reasoning model from OpenAI has achieved gold medal-level performance=
on the International Math Olympiad (IMO) =E2=80=8C =E2=80=8C&nbs= p;=E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C&nbs= p;=E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C&nbs= p;=E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C&nbs= p;=E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C&nbs= p;=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">2025-07-21</span></strong></h1>
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<strong>Claude Code is the terminal= -native coding agent for devs who want to ship faster (Sponsor)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Serious work happens in the terminal.<a=
href=3D"
https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.anthropic.= com%2Fclaude-code%3Futm_source=3Dtldr%26utm_medium=3Demail_b2c2b%26utm_camp= aign=3Dacq_code_us_q3%26utm_content=3Dnewsletter_text_primary/3/010001982c9= 4e2f4-e934743c-d306-4415-809e-ac09064900b2-000000/P9pSbGd5y9Kt-NbkWwDT3ShOs= PJu00yvKYKzRHL81Fo=3D414" rel=3D"noopener noreferrer nofollow" target=3D"_b= lank"><span> Claude Code</span></a> lets you unleash Anthropic's most power= ful models right from your command line.
<p></p>
<p>4 ways you can use Claude Code right now (<a href=3D"
https://tracking.tl= drnewsletter.com/CL0/https:%2F%2Fwww.anthropic.com%2Fclaude-code%3Futm_sour= ce=3Dtldr%26utm_medium=3Demail_b2c2b%26utm_campaign=3Dacq_code_us_q3%26utm_= content=3Dnewsletter_text_primary/4/010001982c94e2f4-e934743c-d306-4415-809= e-ac09064900b2-000000/pKnsbw_iGdirlnGfkS0GKjmSMN53vGLiYx5ZZIBnPS0=3D414" re= l=3D"noopener noreferrer nofollow" target=3D"_blank"><span>see examples</sp= an></a>):</p>
<p><strong>> Natural language =E2=86=92 features: </strong>Claude writes=
the code, tests the code, and ships.</p>
<p><strong>> Autonomous debugging: </strong>Let Claude analyze your code= base, identify the problem, and implement a fix.</p>
<p><strong>> Codebase onboarding:</strong> Claude searches, navigates, a=
nd explains entire codebases in a few seconds.</p>
<p><strong>> Automate the tedious:</strong> =E2=80=94 fiddly lint issues=
, merge conflicts, release notes. Add it to your CI pipelines for peak auto= mation.</p>
<p><a href=3D"
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<h1><strong>Big Tech & Startups</strong></h1>
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<span>
<strong>OpenAI experimental reasoni=
ng LLM has achieved a longstanding grand challenge in AI (4 minute read)</s= trong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
An experimental reasoning model from Op= enAI has achieved gold medal-level performance on the International Math Ol= ympiad (IMO). IMO problems demand a new level of sustained creative thinkin=
g compared to past benchmarks. Submissions for the challenge are hard-to-ve= rify, multi-page proofs. The experimental model solved five of the six prob= lems on the 2025 IMO. OpenAI plans to release GPT-5 soon, but it won't be r= eleasing anything with the experimental model's level of math capability fo=
r several months.
</span>
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<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Flinks.tldrnewsletter.com%2FfaMOUU/1/010001982c94e2f4-e9= 34743c-d306-4415-809e-ac09064900b2-000000/NGDIrrrxWzK8Mu-yb7Jj864pzgi6Vkc9N= j8dBBpBrPs=3D414">
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<strong>The Epic Battle for AI Tale= nt=E2=80=94With Exploding Offers, Secret Deals and Tears (14 minute read)</= strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
The war among some of the biggest compa= nies on the planet for talent is playing out in an unprecedented frenzy of = talent raids, secret deals, and betrayals. AI researchers whose minds have = never been so highly valued are set to become as rich as NBA players and Ho= llywood stars. Some researchers are being offered pay packages worth more t= han $300 million, and even that kind of money isn't always enough to win th=
em over. The social contract that once united founders and employees may be=
unraveling.
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<h1><strong>Science & Futuristic Technology</strong></h1>
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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%2Fwww.marathonfusion.com%2F%3Futm_source=3Dtldrnewsletter= /1/010001982c94e2f4-e934743c-d306-4415-809e-ac09064900b2-000000/AQzPKU03DEI= t_N1Z_10eAq66wBCm-P7h0XbIs0NHJyY=3D414">
<span>
<strong>A New Frontier in Fusion Te= chnology (4 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Marathon Fusion has announced a solutio=
n to the transmutation of gold using a method that is massively scalable, p= ragmatically achievable, and economically irresistible. Its approach can ge= nerate 5,000 kilograms of gold per year per gigawatt of energy generation w= ithout compromise to fuel self-sufficiency or power output. It uses the neu= trons that drive the multiplication reactions in deuterium-tritium fusion o=
n mercury-198 to produce mercury-197, which decays in a few days to the onl=
y stable isotope of gold. The method could also be used to create other pre= cious metals, radically transforming the economics of fusion and energy.
</span>
</span>
</div>
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<div class=3D"text-block">
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<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fwww.sciencenews.org%2Farticle%2Fcancer-tumor-dna-blood-= test-screening%3Futm_source=3Dtldrnewsletter/1/010001982c94e2f4-e934743c-d3= 06-4415-809e-ac09064900b2-000000/taMK4OhYHfju7bLkgebVh_K9H0fYN6WgxgJwXvP6zG= g=3D414">
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<strong>Cancer DNA is detectable in=
blood years before diagnosis (3 minute read)</strong>
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<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
It is possible to spot tumor DNA more t= han three years before a cancer diagnosis. These telltale traces could be a=
powerful tool in early cancer screening efforts. The technology could help=
doctors detect cancers before any other signs or symptoms of the disease a= ppear and dramatically change outcomes for patients.
</span>
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<h1><strong>Programming, Design & Data Science</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">
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<div class=3D"text-block">
<span>
<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fwww.qawolf.com%3Futm_source=3Dtldrai%26utm_medium=3Dnew= sletter%26utm_campaign=3DACQ_All_Demo_Conversions__NewsletterAudience_-_New= sletter_KissBugsGoodbye_20250626-None_Experiment-FALSE%26utm_term=3Dheadlin= e-KissBugsGoodbyeWithFullyAutomatedEndToEndTestCoverage%26utm_content=3DKis= sBugsGoodbye_ScheduleADemoToLearnMore_None_Headline%253AKissBugsGoodbyeWith= FullyAutomatedEndToEndTestCoverage____Newsletter-SecondaryPlacement_2025062= 6_v1_/1/010001982c94e2f4-e934743c-d306-4415-809e-ac09064900b2-000000/mbgvLL= e2rXCggoQQ0wBarW85VNqLIxzA7GXZ07IwIWc=3D414">
<span>
<strong>=F0=9F=98=98 Kiss bugs good= bye with fully automated end-to-end test coverage (Sponsor)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
<a href=3D"
https://tracking.tldrnewslet= ter.com/CL0/https:%2F%2Fwww.qawolf.com%3Futm_source=3Dtldrai%26utm_medium= =3Dnewsletter%26utm_campaign=3DACQ_All_Demo_Conversions__NewsletterAudience= _-_Newsletter_KissBugsGoodbye_20250626-None_Experiment-FALSE%26utm_term=3Db= ody-QAWolf%26utm_content=3DKissBugsGoodbye_ScheduleADemoToLearnMore_None_He= adline%253AKissBugsGoodbyeWithFullyAutomatedEndToEndTestCoverage____Newslet= ter-SecondaryPlacement_20250626_v1_/1/010001982c94e2f4-e934743c-d306-4415-8= 09e-ac09064900b2-000000/8M1svbN4Syh84FUmMnfyO9qUhRJk-XHXT1UTyo4zWG0=3D414" = rel=3D"noopener noreferrer nofollow" target=3D"_blank"><span>QA Wolf's</spa= n></a> AI-native service gets web and mobile apps to 80% automated test cov= erage in less than 4 months.
<p></p>
<p>They create and maintain your test suite in open-source Playwright. Plus=
, they provide <a href=3D"
https://tracking.tldrnewsletter.com/CL0/https:%2F= %2Fwww.qawolf.com%2Fhow-it-works%3Futm_source=3Dtldrai%26utm_medium=3Dnewsl= etter%26utm_campaign=3DACQ_All_Demo_Conversions__NewsletterAudience_-_Newsl= etter_KissBugsGoodbye_20250626-None_Experiment-FALSE%26utm_term=3Dbody-Unli= mitedParallelTestRuns%26utm_content=3DKissBugsGoodbye_ScheduleADemoToLearnM= ore_None_Headline%253AKissBugsGoodbyeWithFullyAutomatedEndToEndTestCoverage= ____Newsletter-SecondaryPlacement_20250626_v1_/1/010001982c94e2f4-e934743c-= d306-4415-809e-ac09064900b2-000000/bjvJ7Vid1OiWN2eCQRE8HGOqbJGsCg3iSRhxBbk-= FzQ=3D414" rel=3D"noopener noreferrer nofollow" target=3D"_blank"><span>unl= imited parallel test runs</span></a> on their infrastructure (24-hour maint= enance included).</p>
<p>The result? Salesloft <a href=3D"
https://tracking.tldrnewsletter.co= m/CL0/https:%2F%2Fwww.qawolf.com%2Fcase-studies%2Fsalesloft%3Futm_source=3D= tldrai%26utm_medium=3Dnewsletter%26utm_campaign=3DACQ_All_Demo_Conversions_= _NewsletterAudience_-_Newsletter_KissBugsGoodbye_20250626-None_Experiment-F= ALSE%26utm_term=3Dbody-Saves750KPerYear%26utm_content=3DKissBugsGoodbye_Sch= eduleADemoToLearnMore_None_Headline%253AKissBugsGoodbyeWithFullyAutomatedEn= dToEndTestCoverage____Newsletter-SecondaryPlacement_20250626_v1_/1/01000198= 2c94e2f4-e934743c-d306-4415-809e-ac09064900b2-000000/GIIls4YtLbppX1ksQeo1om= DK8HMRm0LlBcVDOvHzSl8=3D414" rel=3D"noopener noreferrer nofollow" target=3D= "_blank"><span>saves $750k/year</span></a> in QA engineering + execute=
s 300+ tests in parallel on every PR in minutes.</p>
<p>=E2=AD=90 Rated 4.8/5 on G2. Trusted by Cohere, AutoTrader, Mailchi= mp, and many others.</p>
<p><a href=3D"
https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.qawol= f.com%3Futm_source=3Dtldrai%26utm_medium=3Dnewsletter%26utm_campaign=3DACQ_= All_Demo_Conversions__NewsletterAudience_-_Newsletter_KissBugsGoodbye_20250= 626-None_Experiment-FALSE%26utm_term=3Dcta-ScheduleADemoToLearnMore%26utm_c= ontent=3DKissBugsGoodbye_ScheduleADemoToLearnMore_None_Headline%253AKissBug= sGoodbyeWithFullyAutomatedEndToEndTestCoverage____Newsletter-SecondaryPlace= ment_20250626_v1_/1/010001982c94e2f4-e934743c-d306-4415-809e-ac09064900b2-0= 00000/blmLnEaaivZCnl_skX5z0gMCbdbGa9v_EWVcM1PQeKo=3D414" rel=3D"noopener no= referrer nofollow" target=3D"_blank"><span>Schedule a demo to learn more</s= pan></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%2Fantirez.com%2Fnews%2F154%3Futm_source=3Dtldrnewsletter/= 1/010001982c94e2f4-e934743c-d306-4415-809e-ac09064900b2-000000/GVXLIKs-A8WI= EPzBcvFdJCYABDzq3Oj2J9xf2aYazys=3D414">
<span>
<strong>Coding with LLMs in the sum= mer of 2025 (an update) (6 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Software developers can maximize their = impact by using large language models (LLMs) in an explicit way while stayi=
ng in the loop. This allows them to do things that are otherwise at the bor= ders of their knowledge/expertise while learning in the process. It is wise=
to test out the capabilities of agents from time to time, as the technolog=
y will improve and eventually many coding tasks will be better served by AI=
alone. Those who avoid using LLMs due to ideological or psychological refu= sal will be at a disadvantage as they fail to develop the set of skills nee= ded to work with the technology.
</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.notcheckmark.com%2F2025%2F07%2Frethinking-cli-inter= faces-for-ai%2F%3Futm_source=3Dtldrnewsletter/1/010001982c94e2f4-e934743c-d= 306-4415-809e-ac09064900b2-000000/gHu6BNg474CUiSrdLmXxaeGqMxRFjdt4Uw_jNS-01= ow=3D414">
<span>
<strong>Rethinking CLI interfaces f=
or AI (6 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Every command-line interface (CLI) can =
be improved to provide extra context to large language models (LLMs). Doing=
this reduces tool calls and optimizes context windows. Agents may benefit = from training on tools available within their agents. Developers may benefi=
t from a whole set of AI-enhanced CLI tools or a custom LLM shell.
</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%2Flinks.tldrnewsletter.com%2FJCEJi7/1/010001982c94e2f4-e9= 34743c-d306-4415-809e-ac09064900b2-000000/pAR7pnn3bXA-RoOAYbia2tiOhmBnd61al= JoFMBRaFCc=3D414">
<span>
<strong>How YouTube Won the Battle = for TV Viewers (13 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
YouTube became the most-watched video p= rovider on televisions in the US earlier this year. People now watch YouTub=
e on TV sets more than on their phones or any other device. In response, cr= eators are making longer, higher-quality videos that appeal to families and=
groups of friends watching in their living rooms. This article looks at th=
e history of the platform and the secrets to its success.
</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%2F8bkgmO/1/010001982c94e2f4-e9= 34743c-d306-4415-809e-ac09064900b2-000000/Cz7mMZ5ejUroMgLb6FjJl6eC2m9ugaSaO= DV8pVzvsIc=3D414">
<span>
<strong>Why Banks Are on High Alert=
About Stablecoins (5 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
The House recently voted to pass a bill=
that spells out some ground rules for stablecoins. Stablecoins have the po= tential to lure away customer deposits from banks. The Genius Act creates a=
regulatory framework where stablecoins are supposed to maintain a 1:1 rati=
o with the US dollar or other fiat currencies so that they can easily be us=
ed for payments. This could make stablecoins more attractive to use, especi= ally for cross-border payments, which can take days to settle and are subje=
ct to interchange and other fees.
</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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<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">
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<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fwww.cnbc.com%2F2025%2F07%2F20%2Fin-job-losses-ais-role-= may-be-bigger-than-companies-say.html%3Futm_source=3Dtldrnewsletter/1/01000= 1982c94e2f4-e934743c-d306-4415-809e-ac09064900b2-000000/0-xDPlDTHNiWam_ebab= cb3GjJHP4e2F-YgUTHAIHS_8=3D414">
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<strong>In recent layoffs, AI's rol=
e may be bigger than companies are letting on (9 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Firms are limiting their explanations t=
o terms like reorganization, restructuring, and optimization, but that term= inology could be AI in disguise.
</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%2Fdistantprovince.by%2Fposts%2Fits-rude-to-show-ai-output= -to-people%2F%3Futm_source=3Dtldrnewsletter/1/010001982c94e2f4-e934743c-d30= 6-4415-809e-ac09064900b2-000000/5chmoNdNJ_dCo0A9R8Ci7J0U1h05i6qaIGucymYgVvU= =3D414">
<span>
<strong>It's rude to show AI output=
to people (5 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
AI output should only be relayed if it'=
s either adopted as your own or there is explicit consent from the receivin=
g party.
</span>
</span>
</div>
</td></tr></tbody></table>
<table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=
<div class=3D"text-block">
<span>
<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Farstechnica.com%2Fgadgets%2F2025%2F07%2Fnetflixs-first-= show-with-generative-ai-is-a-sign-of-whats-to-come-in-tv-film%2F%3Futm_sour= ce=3Dtldrnewsletter/1/010001982c94e2f4-e934743c-d306-4415-809e-ac09064900b2= -000000/gZBX2dFIZdse9zqDBcUTA8iLUmDjFLEEspMCkUTNA_8=3D414">
<span>
<strong>Netflix's first show with g= enerative AI is a sign of what's to come in TV, film (5 minute read)</stron=
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
The Eternaut, which premiered in April,=
used generative AI footage during a scene that showed a building collapsin=
g.
</span>
</span>
</div>
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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%2FD0P1l4/1/010001982c94e2f4-e9= 34743c-d306-4415-809e-ac09064900b2-000000/qv0AqVXcr4lr_4Z4B0LlGYbcilg4Hdo9M= bL3btDl-sk=3D414">
<span>
<strong>Amazon's AWS cloud computin=
g unit cuts at least hundreds of jobs (2 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Amazon CEO Andy Jassy is reducing what =
he describes as an excess of bureaucracy at the company.
</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%2Futkarshkanwat.com%2Fwriting%2Fbetting-against-agents%2F= %3Futm_source=3Dtldrnewsletter/1/010001982c94e2f4-e934743c-d306-4415-809e-a= c09064900b2-000000/KDG42ycuYoYvG4fkwsHgwb_WQmeKJbJfxd8velx_5-M=3D414">
<span>
<strong>Why I'm Betting Against AI = Agents in 2025 (Despite Building Them) (10 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Error rates compound exponentially in m= ulti-step workflows, context windows create quadratic token costs, and desi= gning tools and feedback systems that agents can actually use effectively i=
s a huge challenge.
</span>
</span>
</div>
</td></tr></tbody></table>
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