--rlZ5MoVC
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OpenAI has released its new frontier model family for ChatGPT Work,
Codex=
, and the OpenAI API. The GPT-5.6 family has three
tiers=C2=A0=E2=80= =8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0= =E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2= =A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C= =C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80= =8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0= =E2=80=8C=C2=A0=E2=80=8C=C2=A0=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80= =8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0= =E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2= =A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C= =C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80= =8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0
=
Sign Up [1] |Advertise [2]|View Online [3]=20
=09=09TLDR=20
TLDR =
2026-07-10
=F0=9F=93=B1=20
BIG TECH & STARTUPS
OPENAI LAUNCHE=
S GPT-5.6 SOL, TERRA, AND LUNA ON APPS AND API (3
MINUTE READ) [4]=20
=
OpenAI has released its new frontier model family for ChatGPT Work,
Code=
x, and the OpenAI API. The GPT-5.6 family has three tiers: Sol,
the flags=
hip model; Terra, a lower-cost everyday work option; and
Luna, the fastes=
t and most affordable model. The series features
higher intelligence per =
token, lower estimated cost for complex work,
and stronger agentic perfor=
mance. There is a new 'ultra' setting that
coordinates multiple agents ac=
ross parallel workstreams for demanding
tasks.=20
ZUCKERBERG PLEDGES =
=E2=80=98AGGRESSIVE' PRICING WITH META'S FIRST
PAY-TO-USE AI (7 MINUTE RE=
AD) [5]=20
Meta's Muse Spark 1.1 includes a new paid tier for developer=
s.
Developers are able to use Meta's model for free up to a point, then=
they'll be required to pay for access. Meta's API pricing is roughly
2=
5% of the cost of other top competing models. Mark Zuckerberg has
describ=
ed Muse Spark as having state-of-the-art - or very close to it
- agentic =
reasoning and tool use.=20
=F0=9F=9A=80=20
SCIENCE & FUTURISTIC TECHN=
OLOGY
HUMANOID ROBOTS CONTROLLED BY SURGEONS DID WORLD-FIRST OPERATIO=
N ON
LIVE PIGS (7 MINUTE READ) [6]=20
Humanoid robots controlled by s=
killed human surgeons recently removed
the gallbladders from living pigs =
in an unprecedented medical
experiment. The approach takes a fraction of =
the space needed in an
operating room and is easy to deploy. The experime=
nt used a Unitree G1
humanoid robot, which has a starting price of $13,50=
0. Unitree's
humanoid robots teleoperated by surgeons are still very much=
in the
experimental phase, but the approach could eventually be used in=
smaller hospitals and clinics that lack the resources to install
expen=
sive surgical robots.=20
APPLE EXPLORING WAYS TO RUN MUCH LARGER AI MOD=
ELS DIRECTLY ON IPHONES
(2 MINUTE READ) [7]=20
Apple has reportedly h=
eld meetings with PrismML about how it could
use the startup's technology=
to run much larger AI models directly on
iPhones. PrismML has managed to=
shrink down Alibaba's Qwen 3.6 model,
which has 27 billion parameters, t=
o run entirely on an iPhone Pro.
Larger models running directly on iPhone=
s would allow for more Apple
Intelligence features to run on-device, whic=
h could reduce Apple's
costs and further enhance user privacy.=20
=
=F0=9F=92=BB=20
PROGRAMMING, DESIGN & DATA SCIENCE
HOW GITHUB GAVE=
EVERY REPOSITORY A DURABLE OWNER (9 MINUTE READ) [8]=20
GitHub had ove=
r 14,000 repositories across its primary internal
GitHub organization. Le=
ss than half had clear ownership. This post
discusses how GitHub gave eve=
ry active repository a validated owner in
under 45 days, archived the res=
t, and made ownership the foundation
for everything that followed.=20
=
STOP BEING THE CODE REVIEW BOTTLENECK (8 MINUTE READ) [9]=20
Agents ar=
e writing code faster than any human can review. Humans
being involved in=
every code review is a bottleneck. Put humans
outside of the code review=
loop by building a pipeline that delegates
tasks to agents. This post lo=
oks at power workflow changes that
PostHog uses to make reviewing AI-gene=
rated code fast without losing
quality.=20
=F0=9F=8E=81=20
MISCELLA=
NEOUS
NETFLIX IS EXPLORING LIVE TV AND BUNDLES AS IT STRUGGLES TO KEE=
P
VIEWERS HOOKED (7 MINUTE READ) [10]=20
Netflix's subscriber engagem=
ent is showing signs of decline. While
the company remains the industry l=
eader among subscription-streaming
services, shares are down more than 40=
% over the past 12 months.
Executives have started discussing adding live=
channels that would
continuously stream certain programs to bolster enga=
gement. They are
also looking at other sports events they can add to the =
streaming
service.=20
SUSPECTING AI CHEATING, IVY LEAGUE PROF ORDERED=
AN IN-PERSON FINAL;
SCORES FELL 50% (5 MINUTE READ) [11]=20
A class =
at Brown University was giving take-home exams, and the
professor suspect=
ed students were using AI to complete them. After the
professor announced=
that the final exam would be in person, 18
students dropped the course, =
and nine others didn't attend the final
exam. Of those 27 students, 22 ha=
d scored perfectly on the midterm
exam. The average test score plunged fr=
om 96 to 48 for those who took
the test.=20
=E2=9A=A1=20
QUICK LINK=
S
YOUR AI MARGIN IS META'S OPPORTUNITY (6 MINUTE READ) [12]=20
Ma=
rk Zuckerberg is not convinced that AI technology will ultimately
become =
a commodity as some companies are already gatekeeping aspects
of their te=
chnology.=20
WAYS TO THINK ABOUT TOKEN PRICING (15 MINUTE READ) [13] =
The current market dynamics point to a future in which frontier
mo=
dels move towards becoming commodity infrastructure.=20
THE SALIENCE OF=
DATA (12 MINUTE READ) [14]=20
The competitive dynamics in the next pha=
se of AI will likely be
defined by the unit economics of data acquisition=
.=20
INTERVIEW WITH MITCHELL HASHIMOTO (23 MINUTE READ) [15]=20
Mit=
chell Hashimoto, the developer behind Vagrant, Packer, Consul,
Ghostty, a=
nd Vouch, talks about terminals, Zig, and open source.=20
INTRODUCING P=
LAN A (27 MINUTE READ) [16]=20
Plan A is a wish list, a positive vision=
, a road map for navigating a
future where this AI thing turns out to be =
real.=20
JOHN TERNUS SHOULD REVERSE APPLE'S SLIDE DOWN THE ADVERTISING=
SLIPPERY SLOPE (9 MINUTE READ) [17]=20
John Ternus should return App=
le's privacy policy to its 2014 clarity.
Love TLDR? Tell your frien=
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E
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<div style=3D"display: none; max-height: 0px; overflow: hidden;">OpenAI has=
released its new frontier model family for ChatGPT Work, Codex, and the Op= enAI API. The GPT-5.6 family has three tiers =E2=80=8C =E2=80=8C&= nbsp;=E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C&= nbsp;=E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C&= nbsp;=E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C&= nbsp;=E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C&= nbsp;=E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2= =80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2= =80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2= =80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2= =80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2= =80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2= =80=8C </div>
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<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"text-= align: center;"><span data-darkreader-inline-color=3D"" style=3D"--darkread= er-inline-color:#3db3ff; color: rgb(51, 175, 255) !important; font-size: 30= px;">T</span><span style=3D"font-size: 30px;"><span data-darkreader-inline-= color=3D"" style=3D"color: rgb(232, 192, 96) !important; --darkreader-inlin= e-color:#e8c163; font-size:30px;">L</span><span data-darkreader-inline-colo= r=3D"" style=3D"color: rgb(101, 195, 173) !important; --darkreader-inline-c= olor:#6ec7b2; font-size:30px;">D</span></span><span data-darkreader-inline-= color=3D"" style=3D"--darkreader-inline-color:#dd6e6e; color: rgb(220, 107,=
107) !important; font-size: 30px;">R</span>
</td></tr></tbody></table>
<table align=3D"center" bgcolor=3D"" border=3D"0" cellpadding=3D"0" cellspa= cing=3D"0" width=3D"100%"><tbody></tbody></table>
<table style=3D"table-layout: fixed; width:100%;" width=3D"100%"><tbody><tr= ><td style=3D"padding:0;border-collapse:collapse;border-spacing:0;margin:0;=
<div style=3D"text-align: center;">
<h1><strong>TLDR <span id=3D"date">2026-07-10</span></strong></h1>
</div>
</td></tr></tbody></table>
<table style=3D"table-layout: fixed; width:100%;" width=3D"100%"><tbody></t= body></table>
</td></tr></tbody></table>
</td></tr></tbody></table>
</td></tr>
<tr bgcolor=3D""><td class=3D"container">
<table align=3D"center" bgcolor=3D"" border=3D"0" cellpadding=3D"0" cellspa= cing=3D"0" width=3D"100%"><tbody><tr><td style=3D"padding: 0px;">
<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= =93=B1</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>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=
<div class=3D"text-block">
<span>
<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fwww.testingcatalog.com%2Fopenai-launches-gpt-5-6-sol-te= rra-and-luna-on-apps-and-api%2F%3Futm_source=3Dtldrnewsletter/1/0100019f4b8= eb824-d7499d0f-06f9-460f-8dfc-1d8bff595dac-000000/eG1tuMFUxqgavw56D9lQ6sPNR= Eeaaldy30OxSLCnpC0=3D452">
<span>
<strong>OpenAI launches GPT-5.6 Sol=
, Terra, and Luna on apps and API (3 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
OpenAI has released its new frontier mo= del family for ChatGPT Work, Codex, and the OpenAI API. The GPT-5.6 family = has three tiers: Sol, the flagship model; Terra, a lower-cost everyday work=
option; and Luna, the fastest and most affordable model. The series featur=
es higher intelligence per token, lower estimated cost for complex work, an=
d stronger agentic performance. There is a new 'ultra' setting that coordin= ates multiple agents across parallel workstreams for demanding tasks.
</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%2FRduwBo/1/0100019f4b8eb824-d7= 499d0f-06f9-460f-8dfc-1d8bff595dac-000000/VplLCh6rLRqX8qPUd9f4WwRJiOuiXEMxl= hLYrgkHjIQ=3D452">
<span>
<strong>Zuckerberg Pledges =E2=80= =98Aggressive' Pricing With Meta's First Pay-to-Use AI (7 minute read)</str=
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Meta's Muse Spark 1.1 includes a new pa=
id tier for developers. Developers are able to use Meta's model for free up=
to a point, then they'll be required to pay for access. Meta's API pricing=
is roughly 25% of the cost of other top competing models. Mark Zuckerberg = has described Muse Spark as having state-of-the-art - or very close to it -=
agentic reasoning and tool use.
</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= =9A=80</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>Science & Futuristic Technology</strong></h1>
</div>
</div>
</td></tr></tbody></table>
<table style=3D"table-layout: fixed; width: 100%;" width=3D"100%"><tbody><t= r><td style=3D"padding:0;border-collapse:collapse;border-spacing:0;margin:0=
;" valign=3D"top">
<table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=
<div class=3D"text-block">
<span>
<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Farstechnica.com%2Fai%2F2026%2F07%2Fhumanoid-robots-cont= rolled-by-surgeons-did-world-first-operation-on-live-pigs%2F%3Futm_source= =3Dtldrnewsletter/1/0100019f4b8eb824-d7499d0f-06f9-460f-8dfc-1d8bff595dac-0= 00000/rjJYSgqtdI3Pl0kcDDQaeCFsGMZyrJofkfUoq9GBJck=3D452">
<span>
<strong>Humanoid robots controlled =
by surgeons did world-first operation on live pigs (7 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Humanoid robots controlled by skilled h= uman surgeons recently removed the gallbladders from living pigs in an unpr= ecedented medical experiment. The approach takes a fraction of the space ne= eded in an operating room and is easy to deploy. The experiment used a Unit= ree G1 humanoid robot, which has a starting price of $13,500. Unitree's hum= anoid robots teleoperated by surgeons are still very much in the experiment=
al phase, but the approach could eventually be used in smaller hospitals an=
d clinics that lack the resources to install expensive surgical robots.
</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.macrumors.com%2F2026%2F07%2F09%2Fapple-prismml-larg= er-on-device-ai-models%2F%3Futm_source=3Dtldrnewsletter/1/0100019f4b8eb824-= d7499d0f-06f9-460f-8dfc-1d8bff595dac-000000/v1gcoMLu-qDi-V0M18FCIjqWtuREo3m= fU1W9d6mUQj4=3D452">
<span>
<strong>Apple Exploring Ways to Run=
Much Larger AI Models Directly on iPhones (2 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Apple has reportedly held meetings with=
PrismML about how it could use the startup's technology to run much larger=
AI models directly on iPhones. PrismML has managed to shrink down Alibaba'=
s Qwen 3.6 model, which has 27 billion parameters, to run entirely on an iP= hone Pro. Larger models running directly on iPhones would allow for more Ap= ple Intelligence features to run on-device, which could reduce Apple's cost=
s and further enhance user privacy.
</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= =92=BB</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>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%2Fgithub.blog%2Fsecurity%2Fapplication-security%2Fhow-git= hub-gave-every-repository-a-durable-owner%2F%3Futm_source=3Dtldrnewsletter/= 1/0100019f4b8eb824-d7499d0f-06f9-460f-8dfc-1d8bff595dac-000000/gEC5nm1mjyLV= iTs7BUJ-Y2wKDHqMXoSE7giF_GRaDEU=3D452">
<span>
<strong>How GitHub gave every repos= itory a durable owner (9 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
GitHub had over 14,000 repositories acr= oss its primary internal GitHub organization. Less than half had clear owne= rship. This post discusses how GitHub gave every active repository a valida= ted owner in under 45 days, archived the rest, and made ownership the found= ation for everything that followed.
</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%2Fnewsletter.posthog.com%2Fp%2Fcode-review-tips%3Futm_sou= rce=3Dtldrnewsletter/1/0100019f4b8eb824-d7499d0f-06f9-460f-8dfc-1d8bff595da= c-000000/ozCkxY2hXhxkbsY4Sb2K6EVwI4DesiUSB0sGKzE_9_0=3D452">
<span>
<strong>Stop being the code review = bottleneck (8 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Agents are writing code faster than any=
human can review. Humans being involved in every code review is a bottlene= ck. Put humans outside of the code review loop by building a pipeline that = delegates tasks to agents. This post looks at power workflow changes that P= ostHog uses to make reviewing AI-generated code fast without losing quality=
.
</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%2F4p0Zq2/1/0100019f4b8eb824-d7= 499d0f-06f9-460f-8dfc-1d8bff595dac-000000/GTnRKrS2CZetFcuI8qkqzxb8ddciwW2P9= _etQR_fV8s=3D452">
<span>
<strong>Netflix Is Exploring Live T=
V and Bundles as It Struggles to Keep Viewers Hooked (7 minute read)</stron=
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Netflix's subscriber engagement is show= ing signs of decline. While the company remains the industry leader among s= ubscription-streaming services, shares are down more than 40% over the past=
12 months. Executives have started discussing adding live channels that wo= uld continuously stream certain programs to bolster engagement. They are al=
so looking at other sports events they can add to the streaming 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%2Farstechnica.com%2Fai%2F2026%2F07%2Fwe-cannot-choose-to-= become-idiots-the-ai-cheating-scandal-roiling-brown-university%2F%3Futm_sou= rce=3Dtldrnewsletter/1/0100019f4b8eb824-d7499d0f-06f9-460f-8dfc-1d8bff595da= c-000000/MqJ5CAqJdpnLoCOSscW9kxgOvbt4sE3xxQFnlNnBYjs=3D452">
<span>
<strong>Suspecting AI cheating, Ivy=
League prof ordered an in-person final; scores fell 50% (5 minute read)</s= trong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
A class at Brown University was giving = take-home exams, and the professor suspected students were using AI to comp= lete them. After the professor announced that the final exam would be in pe= rson, 18 students dropped the course, and nine others didn't attend the fin=
al exam. Of those 27 students, 22 had scored perfectly on the midterm exam.=
The average test score plunged from 96 to 48 for those who took the test.
</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%2Fspyglass.org%2Fmeta-ai-cloud-business-model%2F%3Futm_so= urce=3Dtldrnewsletter/1/0100019f4b8eb824-d7499d0f-06f9-460f-8dfc-1d8bff595d= ac-000000/EwR3qwyfuPgaJu2akGQ6z4U5X9o-NFP0m0ltw76hpVo=3D452">
<span>
<strong>Your AI Margin is Meta's Op= portunity (6 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Mark Zuckerberg is not convinced that A=
I technology will ultimately become a commodity as some companies are alrea=
dy gatekeeping aspects of their 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.ben-evans.com%2Fbenedictevans%2F2026%2F7%2F9%2Fways= -to-think-about-token-pricing%3Futm_source=3Dtldrnewsletter/1/0100019f4b8eb= 824-d7499d0f-06f9-460f-8dfc-1d8bff595dac-000000/GHaK9xBE6y_Gl1hs-LSK0qj6G5o= m6d6c9F4JoC2NyUk=3D452">
<span>
<strong>Ways to think about token p= ricing (15 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
The current market dynamics point to a = future in which frontier models move towards becoming commodity infrastruct= ure.
</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.mbi-deepdives.com%2Fdata%2F%3Futm_source=3Dtldrnews= letter/1/0100019f4b8eb824-d7499d0f-06f9-460f-8dfc-1d8bff595dac-000000/oIh1c= YlXLSWwp28W5BV5qlIV_Z3V8ZhdVUo86mdRGaU=3D452">
<span>
<strong>The Salience of Data (12 mi= nute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
The competitive dynamics in the next ph= ase of AI will likely be defined by the unit economics of data acquisition.
</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%2Falexalejandre.com%2Fprogramming%2Finterview-with-mitche= ll-hashimoto%2F%3Futm_source=3Dtldrnewsletter/1/0100019f4b8eb824-d7499d0f-0= 6f9-460f-8dfc-1d8bff595dac-000000/vgD_FxLN9DTLsQ9xBnwfSqy-a7A9QtC86BjNFL4Ty= Mo=3D452">
<span>
<strong>Interview With Mitchell Has= himoto (23 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Mitchell Hashimoto, the developer behin=
d Vagrant, Packer, Consul, Ghostty, and Vouch, talks about terminals, Zig, = and open source.
</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.astralcodexten.com%2Fp%2Fintroducing-plan-a%3Futm_s= ource=3Dtldrnewsletter/1/0100019f4b8eb824-d7499d0f-06f9-460f-8dfc-1d8bff595= dac-000000/V--YDcJPO4ETYGMY97QJNUNCazU5IIjRszYEvPOtEm0=3D452">
<span>
<strong>Introducing Plan A (27 minu=
te read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Plan A is a wish list, a positive visio=
n, a road map for navigating a future where this AI thing turns out to be r= eal.
</span>
</span>
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