Forum: The Underground

Apple Watch redesign ⌚, OpenAI hack timeline 🔒, agentic code quality 👨‍💻

From TLDR@VERT to tldrnewsletter@synchro.net on Mon Aug 10 10:34:44 2026

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The Apple Watch continues to attract new buyers and remains the
top-selli=
ng smartwatch. However, the company's industrial design
team=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 [LaunchDarkly] [4]

TLDR 2026-08-10

ROL=
L OUT AI-GENERATED CODE PROGRESSIVELY AND ADJUST IN REAL TIME
(SPONSOR) [=
4]=20

AI may be overwhelming your SDLC, but you can keep up. With
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nchDarkly CodeControl [5], you own what ships down to the last
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=F0=9F=93=B1=20
=

BIG TECH & STARTUPS

APPLE EXPLORES SHAKING UP ITS SMARTWATCH FOR A=
NEW ERA (13 MINUTE
READ) [7]=20

The Apple Watch continues to attract=
new buyers and remains the
top-selling smartwatch. However, the company'=
s industrial design team
has been exploring a broad rethink of Apple's sm=
artwatches and is
evaluating several different directions. Apple needs to=
adapt to the
rise of screenless fitness bands and smart rings, which are=
cheaper,
lighter, and more fun and convenient to use for many people. Th=
e
company aims to inject new life into its Wearables, Home, and
Accesso=
ries segment, which has struggled to generate meaningful growth
in recent=
years.=20

NOW WE HAVE A TIMELINE OF THE OPENAI ACCIDENTAL ATTACK AGAIN=
ST
HUGGING FACE (6 MINUTE READ) [8]=20

OpenAI recently gave a present=
ation about the Hugging Face incident.
The talk is short and information =
dense and provides full details of
what happened and how things played ou=
t inside OpenAI. This post
presents the timeline of events and details ho=
w the hack occurred. A
video of the presentation is available in the post=
.=20

=F0=9F=9A=80=20

SCIENCE & FUTURISTIC TECHNOLOGY

THE FIRST =
SELF-DRIVING VEHICLE ON MARS HAS PROVEN TO BE A SMASHING
SUCCESS (4 MINUT=
E READ) [9]=20

NASA's Perseverance Mars rover will set a record for the=
most
distance driven by any vehicle on another world sometime next week.=

The rover's auto navigation system has enabled about 90% of the
distan=
ce driven by the vehicle to be autonomous. Not having to wait
for navigat=
ion commands from drivers on Earth has allowed the rover to
maximize the =
amount of scientific return. The vehicle will likely be
able to keep driv=
ing itself across Mars for many years to come.=20

CHINA-FREE BATTERIES =
MADE FROM SALT ARE FINALLY HERE (8 MINUTE READ)
[10]=20

Peak Energy, =
a US-based startup, has raised tens of millions of
dollars to build a fac=
tory for its sodium-ion battery packs. It
already has more than $1.1 bill=
ion in announced deals with customers.
Sodium batteries have less-intensi=
ve cooling needs than lithium-ion
packs, and they are less likely to catc=
h fire. Another US-based
startup, Inlyte Energy, is working on another ty=
pe of sodium-based
battery that can't catch fire at all.=20

=
=F0=9F=92=BB=20

PROGRAMMING, DESIGN & DATA SCIENCE

AGENTIC CODE QU=
ALITY (11 MINUTE READ) [11]=20

Software quality now depends on the cons=
traints set around the agents
that wrote it. Constraints define what a sy=
stem is allowed to do.
Setting and maintaining these constraints allows d=
evelopers to build
loops that reliably deliver high-quality production so=
ftware. Agents
can propose anything - constraints decide whether a propos=
al is safe
enough, correct, scoped, and useful.=20

GOOGLE'S WESTINGHO=
USE BET (9 MINUTE READ) [12]=20

Google's recent reshuffling of its AI o=
perations has many thinking
that the company has failed in the AI race. H=
owever, the company may
just be refocusing its resources on its strengths=
. Google Cloud may be
a much larger economic opportunity than pursuing it=
s rivals in the
frontier AI race. The company's enormous distribution adv=
antage means
it doesn't have to compete in the expensive and unprofitable=
frontier
race.=20

=F0=9F=8E=81=20

MISCELLANEOUS

AMAZON CRACK=
S DOWN ON 'CPU WASTE' AMONG ENGINEERS AS AGENTIC AI
CRUNCH INTENSIFIES (5=
MINUTE READ) [13]=20

AWS is cracking down on internal use of EC2 insta=
nces among its
engineers. Engineers have been told to reduce CPU waste to=
ensure the
company has enough CPU capacity to meet customer demand. The =
increased
demand for CPU is due to the rise of AI agentic workloads. Othe=
r cloud
companies are also seeing high demand for CPUs.=20

CHANGING D=
EVTOOLS IS CHEAP. OWNING THEM ISN'T (8 MINUTE READ) [14]=20

The future =
of software will be powered by high-quality,
well-documented building blo=
cks that users can build specialized
artifacts on top of. Agents are good=
at composing high-quality
components. Maintainers can provide these comp=
onents alongside a focus
application, and users can choose how to modify =
their experiences
themselves. This allows software to be personalized whi=
le still being
developed by maintainers that care.=20

=E2=9A=A1=20

=
QUICK LINKS

ALLSTACKS PRODUCT STUDIO: A FREE WORKSPACE FOR PRODUCT MA=
NAGERS
BUILDING WITH AI. (SPONSOR) [15]=20

Bring an idea, refine it i=
n your engineering reality, and
automatically create epics and tickets. S=
ign-up FREE [16].=20

WHY YOU MIGHT WANT TO BUILD YOUR WEBAPP IN CANVAS =
INSTEAD OF HTML (7
MINUTE READ) [17]=20

Canvas is a low-level renderi=
ng tool that gives users more control
than HTML.=20

INTERVIEWING ENGI=
NEERS IN THE AI ERA: LESSONS FROM A YEAR OF
REBUILDING (13 MINUTE READ) [=
18]=20

Coinbase has rebuilt its engineering interview loop to test how=

candidates direct AI, evaluate its output, and apply judgment where
mo=
dels fall short.=20

CHATGPT STARTS BLOCKING DIRECT REQUESTS TO COPY AN =
AUTHOR'S STYLE (4
MINUTE READ) [19]=20

ChatGPT will now instead offer=
a response that draws on the broad
qualities of those authors while rema=
ining distinct in its own voice.=20

REVISION PROMPTING IMPROVES INDUSTR=
IAL LLM PROCESSES (4 MINUTE READ)
[20]=20

Revision Prompting supplies=
LLMs with the original input, the
original output, and the changes to th=
e input, and instructs it to
produce a patch that updates the original ou=
tput accordingly.=20

HOW I REBUILT MY DEVELOPMENT WORKSTATION FOR AGENT=
IC WORK (13 MINUTE
READ) [21]=20

This post describes a workstation th=
at is terminal-native,
agentic-first, and built around composable tools. =

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<div style=3D"display: none; max-height: 0px; overflow: hidden;">The Apple = Watch continues to attract new buyers and remains the top-selling smartwatc=
h. However, the company's industrial design team =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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<div style=3D"text-align: center;">

<h1><strong>TLDR <span id=3D"date">2026-08-10</span></strong></h1>
</div>
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<table style=3D"table-layout: fixed; width:100%;" width=3D"100%"><tbody><tr=
id=3D"sponsy-copy"><td class=3D"container" style=3D"padding: 15px 15px;">
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<span>
<a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Flaunchdarkly.com%2Fplatform%2Fcode-control%2F%3Futm_sou= rce=3Dtldrtech%26utm_medium=3Dnewsletter%26utm_campaign=3Dbrandrepo%26utm_c= ontent=3Dcode-control_header_header_roll_out_ai%26utm_term=3Dprimary/2/0100= 019feb3d32c6-39470ca3-64fd-45c9-a23f-16fd94fac3b6-000000/DhdJNz-3JFNK3xpBfK= swjJ7COdd4RWPm_6X8GPDYTiE=3D452">
<span>
<strong>Roll out AI-generated code = progressively and adjust in real time (Sponsor)</strong>
</span>

<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
AI may be overwhelming your SDLC, but y=
ou can keep up. With <a href=3D"https://tracking.tldrnewsletter.com/CL0/htt= ps:%2F%2Flaunchdarkly.com%2Fplatform%2Fcode-control%2F%3Futm_source=3Dtldrt= ech%26utm_medium=3Dnewsletter%26utm_campaign=3Dbrandrepo%26utm_content=3Dco= de-control_body_Body_launchdarkly_codecontrol%26utm_term=3Dprimary/1/010001= 9feb3d32c6-39470ca3-64fd-45c9-a23f-16fd94fac3b6-000000/ljJ2qDF43gbFEBp7Gvtx= ublNN_Dkwg2jhASKoYVhACs=3D452" rel=3D"noopener noreferrer nofollow" target= =3D"_blank"><span>LaunchDarkly CodeControl</span></a>, you own what ships d= own to the last detail. That means you:

<p></p>

<p>Control exposure with targeting, segmentation, and progressive rollouts =
so you can make precise adjustments in real time.</p>

<p>Automatically detect and remediate issues as they happen. </p>

<p>Roll back or adjust changes instantly without manual intervention or 2 a= .m. fire drills.</p>

<p>Get control of what your AI-generated code does in production with <a hr= ef=3D"https://tracking.tldrnewsletter.com/CL0/https:%2F%2Flaunchdarkly.com%= 2Fpa%2Fb%2Fhpselector%2F%3Futm_source=3Dtldrtech%26utm_medium=3Dnewsletter%= 26utm_campaign=3Dbrandrepo%26utm_content=3Dcode-control_body_Body_launchdar= kly%26utm_term=3Dprimary/1/0100019feb3d32c6-39470ca3-64fd-45c9-a23f-16fd94f= ac3b6-000000/KpwIm9uRRJIlkbahTUam68Aj9SV0CcCYK2SnDAL-VUg=3D452" rel=3D"noop= ener noreferrer nofollow" target=3D"_blank"><span>LaunchDarkly</span></a>.<=

<p><a href=3D"https://tracking.tldrnewsletter.com/CL0/https:%2F%2Flaunchdar= kly.com%2Fpa%2Fb%2Fhpselector%2F%3Futm_source=3Dtldrtech%26utm_medium=3Dnew= sletter%26utm_campaign=3Dbrandrepo%26utm_content=3Dcode-control_body_Body_l= aunchdarkly%26utm_term=3Dprimary/2/0100019feb3d32c6-39470ca3-64fd-45c9-a23f= -16fd94fac3b6-000000/6tucY2YtBbcsZUz1yOM_zqr-QffHi5f2Kbn7Qk3J4-k=3D452" rel= =3D"noopener noreferrer nofollow" target=3D"_blank"><span>Take a closer loo= k</span></a>

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<div style=3D"text-align: center;"><span style=3D"font-size: 36px;">=F0=9F= =93=B1</span></div></div>
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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=

<div class=3D"text-block">
<span>
<a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Flinks.tldrnewsletter.com%2FG9OP1T/1/0100019feb3d32c6-39= 470ca3-64fd-45c9-a23f-16fd94fac3b6-000000/akGjXpqiwAjL0JVeIHSG3WYngvZ1VA1Xy= bAnM7DYdg4=3D452">
<span>
<strong>Apple Explores Shaking Up I=
ts Smartwatch for a New Era (13 minute read)</strong>
</span>

<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
The Apple Watch continues to attract ne=
w buyers and remains the top-selling smartwatch. However, the company's ind= ustrial design team has been exploring a broad rethink of Apple's smartwatc= hes and is evaluating several different directions. Apple needs to adapt to=
the rise of screenless fitness bands and smart rings, which are cheaper, l= ighter, and more fun and convenient to use for many people. The company aim=
s to inject new life into its Wearables, Home, and Accessories segment, whi=
ch has struggled to generate meaningful growth in recent years.
</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%2Fsimonwillison.net%2F2026%2FAug%2F7%2Fopenai-timeline%2F= %3Futm_source=3Dtldrnewsletter/1/0100019feb3d32c6-39470ca3-64fd-45c9-a23f-1= 6fd94fac3b6-000000/OXWDnferrDKSkZYzHYZg_ouSzHSVgguBXxS0AfeH6LY=3D452">
<span>
<strong>Now we have a timeline of t=
he OpenAI accidental attack against Hugging Face (6 minute read)</strong>
</span>

<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
OpenAI recently gave a presentation abo=
ut the Hugging Face incident. The talk is short and information dense and p= rovides full details of what happened and how things played out inside Open= AI. This post presents the timeline of events and details how the hack occu= rred. A video of the presentation is available in the post.
</span>
</span>
</div>
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<div class=3D"text-block">
<div style=3D"text-align: center;"><span style=3D"font-size: 36px;">=F0=9F= =9A=80</span></div>
</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"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%2Fspace%2F2026%2F08%2Fthe-first-self-dr= iving-vehicle-on-mars-has-proven-to-be-a-smashing-success%2F%3Futm_source= =3Dtldrnewsletter/1/0100019feb3d32c6-39470ca3-64fd-45c9-a23f-16fd94fac3b6-0= 00000/Kb057JUxZT9SCgoA8MS0ip8zVB0H3q4k1dpEix-INYg=3D452">
<span>
<strong>The first self-driving vehi= cle on Mars has proven to be a smashing success (4 minute read)</strong>
</span>

<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
NASA's Perseverance Mars rover will set=
a record for the most distance driven by any vehicle on another world some= time next week. The rover's auto navigation system has enabled about 90% of=
the distance driven by the vehicle to be autonomous. Not having to wait fo=
r navigation commands from drivers on Earth has allowed the rover to maximi=
ze the amount of scientific return. The vehicle will likely be able to keep=
driving itself across Mars for many years to come.
</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%2FctTFv3/1/0100019feb3d32c6-39= 470ca3-64fd-45c9-a23f-16fd94fac3b6-000000/jHPxWu7gGR_rfQYW_nY53st0cmcuT7IJy= dDRWPzrEYc=3D452">
<span>
<strong>China-Free Batteries Made F= rom Salt Are Finally Here (8 minute read)</strong>
</span>

<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Peak Energy, a US-based startup, has ra= ised tens of millions of dollars to build a factory for its sodium-ion batt= ery packs. It already has more than $1.1 billion in announced deals with cu= stomers. Sodium batteries have less-intensive cooling needs than lithium-io=
n packs, and they are less likely to catch fire. Another US-based startup, = Inlyte Energy, is working on another type of sodium-based battery that can'=
t catch fire at all.
</span>
</span>
</div>
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<div class=3D"text-block">
<div style=3D"text-align: center;"><span style=3D"font-size: 36px;">=F0=9F= =92=BB</span></div></div>
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<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%2Faddyo.substack.com%2Fp%2Fagentic-code-quality%3Futm_sou= rce=3Dtldrnewsletter/1/0100019feb3d32c6-39470ca3-64fd-45c9-a23f-16fd94fac3b= 6-000000/4GAZI94YK_iKV2osX7asisU9sW3pgQ7dermfzZCX-mo=3D452">
<span>
<strong>Agentic Code Quality (11 mi= nute read)</strong>
</span>

<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Software quality now depends on the con= straints set around the agents that wrote it. Constraints define what a sys= tem is allowed to do. Setting and maintaining these constraints allows deve= lopers to build loops that reliably deliver high-quality production softwar=
e. Agents can propose anything - constraints decide whether a proposal is s= afe enough, correct, scoped, and useful.
</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%2Fasimovaddendum.substack.com%2Fp%2Fgoogles-westinghouse-= bet%3Futm_source=3Dtldrnewsletter/1/0100019feb3d32c6-39470ca3-64fd-45c9-a23= f-16fd94fac3b6-000000/l1Y6boa1IdZp4wkFMuHfy4KrtUKi4PuxaCUWbj-Qpdw=3D452">
<span>
<strong>Google's Westinghouse Bet (=
9 minute read)</strong>
</span>

<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Google's recent reshuffling of its AI o= perations has many thinking that the company has failed in the AI race. How= ever, the company may just be refocusing its resources on its strengths. Go= ogle Cloud may be a much larger economic opportunity than pursuing its riva=
ls in the frontier AI race. The company's enormous distribution advantage m= eans it doesn't have to compete in the expensive and unprofitable frontier = race.
</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;">=F0=9F= =8E=81</span></div></div>
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<div class=3D"text-block">
<div style=3D"text-align: center;"><strong><h1>Miscellaneous</h1></strong><= /div>
</div>
</td></tr></tbody></table>

<table bgcolor=3D"" style=3D"table-layout: fixed; width: 100%;" width=3D"10= 0%"><tbody><tr><td style=3D"padding:0;border-collapse:collapse;border-spaci= ng:0;margin:0;" valign=3D"top">

<table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=

<div class=3D"text-block">
<span>
<a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fwww.tomshardware.com%2Fpc-components%2Fcpus%2Famazon-cr= acks-down-on-cpu-waste-among-engineers-as-agentic-ai-crunch-intensifies-cpu= -demand-makes-low-utilization-ec2-instances-a-hot-commodity%3Futm_source=3D= tldrnewsletter/1/0100019feb3d32c6-39470ca3-64fd-45c9-a23f-16fd94fac3b6-0000= 00/QxBVdAn2aAQh9MTm3UhhPileMTtQJZOEszERumbNUBs=3D452">
<span>
<strong>Amazon cracks down on 'CPU = waste' among engineers as agentic AI crunch intensifies (5 minute read)</st= rong>
</span>

<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
AWS is cracking down on internal use of=
EC2 instances among its engineers. Engineers have been told to reduce CPU = waste to ensure the company has enough CPU capacity to meet customer demand=
. The increased demand for CPU is due to the rise of AI agentic workloads. = Other cloud companies are also seeing high demand for CPUs.
</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%2Flalitm.com%2Fpost%2Fchanging-devtools-is-cheap-owning-t= hem-isnt%2F%3Futm_source=3Dtldrnewsletter/1/0100019feb3d32c6-39470ca3-64fd-= 45c9-a23f-16fd94fac3b6-000000/TnSzbbZFAiipnw7miunz4tqT6ER4yxA107B9ZjYcto8= =3D452">
<span>
<strong>Changing Devtools Is Cheap.=
Owning Them Isn't (8 minute read)</strong>
</span>

<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
The future of software will be powered =
by high-quality, well-documented building blocks that users can build speci= alized artifacts on top of. Agents are good at composing high-quality compo= nents. Maintainers can provide these components alongside a focus applicati= on, and users can choose how to modify their experiences themselves. This a= llows software to be personalized while still being developed by maintainer=
s that care.
</span>
</span>
</div>
</td></tr></tbody></table>

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<div style=3D"text-align: center;"><span style=3D"font-size: 36px;">=E2=9A= =A1</span></div></div>
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