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Apple is recommitting to its core business model of selling hardware
and =
services. It knows its homegrown AI technology lags behind
competitors= =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
=09=09TOGETHER WITH [Wispr] [4]
TLDR 2026-03-31
SPEAK NAT=
URALLY. SEND WITHOUT FIXING. (SPONSOR) [4]=20
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Not rough transcription you =
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=F0=9F=93=B1=20
BIG TECH & STARTUPS
THE SUDDEN FALL OF OPENAI'S MO=
ST HYPED PRODUCT SINCE CHATGPT (14
MINUTE READ) [5]=20
Sora was hyped=
as AI's next consumer-friendly frontier, and even
Disney signed onto the=
vision. OpenAI then suddenly killed the
project, with many Disney execut=
ives learning about the decision less
than an hour before it was announce=
d. OpenAI needed to free up more
computing resources, and Sora was using =
far too much. The product
wasn't profitable, and every user drew down a f=
inite resource. CEO Sam
Altman says the move was a difficult but necessar=
y sacrifice toward
the company's larger goals.=20
APPLE PIVOTS ITS AI=
STRATEGY TO APP STORE, SEARCH-LIKE PLATFORM
APPROACH (13 MINUTE READ) [6=
]=20
Apple is recommitting to its core business model of selling hardwa=
re
and services. It knows its homegrown AI technology lags behind
compe=
titors, so it is focusing on its core strengths. Historically,
Apple's so=
ftware has been about driving product sales rather than
generating revenu=
e in their own right. It plans to embed just enough
AI in its OSes to kee=
p users from defecting, while opening Siri and
Apple Intelligence to thir=
d-party services. This approach leverages
its hardware, makes its product=
s more customizable, and keeps the
company in control of its ecosystem. =
=F0=9F=9A=80=20
SCIENCE & FUTURISTIC TECHNOLOGY
INSIDE THE S=
TEALTHY STARTUP THAT PITCHED BRAINLESS HUMAN CLONES (29
MINUTE READ) [7] =
A Californian startup called R3 has raised funds to create
non-sen=
tient monkey 'organ sacks' as an alternative to animal testing.
The start=
up's founder reportedly secretly pitched a vision where the
startup creat=
es 'brainless clones' to serve as backups for human
bodies. This could be=
in the form of a baby version of a person with
enough brain structure to=
be alive in case they ever need a new kidney
or liver, or it may even be=
possible to one day transplant a brain
into a younger clone to gain a se=
cond lifespan. The company has denied
that it ever made the pitch, saying=
that any allegations of intent or
conspiracy to create human clones or h=
umans with brain damage are
categorically false.=20
VULNERABILITY RES=
EARCH IS COOKED (16 MINUTE READ) [8]=20
Coding agents will soon drastic=
ally alter both the practice and the
economics of exploit development. A =
substantial amount of the
high-impact vulnerability research will just be=
pointing an agent at a
source three and telling it to find zero days. Th=
is will profoundly
alter information security and the Internet itself. =
=F0=9F=92=BB=20
PROGRAMMING, DESIGN & DATA SCIENCE
KESTRA [2=
6K GITHUB STARS]: THE AUTOMATION CRISIS ENDS HERE. (SPONSOR)
[9]=20
Y=
our stack is held together by legacy cron jobs, scripts, and fragile
pipe=
lines=E2=80=94and it's breaking. Kestra is an open-source, event-driven
o=
rchestrator to run your INFRASTRUCTURE, DATA, APIS, AND AI WORKFLOWS
in o=
ne place. Define everything as code. Trigger in real time. Scale
to milli=
ons. No glue code. No duct tape. Just reliable orchestration.
Used by App=
le, JPMorgan Chase, and Toyota. Discover Kestra. [10]=20
CODEX PLUGIN F=
OR CLAUDE CODE (GITHUB REPO) [11]=20
This plugin enables Claude Code us=
ers to start using Codex from the
workflow they already have. Users can u=
se Codex from inside Claude
Code for code reviews or delegate tasks to Co=
dex. The plugin uses the
local Codex CLI, so existing sign-in methods and=
configs still apply.
It also uses the same repository checkout and machi=
ne-local
environment.=20
ENGINEERING FOR AGENTS THAT NEVER SLEEP (2 M=
INUTE READ) [12]=20
Most of the signals that trigger engineering work a=
re already
machine-readable. The current bottleneck is where a human read=
s that
signal, interprets it, and then types a prompt telling the agent w=
hat
the signal already said. Give agents comprehensive unit tests so they=
can verify their own output, good documentation to discover context,
r=
eproducible dev environments to run code, and rich system accounting.
Thi=
s scaffolding will enable agents that can close incidents around
the cloc=
k.=20
=F0=9F=8E=81=20
MISCELLANEOUS
TO LURE TOP AI TALENT, STAR=
TUPS ARE TURNING TO COLD HARD CASH (6
MINUTE READ) [13]=20
High-growt=
h AI startups are flush with venture capital. Combined with
a wildly comp=
etitive talent market, this has caused increasingly
creative incentive st=
ructures and more cash-heavy offers. Startups are
focusing on hiring the =
best as they need to stay lean and small. This
is creating a split econom=
y in the tech industry where the top 5% to
10% of candidates are getting =
all of the offers and the rest are
struggling.=20
SEEING LIKE A SPREA=
DSHEET (28 MINUTE READ) [14]=20
AI will see much further than the sprea=
dsheet ever could. It will
allow businesses to accomplish incredible thin=
gs, and make possible
coordinations of labor and capital more ambitious t=
han anything we can
imagine today. However, as corporations become domina=
ted by AI
systems, the most human elements of organizations may be devalu=
ed or
discarded entirely. Great organizations are great because of someth=
ing
irreducible about the collection and organization of particular peopl=
e
toward particular ends.=20
=E2=9A=A1=20
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=20
VEBLEN & JEVON WALK INTO A DATA CENTER (3 MINUTE READ) [17]=20
=
Jevon's Paradox states that the cheaper a product becomes, the more
it is=
consumed, and Veblen goods are those whose demand increases with
price -=
it is unknown which way the AI industry will go.=20
META TESTING PAID =
INSTAGRAM SERVICE THAT LETS USERS SECRETLY VIEW
STORIES (1 MINUTE READ) [=
18]=20
Instagram Plus is being tested in select markets, including the=
Philippines, Japan, and Mexico, with the plans costing the equivalent
=
of $2 USD per month.=20
COST TO IMPLEMENT VS COST TO VERIFY (11 MINUTE =
READ) [19]=20
The cost to implement is the time and expertise needed to=
produce
code, and the cost to verify is the time and expertise needed to=
confirm the code is correct.=20
MAKE SMARTER APPLICATION DECISIONS W=
ITH AZURE COPILOT MIGRATION AGENT
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yourself=E2=80=93download a copy today [21]=
.=20
YOUR TICKET IS A PROMPT (2 MINUTE READ) [22]=20
Tickets are no=
w handled by agents, and they only have the words on
the ticket, and no o=
ther context.=20
APPLE STEPS UP CRACKDOWN ON VIBE CODING APPS, PULLS =
=E2=80=98ANYTHING' FROM
THE APP STORE (3 MINUTE READ) [23]=20
Apple i=
s not okay with apps that can change their own behavior by
generating and=
running code outside of App Store review.=20
AI AGENTS COULD MAKE FREE=
SOFTWARE MATTER AGAIN (30 MINUTE READ) [24]
AI will create more s=
oftware that is free to run, study, modify, and
share.=20
Love TLDR? T=
ell your friends and get rewards!
Share your referral link below with=
friends to get free TLDR swag!=20
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5]=20
=09=09 Track your referrals here. [26]=20
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If your company is interested in reaching an audie=
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executives, decision-makers and engineers, you may want to AD=
VERTISE
WITH US [27].=20
Want to work at TLDR? =F0=9F=92=BC
APPL=
Y HERE [28], CREATE YOUR OWN ROLE [29] or send a friend's resume
to jobs@=
tldr.tech and get $1k if we hire them! TLDR is one of INC.'S
BEST BOOTSTR=
APPED BUSINESSES [30] of 2025.=20
If you have any comments or feedback,=
just respond to this email!=20
Thanks for reading,=20
Dan Ni [31] & Ste=
phen Flanders [32]=20
Manage your subscriptions [33] to our other newsl=
etters on tech,
startups, and programming. Or if TLDR isn't for you, plea=
se
unsubscribe [34].=20
=20
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<div style=3D"display: none; max-height: 0px; overflow: hidden;">Apple is r= ecommitting to its core business model of selling hardware and services. It=
knows its homegrown AI technology lags behind competitors =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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<div style=3D"text-align: center;">
<h1><strong>TLDR <span id=3D"date">2026-03-31</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"
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<span>
<strong>Speak naturally. Send witho=
ut fixing. (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%2Fref.wisprflow.ai%2Ftldr/3/0100019d438d603d-f404490b= -11e7-43d6-93e0-285d14a44568-000000/E8-j6KXYIkcBj-VQDOTN0AOK7lS_D_8B8HQ-GHA= ENlI=3D450" rel=3D"noopener noreferrer nofollow" target=3D"_blank"><span>Wi= spr Flow</span></a> turns your voice into clean, sendable text in any app. = Not rough transcription you have to fix. Text you actually send.
<p></p>
<li><strong>4x faster than typing.</strong> Emails, Slack threads, docs, AI=
prompts, brainstorms. Dictate anything, anywhere.</li>
<li><strong>89% of messages sent with zero edits.</strong> Flow strips fill=
er words, fixes grammar, and formats as you speak.</li>
<li><strong>Works in every app on every device.</strong> Mac, Windows, iPho= ne, and Android. One tap, start talking.</li>
</ul>
<p>Millions of people use Flow daily, including teams at OpenAI, Vercel, an=
d Clay.</p>
<p><a href=3D"
https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fref.wispr= flow.ai%2Ftldr/4/0100019d438d603d-f404490b-11e7-43d6-93e0-285d14a44568-0000= 00/7j2BCEZEuTPIDBuTDyReyBeTKCWhDmWN1b0OPE8xkrc=3D450" rel=3D"noopener noref= errer nofollow" target=3D"_blank"><span>Try Wispr Flow Free</span></a> | <a=
href=3D"
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<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%2Flinks.tldrnewsletter.com%2Fuzol4Z/1/0100019d438d603d-f4= 04490b-11e7-43d6-93e0-285d14a44568-000000/34BdrD3_QQ3ZkiMGRj3twjDAK7wariCrK= 96TbMdYJvU=3D450">
<span>
<strong>The Sudden Fall of OpenAI's=
Most Hyped Product Since ChatGPT (14 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Sora was hyped as AI's next consumer-fr= iendly frontier, and even Disney signed onto the vision. OpenAI then sudden=
ly killed the project, with many Disney executives learning about the decis= ion less than an hour before it was announced. OpenAI needed to free up mor=
e computing resources, and Sora was using far too much. The product wasn't = profitable, and every user drew down a finite resource. CEO Sam Altman says=
the move was a difficult but necessary sacrifice toward the company's larg=
er goals.
</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%2Fwfr2Uy/1/0100019d438d603d-f4= 04490b-11e7-43d6-93e0-285d14a44568-000000/u5iRaCsctlervbnqyRPAPM0BppG2Xapi_= gvjxW3MZVU=3D450">
<span>
<strong>Apple Pivots Its AI Strateg=
y to App Store, Search-Like Platform Approach (13 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Apple is recommitting to its core busin= ess model of selling hardware and services. It knows its homegrown AI techn= ology lags behind competitors, so it is focusing on its core strengths. His= torically, Apple's software has been about driving product sales rather tha=
n generating revenue in their own right. It plans to embed just enough AI i=
n its OSes to keep users from defecting, while opening Siri and Apple Intel= ligence to third-party services. This approach leverages its hardware, make=
s its products more customizable, and keeps the company in control of its e= cosystem.
</span>
</span>
</div>
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</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= =9A=80</span></div>
</div>
</td></tr></tbody></table>
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<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%2Fwww.technologyreview.com%2F2026%2F03%2F30%2F1134780%2Fr= 3-bio-brainless-human-clones-full-body-replacement-john-schloendorn-aging-l= ongevity%2F%3Futm_source=3Dtldrnewsletter/1/0100019d438d603d-f404490b-11e7-= 43d6-93e0-285d14a44568-000000/H549zFDzzOGUlThR1llMfz3Y0mkry7yVpLpCS-FRN-4= =3D450">
<span>
<strong>Inside the stealthy startup=
that pitched brainless human clones (29 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
A Californian startup called R3 has rai= sed funds to create non-sentient monkey 'organ sacks' as an alternative to = animal testing. The startup's founder reportedly secretly pitched a vision = where the startup creates 'brainless clones' to serve as backups for human = bodies. This could be in the form of a baby version of a person with enough=
brain structure to be alive in case they ever need a new kidney or liver, =
or it may even be possible to one day transplant a brain into a younger clo=
ne to gain a second lifespan. The company has denied that it ever made the = pitch, saying that any allegations of intent or conspiracy to create human = clones or humans with brain damage are categorically false.
</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%2Fsockpuppet.org%2Fblog%2F2026%2F03%2F30%2Fvulnerability-= research-is-cooked%2F%3Futm_source=3Dtldrnewsletter/1/0100019d438d603d-f404= 490b-11e7-43d6-93e0-285d14a44568-000000/il8icOFFxVsg930swunS_h265n72xC7XiBn= HsTJZwWM=3D450">
<span>
<strong>Vulnerability Research Is C= ooked (16 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Coding agents will soon drastically alt=
er both the practice and the economics of exploit development. A substantia=
l amount of the high-impact vulnerability research will just be pointing an=
agent at a source three and telling it to find zero days. This will profou= ndly alter information security and the Internet itself.
</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>
</td></tr></tbody></table>
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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%2Ffandf.co%2F4d7JdY7%3Futm_source=3Dtldrnewsletter/1/0100= 019d438d603d-f404490b-11e7-43d6-93e0-285d14a44568-000000/zy0un0zrt6E39sWpVU= b5hu5lQP_jS3quccy_cfGvvmg=3D450">
<span>
<strong>Kestra [26K GitHub stars]: = The automation crisis ends here. (Sponsor)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Your stack is held together by legacy c= ron jobs, scripts, and fragile pipelines=E2=80=94and it's breaking. Kestra =
is an open-source, event-driven orchestrator to run your <strong>infrastruc= ture, data, APIs, and AI workflows</strong> in one place. Define everything=
as code. Trigger in real time. Scale to millions. No glue code. No duct ta= pe. Just reliable orchestration. Used by Apple, JPMorgan Chase, and Toyota.=
<a href=3D"
https://tracking.tldrnewsletter.com/CL0/https:%2F%2Ffandf.co%2F= 4d7JdY7/1/0100019d438d603d-f404490b-11e7-43d6-93e0-285d14a44568-000000/mnaf= exVa22963uGSPNQO3xZzoIkgO8oBESXiFAodzAo=3D450" rel=3D"noopener noreferrer n= ofollow" target=3D"_blank"><span>Discover Kestra.</span></a>
</span>
</span>
</div>
</td></tr></tbody></table>
<table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=
<div class=3D"text-block">
<span>
<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fgithub.com%2Fopenai%2Fcodex-plugin-cc%3Futm_source=3Dtl= drnewsletter/1/0100019d438d603d-f404490b-11e7-43d6-93e0-285d14a44568-000000= /3PLrSU6FAu1Bl01js2B22aV9P2odljS91pIlS3yu-0Q=3D450">
<span>
<strong>Codex plugin for Claude Cod=
e (GitHub Repo)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
This plugin enables Claude Code users t=
o start using Codex from the workflow they already have. Users can use Code=
x from inside Claude Code for code reviews or delegate tasks to Codex. The = plugin uses the local Codex CLI, so existing sign-in methods and configs st= ill apply. It also uses the same repository checkout and machine-local envi= ronment.
</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%2Fnader.substack.com%2Fp%2Fengineering-for-agents-that-ne= ver%3Futm_source=3Dtldrnewsletter/1/0100019d438d603d-f404490b-11e7-43d6-93e= 0-285d14a44568-000000/Huir_4uSd1eqaLnQsCgBmY3ViA85XIv0f5fqOLJnKcc=3D450">
<span>
<strong>Engineering for Agents That=
Never Sleep (2 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Most of the signals that trigger engine= ering work are already machine-readable. The current bottleneck is where a = human reads that signal, interprets it, and then types a prompt telling the=
agent what the signal already said. Give agents comprehensive unit tests s=
o they can verify their own output, good documentation to discover context,=
reproducible dev environments to run code, and rich system accounting. Thi=
s scaffolding will enable agents that can close incidents around the clock.
</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%2FpfuLPz/1/0100019d438d603d-f4= 04490b-11e7-43d6-93e0-285d14a44568-000000/s7jKidrN4pnuaPp6r3aFFLaHkrAkvOvxg= cXyQxQq-uE=3D450">
<span>
<strong>To Lure Top AI Talent, Star= tups Are Turning to Cold Hard Cash (6 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
High-growth AI startups are flush with = venture capital. Combined with a wildly competitive talent market, this has=
caused increasingly creative incentive structures and more cash-heavy offe= rs. Startups are focusing on hiring the best as they need to stay lean and = small. This is creating a split economy in the tech industry where the top =
5% to 10% of candidates are getting all of the offers and the rest are stru= ggling.
</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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<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fdavidoks.blog%2Fp%2Fhow-the-spreadsheet-reshaped-americ= a%3Futm_source=3Dtldrnewsletter/1/0100019d438d603d-f404490b-11e7-43d6-93e0-= 285d14a44568-000000/nDe_LQpoTkdEf8DsAgFmjkAL8c5IiFxLYqK1FfBQLzk=3D450">
<span>
<strong>Seeing like a spreadsheet (=
28 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
AI will see much further than the sprea= dsheet ever could. It will allow businesses to accomplish incredible things=
, and make possible coordinations of labor and capital more ambitious than = anything we can imagine today. However, as corporations become dominated by=
AI systems, the most human elements of organizations may be devalued or di= scarded entirely. Great organizations are great because of something irredu= cible about the collection and organization of particular people toward par= ticular ends.
</span>
</span>
</div>
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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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<h1><strong>Quick Links</strong></h1>
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<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fgo.granola.ai%2Fadops-tldr-tech%3Futm_source=3Dtldrnews= letter/1/0100019d438d603d-f404490b-11e7-43d6-93e0-285d14a44568-000000/vgsF-= sLh7HtXGASVrfeznK18jqCdE8s7LY3O0GdLnrE=3D450">
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<strong>=F0=9F=8E=81 Get 1 free mon=
th of Granola - the AI notepad you keep hearing about (Sponsor)</strong>
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Granola transcribes directly from your = device audio, so no bot ever joins the call. Jot down what matters, and Gra= nola makes your notes awesome. <a href=3D"
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<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Ftomtunguz.com%2Fjevons-to-veblen%2F%3Futm_source=3Dtldr= newsletter/1/0100019d438d603d-f404490b-11e7-43d6-93e0-285d14a44568-000000/E= fPiR-50Tg9I8GPaQsoOgz5yh24MlzsuCXjwOjfh97U=3D450">
<span>
<strong>Veblen & Jevon Walk Int=
o a Data Center (3 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Jevon's Paradox states that the cheaper=
a product becomes, the more it is consumed, and Veblen goods are those who=
se demand increases with price - it is unknown which way the AI industry wi=
ll go.
</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=
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<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2F9to5mac.com%2F2026%2F03%2F30%2Fmeta-testing-paid-instag= ram-service-that-lets-users-secretly-view-stories%2F%3Futm_source=3Dtldrnew= sletter/1/0100019d438d603d-f404490b-11e7-43d6-93e0-285d14a44568-000000/OUSF= B0t3ZL_4oUaHtUQ5oL-_i7fzXnvqA14HJE3UKl0=3D450">
<span>
<strong>Meta testing paid Instagram=
service that lets users secretly view Stories (1 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Instagram Plus is being tested in selec=
t markets, including the Philippines, Japan, and Mexico, with the plans cos= ting the equivalent of $2 USD per month.
</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%2Fclifford.ressel.fyi%2Fblog%2Fcost-to-implement-vs-verif= y%2F%3Futm_source=3Dtldrnewsletter/1/0100019d438d603d-f404490b-11e7-43d6-93= e0-285d14a44568-000000/GH0S9FVIPrS3IrINTPAyCxU7UadnthpoFHMeUGI2mIU=3D450">
<span>
<strong>Cost to Implement vs Cost t=
o Verify (11 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
The cost to implement is the time and e= xpertise needed to produce code, and the cost to verify is the time and exp= ertise needed to confirm the code is correct.
</span>
</span>
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<span>
<strong>Make smarter application de= cisions with Azure Copilot Migration Agent (Sponsor)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Stop guessing what to modernize. This p= laybook from Microsoft's Azure Copilot Migration Agent team gives you strat= egies to decide what to re-platform, refactor, and what to leave as is. <a = href=3D"
https://tracking.tldrnewsletter.com/CL0/https:%2F%2Ffandf.co%2F4bW0= xgr/1/0100019d438d603d-f404490b-11e7-43d6-93e0-285d14a44568-000000/djb-aeAO= dcLYBcS1hA-rNqnzyoADgIaQPGn_rJIPF-U=3D450" rel=3D"noopener noreferrer nofol= low" target=3D"_blank"><span>Try it yourself=E2=80=93download a copy today<= /span></a>.
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<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fdheer.co%2Ftickets-are-prompts%2F%3Futm_source=3Dtldrne= wsletter/1/0100019d438d603d-f404490b-11e7-43d6-93e0-285d14a44568-000000/e3c= 2B8akwsP2srdmOBIem56XM3nuYOWdLDDW6R-svpQ=3D450">
<span>
<strong>Your ticket is a prompt (2 = minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Tickets are now handled by agents, and = they only have the words on the ticket, and no other context.
</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%2F9to5mac.com%2F2026%2F03%2F30%2Fapple-steps-up-crackdown= -on-vibe-coding-apps-pulls-anything-from-the-app-store%2F%3Futm_source=3Dtl= drnewsletter/1/0100019d438d603d-f404490b-11e7-43d6-93e0-285d14a44568-000000= /hZCSYogECmglabokpopbfBQnQbt8K2lft34GvaoGsLM=3D450">
<span>
<strong>Apple steps up crackdown on=
vibe coding apps, pulls =E2=80=98Anything' from the App Store (3 minute re= ad)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Apple is not okay with apps that can ch= ange their own behavior by generating and running code outside of App Store=
review.
</span>
</span>
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</td></tr></tbody></table>
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<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fwww.gjlondon.com%2Fblog%2Fai-agents-could-make-free-sof= tware-matter-again%2F%3Futm_source=3Dtldrnewsletter/1/0100019d438d603d-f404= 490b-11e7-43d6-93e0-285d14a44568-000000/qygfYe3z57ZBnwKebrnM7HxTsPdvYBsvIXP= X6fLAjxw=3D450">
<span>
<strong>AI Agents Could Make Free S= oftware Matter Again (30 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
AI will create more software that is fr=
ee to run, study, modify, and share.
</span>
</span>
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