Subj : xAI public all hands 🤖, inside Siri revamp 📱, AI changing everything 🌍
To : All
From : TLDR
Date : Thu Feb 12 2026 11:26 am
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Elon Musk has restructured xAI following the exit of two of its
co-founde=
rs earlier this week. xAI will now be organized into four
core
areas=
=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 [Tines] [4]
TLDR 2026-02-12
BUILD AGE=
NTS, AUTOMATIONS, AND APPS WITH TINES (SPONSOR) [4]=20
Need a workflow =
builder you can trust with mission-critical tasks,
but is also accessible=
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=E2=9A=A1=EF=B8=8F Automations that han=
dle repetitive operational tasks
=F0=9F=92=A1 Agents that assist with =
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=F0=9F=93=9D MCP servers that let AI=
interact safely with systems
=F0=9F=95=B8=EF=B8=8F Integrations that =
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=F0=9F=93=B1=20
BIG TECH & STARTUPS
MUSK RESTRUCTURES =
XAI'S TEAMS AFTER CO-FOUNDERS DEPART (4 MINUTE
READ) [7]=20
Elon Musk=
has restructured xAI following the exit of two of its
co-founders earlie=
r this week. xAI will now be organized into four
core areas: Grok's chatb=
ot and voice product, Coding, the Imagine
video product, and Macrohard. T=
he company plans to launch a new X Chat
app and X Money in the coming mon=
ths. It is currently looking to hire.
APPLE'S LATEST ATTEMPT TO LA=
UNCH NEW SIRI RUNS INTO SNAGS (9 MINUTE
READ) [8]=20
Several highly a=
nticipated Siri functions may be pushed back as
testing has run into snag=
s in recent weeks. Apple now plans to spread
out new capabilities over se=
veral versions, so some features will be
postponed until iOS 26.5 or iOS =
27. One feature especially likely to
slip is the expanded ability for Sir=
i to tap into personal data.
Another feature running behind schedule is v=
oice-based control of
in-app actions. While early support for these featu=
res exists, they
don't function reliably in all cases.=20
=F0=9F=9A=
=80=20
SCIENCE & FUTURISTIC TECHNOLOGY
SCENT, IN SILICO (37 MINUTE=
READ) [9]=20
Tech is starting to turn to AI to probe the possibility o=
f digitizing
smell in the hopes of understanding and manipulating this se=
nsory
modality. Programming smell may illuminate many mysteries about the=
sense. It could also have many practical applications, for example,
co=
mputational smell could help detect gas leaks, reduce reliance on
intensi=
ve natural ingredients for perfume, or lead to the creation of
entirely n=
ovel smells. This article takes a look at the state of the
research and t=
he future of the industry.=20
CHINA SHOWCASES NEW MOON SHIP AND REUSABL=
E ROCKET IN ONE
EXTRAORDINARY TEST (6 MINUTE READ) [10]=20
China's sp=
ace program successfully carried out a flight of a new
reusable booster a=
nd crew capsule late Tuesday. The Long March 10
rocket and Mengzhou space=
craft are core elements of China's lunar
architecture. The US and China a=
re racing to accomplish the next human
landing on the Moon in a competiti=
on for national prestige and lunar
resources. The successful test moves C=
hinese engineers closer to
human-rating the Mengzhou crew capsule. A vide=
o recapping the test
flight is available in the article.=20
=
=F0=9F=92=BB=20
PROGRAMMING, DESIGN & DATA SCIENCE
AI CODE REVIEW =
WITH COMMENTS YOU'LL ACTUALLY IMPLEMENT (SPONSOR) [11]
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sed my AI fatigue completely. The level of
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Try now for free [11]
CODING AGENTS MEET=
DISTRIBUTED REALITY (8 MINUTE READ) [12]=20
Most future distributed co=
de will be AI-generated. This makes it
important whether we ask AI to aim=
for ordinary imperative code or at
frameworks where distributed contract=
s are part of the language
surface. Targets like this help developers foc=
us on the right
questions rather than chasing shadows. AI can help build =
systems that
fail less often if given a target that reflects distributed =
reality.=20
HOW I USE CLAUDE CODE (15 MINUTE READ) [13]=20
Never le=
t Claude write code until you have reviewed and approved a
written plan. =
This separation of planning and execution prevents
wasted effort, keeps u=
sers in control of architectural decisions, and
produces significantly be=
tter results with minimal token usage. This
post describes a workflow tha=
t follows this core principle. The
workflow is radically different from h=
ow most people approach AI
tools.=20
=F0=9F=8E=81=20
MISCELLANEOUS=
SOMETHING BIG IS HAPPENING (28 MINUTE READ) [14]=20
AI works, it=
improves predictably, and the richest institutions in
history are commit=
ting trillions to it. It isn't a fad. The next few
years will be disorien=
ting in ways most people aren't prepared for.
The people who will come ou=
t of this best are the ones who start
engaging now.=20
TOOL SHAPED OB=
JECTS (9 MINUTE READ) [15]=20
The story of the AI boom so far is one wh=
ere the dominant narrative
about AI is not what it has built, but the rat=
e at which people are
consuming it, the rate at which companies are spend=
ing on GPU farms,
and the rate at which tools are being expensed. AI is e=
verywhere in
consumption and almost nowhere in output. We are spending
=
unprecedented sums to invest in systems, and the primary product of
that =
spending is the experience of spending it.=20
=E2=9A=A1=20
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THE AI VAMPIRE (13 MINUTE READ) [=
18]=20
AI can provide a lot of value, and this makes it necessary to
=
consider where that value is captured so that both employees and
companie=
s benefit.=20
US DECIDES SPACEX IS LIKE AN AIRLINE, EXEMPTING IT FROM L=
ABOR
RELATIONS ACT (5 MINUTE READ) [19]=20
SpaceX is regulated by the=
Railway Labor Act, which exempts employees
from the National Labor Relat=
ions Act.=20
IS CHINA COOKING WAYMO? (22 MINUTE READ) [20]=20
Chine=
se autonomous vehicle firms are way ahead of the American
competition in =
terms of international expansion.=20
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e Claude Skills to let non-technical teammates
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ows. Learn more [21].=20
WHAT'S WRONG WITH THIS IDEA? (3 MINUTE READ) [=
22]=20
Asking what is wrong with an idea can surface hazards early on. =
MOATS IN THE AGE OF AI (9 MINUTE READ) [23]=20
The companies wit=
h the strongest moats in an AI-commoditized world
will be energy and logi=
stics companies, compute companies, and
relationship-based companies.=20
=
THE OPENING, MIDGAME, AND ENDGAME IN STARTUPS (5 MINUTE READ) [24]=20
=
The opening phase of a startup involves the magic of transforming
fro=
m a few people into a 'startup', the midgame begins once
product-market f=
it has been reached, and the endgame is the infinite
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TLDR
Elon Musk =
has restructured xAI following the exit of two of its co-founders earlier t=
his week. xAI will now be organized into four core areas =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&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
Musk Restructures xAI's Tea=
ms After Co-Founders Depart (4 minute read)
Elon Musk has restructured xAI followin=
g the exit of two of its co-founders earlier this week. xAI will now be org=
anized into four core areas: Grok's chatbot and voice product, Coding, the =
Imagine video product, and Macrohard. The company plans to launch a new X C=
hat app and X Money in the coming months. It is currently looking to hire.
|
Apple's Latest Attempt to L=
aunch New Siri Runs Into Snags (9 minute read)
Several highly anticipated Siri functio=
ns may be pushed back as testing has run into snags in recent weeks. Apple =
now plans to spread out new capabilities over several versions, so some fea=
tures will be postponed until iOS 26.5 or iOS 27. One feature especially li=
kely to slip is the expanded ability for Siri to tap into personal data. An=
other feature running behind schedule is voice-based control of in-app acti=
ons. While early support for these features exists, they don't function rel=
iably in all cases.
|
|
Science & Futuristic Technology
|
Scent, In Silico (37 minute=
read)
Tech is starting to turn to AI to probe=
the possibility of digitizing smell in the hopes of understanding and mani=
pulating this sensory modality. Programming smell may illuminate many myste=
ries about the sense. It could also have many practical applications, for e=
xample, computational smell could help detect gas leaks, reduce reliance on=
intensive natural ingredients for perfume, or lead to the creation of enti=
rely novel smells. This article takes a look at the state of the research a=
nd the future of the industry.
|
China showcases new Moon sh=
ip and reusable rocket in one extraordinary test (6 minute read)
China's space program successfully carr=
ied out a flight of a new reusable booster and crew capsule late Tuesday. T=
he Long March 10 rocket and Mengzhou spacecraft are core elements of China'=
s lunar architecture. The US and China are racing to accomplish the next hu=
man landing on the Moon in a competition for national prestige and lunar re=
sources. The successful test moves Chinese engineers closer to human-rating=
the Mengzhou crew capsule. A video recapping the test flight is available =
in the article.
|
|
Programming, Design & Data Science
|
Coding Agents Meet Distribu=
ted Reality (8 minute read)
Most future distributed code will be AI=
-generated. This makes it important whether we ask AI to aim for ordinary i=
mperative code or at frameworks where distributed contracts are part of the=
language surface. Targets like this help developers focus on the right que=
stions rather than chasing shadows. AI can help build systems that fail les=
s often if given a target that reflects distributed reality.
|
How I Use Claude Code (15 m=
inute read)
Never let Claude write code until you h=
ave reviewed and approved a written plan. This separation of planning and e=
xecution prevents wasted effort, keeps users in control of architectural de=
cisions, and produces significantly better results with minimal token usage=
.. This post describes a workflow that follows this core principle. The work=
flow is radically different from how most people approach AI tools.
|
|
Something Big Is Happening =
(28 minute read)
AI works, it improves predictably, and =
the richest institutions in history are committing trillions to it. It isn'=
t a fad. The next few years will be disorienting in ways most people aren't=
prepared for. The people who will come out of this best are the ones who s=
tart engaging now.
|
Tool Shaped Objects (9 minu=
te read)
The story of the AI boom so far is one =
where the dominant narrative about AI is not what it has built, but the rat=
e at which people are consuming it, the rate at which companies are spendin=
g on GPU farms, and the rate at which tools are being expensed. AI is every=
where in consumption and almost nowhere in output. We are spending unpreced=
ented sums to invest in systems, and the primary product of that spending i=
s the experience of spending it.
|
|
The AI Vampire (13 minute r=
ead)
AI can provide a lot of value, and this=
makes it necessary to consider where that value is captured so that both e=
mployees and companies benefit.
|
Moats in the Age of AI (9 m=
inute read)
The companies with the strongest moats =
in an AI-commoditized world will be energy and logistics companies, compute=
companies, and relationship-based companies.
|
|
|
Love TLDR? Tell your friends and get rewards!
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Share your referral link below with friends to get free TLDR swag!
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.