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AI models are now beginning to make progress in solving unsolved
problems=
. It is so good that strong engineers are now handing their
coding to
A=
I=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 [TLDR] [4]
TLDR 2026-01-27
=
REACH REAL BUYERS IN TLDR INSTEAD OF FIGHTING FOR ATTENTION ON SOCIAL
(SP=
ONSOR) [4]=20
TLDR puts you in front of your target audience with almos=
t no
competition. Each issue features only three advertisers max, giving=
your message the space it needs to stand out. Millions of developers,
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product managers, CEOs, and other tech decision makers actually see
what =
you have to say. Learn more [4] about running a test campaign.=20
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=F0=9F=93=B1=20
BIG TECH & STARTUPS
APPLE'S AIRTAG 2 IS EASIER TO =
FIND THANKS TO NEW CHIP (2 MINUTE READ)
[5]=20
Apple's new AirTag, si=
mply dubbed 'the new AirTag', features a new
Bluetooth chip that offers s=
ubstantial improvements. It can work with
the Precision Finding feature i=
n the Find My app to find items up to
50% farther away. The speaker is al=
so 50% louder. The new AirTag
doesn't introduce any major new features, o=
nly updates to the device's
accuracy, volume, and range.=20
MICROSOFT=
INTRODUCES NEWEST IN-HOUSE AI CHIP (5 MINUTE READ) [6]=20
The Microsof=
t Azure Maia 200 is a new in-house AI server chip
designed for inferencin=
g AI models with ludicrous speeds. It is the
most efficient inference sys=
tem Microsoft has ever deployed. The chip
gives 30% more performance per =
dollar and 50% higher TDP than the
first-gen Maia 100. It can hit up to 1=
0 petaflops of FP4 compute,
three times higher than Amazon's Trainium3. =
=F0=9F=9A=80=20
SCIENCE & FUTURISTIC TECHNOLOGY
BUILDING BRA=
INS ON A COMPUTER (40 MINUTE READ) [7]=20
Before we simulate human brai=
ns, we first need to demonstrate mastery
at the sub-million-neuron-brain =
level. Achieving this goal will depend
primarily on more and better data,=
which is bottlenecked by funding
and the achievement of some key technol=
ogical breakthroughs. It will
soon be feasible thanks to a couple of rece=
nt advances. We are nearly
capable of overcoming such bottlenecks at the =
scale of insect-sized
organisms.=20
SEEING LIKE A SEDAN (40 MINUTE RE=
AD) [8]=20
Tesla robotaxis navigate using an array of cameras, while Wa=
ymos uses
LIDAR technology along with a suite of complementary sensors. T=
esla
challenged convention, but it has quietly reintroduced radar, and it=
is possible it may bring in other modalities. The paths for the two
co=
mpanies seem likely to converge in the future. This means that
instead of=
debating whether cameras or LIDAR is better, regulators
should be asking=
whether robotaxis in general are as safe as human
drivers.=20
=
=F0=9F=92=BB=20
PROGRAMMING, DESIGN & DATA SCIENCE
[DATADOG EBOOK]=
6 STEPS TO DIAGRAM YOUR CLOUD ARCHITECTURE (SPONSOR)
[9]=20
If you c=
an't see how traffic moves, you can't truly calculate cost or
detect late=
ncy issues =E2=80=94 especially if you use dozens of services. In
this eB=
ook, Datadog & AWS Solutions Architects provide 6 steps to
diagramming yo=
ur cloud architecture [9] at the infra and traffic
levels. Download your =
copy [9]=20
A FEW RANDOM NOTES FROM CLAUDE CODING QUITE A BIT LAST FEW =
WEEKS (7
MINUTE READ) [10]=20
AI agent capabilities crossed a thresho=
ld at the end of last year.
This has caused a phase shift in software eng=
ineering. The
intelligence part is a bit ahead of integration, so there i=
s a need
for new organizational workflows and processes. This year will b=
e a
high-energy year as the industry digests the new capability.=20
3=
7SIGNALS ISN'T SMARTER THAN YOU, BUT THEY ARE DIFFERENT (3 MINUTE
READ) [=
11]=20
37signals' engineering strategy results in good code. The compan=
y
stays small, cuts scope ruthlessly, and hires well. Its strategy
crea=
tes a flywheel where developers maintain less code, allowing them
to appl=
y more fixup/review cycles, creating a cleaner code base, which
helps to =
reduce headcount. Most companies can't adopt the strategy
because they th=
ink more features equals more money.=20
=F0=9F=8E=81=20
MISCELLANEOUS=
THE ADOLESCENCE OF TECHNOLOGY (142 MINUTE READ) [12]=20
AI model=
s are now beginning to make progress in solving unsolved
mathematical pro=
blems. It is so good that strong engineers are now
handing their coding t=
o AI. Similar improvements are occurring across
biological science, finan=
ce, physics, and a variety of agentic tasks.
If progress continues, it wi=
ll only be a few years before AI is better
than humans at essentially eve=
rything. This could result in a serious
civilizational challenge that wil=
l require decisive and careful
action.=20
THE BEHAVIORAL COST OF PERS=
ONALIZED PRICING (7 MINUTE READ) [13]=20
Today's personalized pricing i=
s different. The average person
probably doesn't even know that haggling =
is an option or the factors
that contribute to personalized pricing. In t=
he future, people will
cultivate their digital representations so they ca=
n get the lowest
prices and best treatment. This access could even be sol=
d to others
who aren't so careful.=20
=E2=9A=A1=20
QUICK LINKS
=
TLDR IS HIRING A CURATOR FOR TLDR IT! (TLDR CURATOR, ~5 HRS/WEEK)=20
=
We are launching a brand new newsletter covering IT and enterprise
te=
ch.
If you are an IT leader interested in writing for us, please send you=
r
resume or LinkedIn to=C2=
A0itcurator@tldr.tech!=20
CLOSING THE SOFT=
WARE LOOP (5 MINUTE READ) [14]=20
The Holy Grail of software developmen=
t is full self-improvement, and
the key to building this is a system that=
can autonomously generate
bug reports and understand features that users=
will want.=20
PERFORMANCE HINTS (58 MINUTE READ) [15]=20
This post=
is a review of a blog post written by Jeff Dean and Sanjay
Ghemawat, the=
power duo who arguably made Google what it is today.=20
SPACEX STARSHI=
P V3 GETS LAUNCH DATE UPDATE FROM ELON MUSK (1 MINUTE
READ) [16]=20
S=
tarship Flight 12 will launch in six weeks.=20
SAAS, WIDELY MISUNDERSTO=
OD (15 MINUTE READ) [17]=20
Replacing SaaS with AI would cost more and =
deliver a lower-quality
product in almost all scenarios, so it makes no s=
ense from an economic
or product perspective.=20
TSMC RISK (16 MINUTE=
READ) [18]=20
The only way to actually meet demand in 2028 and beyond =
is to have
competition in the foundry space.=20
LIFE ON CLAUDE NINE (=
26 MINUTE READ) [19]=20
Claude makes problems that used to take hours t=
ake minutes,
automating every tedious task away.=20
Love TLDR? Tell yo=
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If you have any comments or feedback, just =
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Thanks for reading,=20
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Manage your subscriptions [28] to our other newsletters=
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<div style=3D"display: none; max-height: 0px; overflow: hidden;">AI models = are now beginning to make progress in solving unsolved problems. It is so g= ood that strong engineers are now handing their coding to AI =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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le !important; height: 100%;" alt=3D"TLDR"></a></td></tr></tbody></table>
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<div style=3D"text-align: center;">
<h1><strong>TLDR <span id=3D"date">2026-01-27</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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<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fadvertise.tldr.tech%2F%3Futm_source=3Dtldr%26utm_medium= =3Dnewsletter%26utm_campaign=3Dprimary01222026/2/0100019bff31da4f-39295e60-= 9481-4930-8e07-b2c1d501df2f-000000/ntod1hyDqZ7yrTEunEydGIpHiaTzokNuMgf2ThwG= s8g=3D441">
<span>
<strong>Reach real buyers in TLDR i= nstead of fighting for attention on social (Sponsor)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
TLDR puts you in front of your target a= udience with almost no competition. Each issue features only three advertis= ers max, giving your message the space it needs to stand out. Millions of d= evelopers, product managers, CEOs, and other tech decision makers actually = see what you have to say. <a href=3D"
https://tracking.tldrnewsletter.com/CL= 0/https:%2F%2Fadvertise.tldr.tech%2F%3Futm_source=3Dtldr%26utm_medium=3Dnew= sletter%26utm_campaign=3Dprimary01222026/3/0100019bff31da4f-39295e60-9481-4= 930-8e07-b2c1d501df2f-000000/2JGbZDwPjQ9Bi5Zo3qdZ1HfNW-C74we44QeVO_AE4K4=3D= 441" rel=3D"noopener noreferrer nofollow" target=3D"_blank"><span>Learn mor= e</span></a> about running a test campaign.
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<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>
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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%2Farstechnica.com%2Fgadgets%2F2026%2F01%2Fapple-introduce= s-new-airtag-with-better-range-and-a-louder-speaker%2F%3Futm_source=3Dtldrn= ewsletter/1/0100019bff31da4f-39295e60-9481-4930-8e07-b2c1d501df2f-000000/_P= 12WjIS0G-JvWJZrgZpwxX1EfrFEi_CLqBoupqa-tk=3D441">
<span>
<strong>Apple's AirTag 2 is easier =
to find thanks to new chip (2 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Apple's new AirTag, simply dubbed 'the = new AirTag', features a new Bluetooth chip that offers substantial improvem= ents. It can work with the Precision Finding feature in the Find My app to = find items up to 50% farther away. The speaker is also 50% louder. The new = AirTag doesn't introduce any major new features, only updates to the device=
's accuracy, volume, and range.
</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.tomshardware.com%2Fpc-components%2Fcpus%2Fmicrosoft= -introduces-newest-in-house-ai-chip-maia-200-is-faster-than-other-bespoke-n= vidia-competitors-built-on-tsmc-3nm-with-216gb-of-hbm3e%3Futm_source=3Dtldr= newsletter/1/0100019bff31da4f-39295e60-9481-4930-8e07-b2c1d501df2f-000000/K= Jqe5TUmFS0rW04FTiJAsg6zo_ja3n8q8Yy2oSn09Xk=3D441">
<span>
<strong>Microsoft introduces newest=
in-house AI chip (5 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
The Microsoft Azure Maia 200 is a new i= n-house AI server chip designed for inferencing AI models with ludicrous sp= eeds. It is the most efficient inference system Microsoft has ever deployed=
. The chip gives 30% more performance per dollar and 50% higher TDP than th=
e first-gen Maia 100. It can hit up to 10 petaflops of FP4 compute, three t= imes higher than Amazon's Trainium3.
</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>
</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%2Fwww.asimov.press%2Fp%2Fbrains%3Futm_source=3Dtldrnewsle= tter/1/0100019bff31da4f-39295e60-9481-4930-8e07-b2c1d501df2f-000000/Bi7bJUn= d60gAgdkDpIlp7IXBUjGRwYqkjB7IbYf-JIc=3D441">
<span>
<strong>Building Brains on a Comput=
er (40 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Before we simulate human brains, we fir=
st need to demonstrate mastery at the sub-million-neuron-brain level. Achie= ving this goal will depend primarily on more and better data, which is bott= lenecked by funding and the achievement of some key technological breakthro= ughs. It will soon be feasible thanks to a couple of recent advances. We ar=
e nearly capable of overcoming such bottlenecks at the scale of insect-size=
d organisms.
</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%2Fasteriskmag.com%2Fissues%2F13%2Fseeing-like-a-sedan%3Fu= tm_source=3Dtldrnewsletter/1/0100019bff31da4f-39295e60-9481-4930-8e07-b2c1d= 501df2f-000000/FuT6iOIKZVsxWdxveH6OIAZl7HBf1pEQBMpQ6nKRhqk=3D441">
<span>
<strong>Seeing Like a Sedan (40 min= ute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Tesla robotaxis navigate using an array=
of cameras, while Waymos uses LIDAR technology along with a suite of compl= ementary sensors. Tesla challenged convention, but it has quietly reintrodu= ced radar, and it is possible it may bring in other modalities. The paths f=
or the two companies seem likely to converge in the future. This means that=
instead of debating whether cameras or LIDAR is better, regulators should =
be asking whether robotaxis in general are as safe as human drivers.
</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%2Fwww.datadoghq.com%2Fresources%2Fdesigning-cloud-archite= cture%2F%3Futm_source=3Dtldrnewsletter%26utm_medium=3Dnewsletter%26utm_camp= aign=3Ddg-coreplatform-ww-cloud-architecture-tldr/1/0100019bff31da4f-39295e= 60-9481-4930-8e07-b2c1d501df2f-000000/HqSdkLq9wVVHCCf2M6ahQSge4EOYxV6A5lFF8= 37dlHs=3D441">
<span>
<strong>[Datadog eBook] 6 steps to = diagram your cloud architecture (Sponsor)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
If you can't see how traffic moves, you=
can't truly calculate cost or detect latency issues =E2=80=94 especially i=
f you use dozens of services. In this eBook, Datadog & AWS Solutions Ar= chitects provide <a href=3D"
https://tracking.tldrnewsletter.com/CL0/https:%= 2F%2Fwww.datadoghq.com%2Fresources%2Fdesigning-cloud-architecture%2F%3Futm_= source=3Dtldrnewsletter%26utm_medium=3Dnewsletter%26utm_campaign=3Ddg-corep= latform-ww-cloud-architecture-tldr/2/0100019bff31da4f-39295e60-9481-4930-8e= 07-b2c1d501df2f-000000/e6_tNOEiZ1LUfHk3ElL1KdygDzJlHzZ_WDYSb3li5bo=3D441" r= el=3D"noopener noreferrer nofollow" target=3D"_blank"><span>6 steps to diag= ramming your cloud architecture</span></a> at the infra and traffic levels.=
<a href=3D"
https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.datadog= hq.com%2Fresources%2Fdesigning-cloud-architecture%2F%3Futm_source=3Dtldrnew= sletter%26utm_medium=3Dnewsletter%26utm_campaign=3Ddg-coreplatform-ww-cloud= -architecture-tldr/3/0100019bff31da4f-39295e60-9481-4930-8e07-b2c1d501df2f-= 000000/eNWDgH9lwtSYwRbdVSL5kSm3bTR_jLeVgHsqACFEqcM=3D441" rel=3D"noopener n= oreferrer nofollow" target=3D"_blank"><span>Download your copy</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%2Fxcancel.com%2Fkarpathy%2Fstatus%2F2015883857489522876%3= Futm_source=3Dtldrnewsletter/1/0100019bff31da4f-39295e60-9481-4930-8e07-b2c= 1d501df2f-000000/lkATR1DcYELYZWs5FQjHEcHMbhSmfhqemuZ7rcLiJdA=3D441">
<span>
<strong>A few random notes from Cla= ude coding quite a bit last few weeks (7 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
AI agent capabilities crossed a thresho=
ld at the end of last year. This has caused a phase shift in software engin= eering. The intelligence part is a bit ahead of integration, so there is a = need for new organizational workflows and processes. This year will be a hi= gh-energy year as the industry digests the new capability.
</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.nateberkopec.com%2Fblog%2F37signals-is-not-smarter-= than-you%2F%3Futm_source=3Dtldrnewsletter/1/0100019bff31da4f-39295e60-9481-= 4930-8e07-b2c1d501df2f-000000/PYP3tbyX9XqBPF_xuWS7XB-PZy92QVv8Jix_TbGHQ1I= =3D441">
<span>
<strong>37signals Isn't Smarter Tha=
n You, But They Are Different (3 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
37signals' engineering strategy results=
in good code. The company stays small, cuts scope ruthlessly, and hires we= ll. Its strategy creates a flywheel where developers maintain less code, al= lowing them to apply more fixup/review cycles, creating a cleaner code base=
, which helps to reduce headcount. Most companies can't adopt the strategy = because they think more features equals more money.
</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%2Fwww.darioamodei.com%2Fessay%2Fthe-adolescence-of-techno= logy%3Futm_source=3Dtldrnewsletter/1/0100019bff31da4f-39295e60-9481-4930-8e= 07-b2c1d501df2f-000000/0iPGvy24o0goq6s361laPkjxY2EHuMGvhatjRDksjZ0=3D441">
<span>
<strong>The Adolescence of Technolo=
gy (142 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
AI models are now beginning to make pro= gress in solving unsolved mathematical problems. It is so good that strong = engineers are now handing their coding to AI. Similar improvements are occu= rring across biological science, finance, physics, and a variety of agentic=
tasks. If progress continues, it will only be a few years before AI is bet= ter than humans at essentially everything. This could result in a serious c= ivilizational challenge that will require decisive and careful action.
</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%2Fdigitalseams.com%2Fblog%2Fthe-behavioral-cost-of-person= alized-pricing%3Futm_source=3Dtldrnewsletter/1/0100019bff31da4f-39295e60-94= 81-4930-8e07-b2c1d501df2f-000000/BWkPJfTotn0hZHpO9aLe5cMI7ljySpwa_3zT4_2Wqe= A=3D441">
<span>
<strong>The behavioral cost of pers= onalized pricing (7 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Today's personalized pricing is differe= nt. The average person probably doesn't even know that haggling is an optio=
n or the factors that contribute to personalized pricing. In the future, pe= ople will cultivate their digital representations so they can get the lowes=
t prices and best treatment. This access could even be sold to others who a= ren't so careful.
</span>
</span>
</div>
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<a href=3D"
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<span>
<strong>Closing the Software Loop (=
5 minute read)</strong>
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<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
The Holy Grail of software development =
is full self-improvement, and the key to building this is a system that can=
autonomously generate bug reports and understand features that users will = want.
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e read)</strong>
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This post is a review of a blog post wr= itten by Jeff Dean and Sanjay Ghemawat, the power duo who arguably made Goo= gle what it is today.
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Starship Flight 12 will launch in six w= eeks.
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Replacing SaaS with AI would cost more = and deliver a lower-quality product in almost all scenarios, so it makes no=
sense from an economic or product perspective.
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<strong>TSMC Risk (16 minute read)<= /strong>
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<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
The only way to actually meet demand in=
2028 and beyond is to have competition in the foundry space.
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<strong>Life on Claude Nine (26 min= ute read)</strong>
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Claude makes problems that used to take=
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