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A bug report on the Chromium Issue Tracker has inadvertently leaked
the A=
ndroid desktop interface. The report was accompanied by two
screen
capt=
ures=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


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BIG TECH & STARTUPS

ANDROID'S FULL DESKTOP INTERFACE LEAKS (2 M=
INUTE READ) [7]=20

A bug report on the Chromium Issue Tracker has inadv=
ertently leaked
the Android desktop interface. The bug report, which was =
about Chrome
Incognito tabs, was accompanied by two screen captures. They=
show a
taller status bar compared to tablets, a Chrome interface that mo=
stly
aligns with the current large-screen Android version, and mostly
u=
nchanged desktop windowing. The screen captures are available in the
arti=
cle.=20

TESLA TO INVEST $2 BILLION IN ELON MUSK'S XAI, CANCEL TWO EV MO=
DELS
(3 MINUTE READ) [8]=20

Tesla entered into an agreement on Januar=
y 16 to invest in xAI's
Series E funding round. SpaceX also invested $2 b=
illion in xAI. Tesla
will end production for its Model S and Model X high=
er-end vehicles,
as they have seen sluggish sales compared with other mod=
els. The Model
X and S factory space will be used to manufacture Optimus =
robots.=20

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

SCIENCE & FUTURISTIC TECHNOLOGY

RESE=
ARCHERS ARE USING AI TO DECODE THE HUMAN GENOME (7 MINUTE READ)
[9]=20
=

AlphaGenome is an AI model that can make predictions about thousands
=
of genes. It was trained on a vast wealth of molecular data, allowing
it =
to predict things like whether a mutation will shut off a gene or
switch =
it on at the wrong time. The model is being deployed for use in
things li=
ke cancer research, but scientists are still wary of its
results. AlphaGe=
nome is still just a prediction tool, so scientists
still need to go to t=
he lab to verify its output.=20

VIDEO: CHINA'S 18 HUMANOID ROBOTS EMERG=
E FROM CRATES IN AN EX
MACHINA-LIKE SCENE (5 MINUTE READ) [10]=20

Lim=
X Dynamics has released a video showing 18 of its full-sized
humanoid rob=
ots autonomously performing a coordinated routine. The
showcase highlight=
s how teams of robots could be deployed and operate
on future manufacturi=
ng floors. LimX's robots run on the company's
newly introduced COSA syste=
m, which allows multiple humanoid robots to
function together autonomousl=
y. The COSA operating system unifies
perception models, learned skills, m=
emory, and basic emotional states
for sustained physical interaction in r=
eal-world settings. The video
is available in the article.=20

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

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THE FI=
VE LEVELS: FROM SPICY AUTOCOMPLETE TO THE DARK FACTORY (4
MINUTE READ) [1=
2]=20

The cost of code is dropping so fast that teams need to reconside=
r
their tech debt payment plans. Smart teams are deferring payment on
h=
uman hours today to pay them back with cheaper AI hours tomorrow.
Cashing=
in on those cheap hours requires understanding how to move
through the t=
iers of automation. Luckily, the federal government has
already completed=
a roadmap for autonomous cars. The five levels of
driving automation are=
a helpful guide on what companies should aim
for.=20

THE 80% PROBLEM=
IN AGENTIC CODING (20 MINUTE READ) [13]=20

AI writing most of the code=
places a disproportionate emphasis on the
human's role of owning outcome=
s, maintaining quality bars, and
ensuring that tests actually validate be=
havior. The danger is that the
AI succeeds so well that developers stop c=
hecking their outputs. AI is
an amplifier of development practices. Bad p=
rocesses will result in
accumulated debt at an unprecedented speed.=20
=

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

MISCELLANEOUS

AI ASSISTED INTERVIEWS (2 MINUTE =
READ) [14]=20

When faced with a problem, strong candidates stay calm, f=
orm precise
hypotheses, and then systematically test one hypothesis at a =
time
until they zero in on a solution. AI just accelerates this process.=

Weak candidates blindly try things, hoping something sticks. Their
pro=
cess remains sloppy when using AI. AI doesn't by default make
people perf=
orm better, it amplifies people's existing patterns.=20

AMAZON LAYING O=
FF ABOUT 16,000 CORPORATE WORKERS IN LATEST
ANTI-BUREAUCRACY PUSH (4 MINU=
TE READ) [15]=20

Amazon announced yesterday that it plans to eliminate =
about 16,000
corporate jobs in its second round of job cuts since last Oc=
tober. The
layoffs are part of an ongoing effort to strengthen the organi=
zation
by reducing layers, increasing ownership, and removing bureaucracy=
.
14,000 employees were let go across Amazon's corporate workforce
duri=
ng October's layoffs. Amazon has been cutting costs across its
businesses=
so that it can invest more in AI and the rapid build-out of
data centers=
. It recently closed its Fresh and Go grocery chains after
years of exper=
imentation.=20

=E2=9A=A1=20

QUICK LINKS

TLDR IS HIRING A CURATO=
R FOR TLDR IT! (TLDR CURATOR, ~5 HRS/WEEK)=20

We are launching a brand =
new newsletter covering IT and enterprise
tech.
If you are an IT leader=
interested in writing for us, please send your
resume or LinkedIn to=
=C2=A0itcurator@tldr.tech!=20

CAN AI COMPANIES BECOME PROFITABLE? (22 M=
INUTE READ) [16]=20

It's very possible - compute margins are falling, e=
nterprise deals
are stickier, and models can stay relevant longer than th=
e GPT-5 cycle
suggests.=20

BEAUTIFUL MERMAID (WEBSITE) [17]=20

Be=
autiful Mermaid is an open source library for rendering diagrams
that is =
ultrafast, fully themable, and designed for the age of AI.=20

WHITE HOU=
SE SET TO MEET WITH BANKS, CRYPTO COMPANIES TO BROKER
LEGISLATION COMPROM=
ISE (2 MINUTE READ) [18]=20

The summit, hosted by the White House's cry=
pto council, will discuss
a path forward for landmark crypto legislation.=
=20

IN TERMS OF ACTUAL USAGE, BYTEDANCE IS NOW BY FAR THE WORLD'S LARGE=
ST
AI COMPANY (2 MINUTE READ) [19]=20

Bytedance processes over 50 tri=
llion tokens a day, more than any US
tech company.=20

ELON MUSK REPOR=
TEDLY WANTS A JUNE SPACEX IPO TO ALIGN WITH HIS
BIRTHDAY, THE PLANETS (1 =
MINUTE READ) [20]=20

A June IPO would coincide with both his birthday a=
nd a rare alignment
of Mercury, Venus, and Jupiter.=20

NOBODY CARES A=
BOUT YOUR IDEA (1 MINUTE READ) [21]=20

People only care about themselve=
s and things that bring efficiency in
how they're already living or are s=
trongly motivated towards.=20

Love TLDR? Tell your friends and get rewar=
ds!

Share your referral link below with friends to get free TLDR swag=
!=20

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=09=09 Track your ref=
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If yo=
ur company is interested in reaching an audience of tech
executives, deci=
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Want to work at TLDR? =F0=9F=92=BC

APPLY HERE [25], CREATE YOUR OWN R=
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re them! TLDR is one of INC.'S
BEST BOOTSTRAPPED BUSINESSES [27] of 2025.=
=20

If you have any comments or feedback, just respond to this email! =


Thanks for reading,=20
Dan Ni [28] & Stephen Flanders [29]=20

Man=
age your subscriptions [30] to our other newsletters on tech,
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<div style=3D"display: none; max-height: 0px; overflow: hidden;">A bug repo=
rt on the Chromium Issue Tracker has inadvertently leaked the Android deskt=
op interface. The report was accompanied by two screen captures&nbsp;=E2=80= =8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80= =8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80= =8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80= =8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80= =8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80= =8C&nbsp;&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;= =E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;= =E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;= =E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;= =E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;= =E2=80=8C&nbsp;=E2=80=8C&nbsp;</div>

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<h1><strong>TLDR <span id=3D"date">2026-01-29</span></strong></h1>
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<strong>=F0=9F=9A=80 Faster mobile = app releases with 100% parallel automated QA (Sponsor)</strong>
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<span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
Manual testing on personal devices is <= strong>too slow and too limited</strong>. It forces teams to <strong>cut re= leases a week early</strong> just to test before submitting them to app sto= res. And without broad device coverage, issues slip through.<p></p><p><a hr= ef=3D"https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.qawolf.com%2F= %3Futm_source=3Dtldr%26utm_medium=3Dnewsletter%26utm_campaign=3DACQ_All_Dem= o_Conversions__NewsletterAudience_-_Newsletter_FasterMobileReleases_2026012= 9-None_Experiment-FALSE%26utm_term=3Dbody-QAWolf%26utm_content=3DFasterMobi= leReleases_ScheduleADemo_MobileQAInMinutesNotDays_Headline%253AFasterMobile= AppReleasesWith100PercentParallelAutomatedQA_0_0DF2CC%252CFFFFFF%252CF4BDEC= _1600x840_Newsletter-PrimaryPlacement_20260129_v1_/1/0100019c09a3634a-0a9e2= 9e3-5faf-499f-ac7b-e3d2edeaef44-000000/oHCjl2_3JazwUmmvys99dscFcwon64T21Qzo= rBHGeRo=3D442" rel=3D"noopener noreferrer nofollow" target=3D"_blank"><span= >QA Wolf</span></a> gets mobile apps to <a href=3D"https://tracking.tldrnew= sletter.com/CL0/https:%2F%2Fwww.qawolf.com%2F%3Futm_source=3Dtldr%26utm_med= ium=3Dnewsletter%26utm_campaign=3DACQ_All_Demo_Conversions__NewsletterAudie= nce_-_Newsletter_FasterMobileReleases_20260129-None_Experiment-FALSE%26utm_= term=3Dbody-QAWolf%26utm_content=3DFasterMobileReleases_ScheduleADemo_Mobil= eQAInMinutesNotDays_Headline%253AFasterMobileAppReleasesWith100PercentParal= lelAutomatedQA_0_0DF2CC%252CFFFFFF%252CF4BDEC_1600x840_Newsletter-PrimaryPl= acement_20260129_v1_/2/0100019c09a3634a-0a9e29e3-5faf-499f-ac7b-e3d2edeaef4= 4-000000/TxHvanVvBGTEcz9rdpV7yRTwuC0EerrOCn_nvRNbzdg=3D442" rel=3D"noopener=
noreferrer nofollow" target=3D"_blank"><span>80% automated test coverage i=
n weeks</span></a>. They create and maintain your test suite in Appium (no = vendor lock-in) =E2=80=94 and provide <a href=3D"https://tracking.tldrnewsl= etter.com/CL0/https:%2F%2Fwww.qawolf.com%2F%3Futm_source=3Dtldr%26utm_mediu= m=3Dnewsletter%26utm_campaign=3DACQ_All_Demo_Conversions__NewsletterAudienc= e_-_Newsletter_FasterMobileReleases_20260129-None_Experiment-FALSE%26utm_te= rm=3Dbody-QAWolf%26utm_content=3DFasterMobileReleases_ScheduleADemo_MobileQ= AInMinutesNotDays_Headline%253AFasterMobileAppReleasesWith100PercentParalle= lAutomatedQA_0_0DF2CC%252CFFFFFF%252CF4BDEC_1600x840_Newsletter-PrimaryPlac= ement_20260129_v1_/3/0100019c09a3634a-0a9e29e3-5faf-499f-ac7b-e3d2edeaef44-= 000000/nEWTTPIPmfdRkXHw0Plk4EB2xXviVaELrGbjprYp04o=3D442" rel=3D"noopener n= oreferrer nofollow" target=3D"_blank"><span>unlimited, 100% parallel test r= uns</span></a> with zero flakes.</p>

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<p>No more manual E2E testing. No more slow QA cycles. No more bugs reachin=
g production.</p>

<p>Rated 4.8/5 =E2=AD=90 on G2</p>

<p><a href=3D"https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.qawol= f.com%2F%3Futm_source=3Dtldr%26utm_medium=3Dnewsletter%26utm_campaign=3DACQ= _All_Demo_Conversions__NewsletterAudience_-_Newsletter_FasterMobileReleases= _20260129-None_Experiment-FALSE%26utm_term=3Dcta-ScheduleADemoToLearnMore%2= 6utm_content=3DFasterMobileReleases_ScheduleADemo_MobileQAInMinutesNotDays_= Headline%253AFasterMobileAppReleasesWith100PercentParallelAutomatedQA_0_0DF= 2CC%252CFFFFFF%252CF4BDEC_1600x840_Newsletter-PrimaryPlacement_20260129_v1_= /1/0100019c09a3634a-0a9e29e3-5faf-499f-ac7b-e3d2edeaef44-000000/b0RtkMjF23i= 5x72Afhpzjolkut3e4zAEMTldHkEYDy0=3D442" rel=3D"noopener noreferrer nofollow=
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<h1><strong>Big Tech &amp; Startups</strong></h1>
</div>
</div>
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<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=
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<span>
<strong>Android's full desktop inte= rface leaks (2 minute read)</strong>
</span>



<span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
A bug report on the Chromium Issue Trac= ker has inadvertently leaked the Android desktop interface. The bug report,=
which was about Chrome Incognito tabs, was accompanied by two screen captu= res. They show a taller status bar compared to tablets, a Chrome interface = that mostly aligns with the current large-screen Android version, and mostl=
y unchanged desktop windowing. The screen captures are available in the art= icle.
</span>
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<span>
<strong>Tesla to Invest $2 Billion =
in Elon Musk's xAI, Cancel Two EV Models (3 minute read)</strong>
</span>



<span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
Tesla entered into an agreement on Janu= ary 16 to invest in xAI's Series E funding round. SpaceX also invested $2 b= illion in xAI. Tesla will end production for its Model S and Model X higher= -end vehicles, as they have seen sluggish sales compared with other models.=
The Model X and S factory space will be used to manufacture Optimus robots=
.
</span>
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<h1><strong>Science &amp; Futuristic Technology</strong></h1>
</div>
</div>
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<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=

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<a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Flinks.tldrnewsletter.com%2FseAdGp/1/0100019c09a3634a-0a= 9e29e3-5faf-499f-ac7b-e3d2edeaef44-000000/olUp5jM5KhdryTx5luNZmVubRegTLmOt5= 67gI8xGolA=3D442">
<span>
<strong>Researchers Are Using AI to=
Decode the Human Genome (7 minute read)</strong>
</span>



<span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
AlphaGenome is an AI model that can mak=
e predictions about thousands of genes. It was trained on a vast wealth of = molecular data, allowing it to predict things like whether a mutation will = shut off a gene or switch it on at the wrong time. The model is being deplo= yed for use in things like cancer research, but scientists are still wary o=
f its results. AlphaGenome is still just a prediction tool, so scientists s= till need to go to the lab to verify its output.
</span>
</span>
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<span>
<a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Finterestingengineering.com%2Fai-robotics%2Flimx-humanoi= d-robots-walk-out-of-crates%3Futm_source=3Dtldrnewsletter/1/0100019c09a3634= a-0a9e29e3-5faf-499f-ac7b-e3d2edeaef44-000000/6PMvHu5WE24Mff64Blxh6ievHTA3O= O_BVUSh77L3vGc=3D442">
<span>
<strong>Video: China's 18 humanoid = robots emerge from crates in an Ex Machina-like scene (5 minute read)</stro=

</span>



<span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
LimX Dynamics has released a video show= ing 18 of its full-sized humanoid robots autonomously performing a coordina= ted routine. The showcase highlights how teams of robots could be deployed = and operate on future manufacturing floors. LimX's robots run on the compan= y's newly introduced COSA system, which allows multiple humanoid robots to = function together autonomously. The COSA operating system unifies perceptio=
n models, learned skills, memory, and basic emotional states for sustained = physical interaction in real-world settings. The video is available in the = article.
</span>
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<h1><strong>Programming, Design &amp; Data Science</strong></h1>
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<strong>AI code review with comment=
s you'll actually implement (Sponsor)</strong>
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<p></p>

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that surfaces context only someone with a full view of the codebase could = provide.=E2=80=9D</em> - Senior developer, Clio</p>

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<div class=3D"text-block">
<span>
<a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fwww.danshapiro.com%2Fblog%2F2026%2F01%2Fthe-five-levels= -from-spicy-autocomplete-to-the-software-factory%2F%3Futm_source=3Dtldrnews= letter/1/0100019c09a3634a-0a9e29e3-5faf-499f-ac7b-e3d2edeaef44-000000/uGiaF= FcGABscgH6fwQAofv5slFw1mFXlskF5kA6blWE=3D442">
<span>
<strong>The Five Levels: from Spicy=
Autocomplete to the Dark Factory (4 minute read)</strong>
</span>



<span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
The cost of code is dropping so fast th=
at teams need to reconsider their tech debt payment plans. Smart teams are = deferring payment on human hours today to pay them back with cheaper AI hou=
rs tomorrow. Cashing in on those cheap hours requires understanding how to = move through the tiers of automation. Luckily, the federal government has a= lready completed a roadmap for autonomous cars. The five levels of driving = automation are a helpful guide on what companies should aim for.
</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%2Faddyo.substack.com%2Fp%2Fthe-80-problem-in-agentic-codi= ng%3Futm_source=3Dtldrnewsletter/1/0100019c09a3634a-0a9e29e3-5faf-499f-ac7b= -e3d2edeaef44-000000/bY_jD09x2XC12iCJ879mmqwBnhCeDycAOy8O6GeS_c4=3D442">
<span>
<strong>The 80% Problem in Agentic = Coding (20 minute read)</strong>
</span>



<span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
AI writing most of the code places a di= sproportionate emphasis on the human's role of owning outcomes, maintaining=
quality bars, and ensuring that tests actually validate behavior. The dang=
er is that the AI succeeds so well that developers stop checking their outp= uts. AI is an amplifier of development practices. Bad processes will result=
in accumulated debt at an unprecedented speed.
</span>
</span>
</div>
</td></tr></tbody></table>

</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 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=

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<span>
<a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fwww.spakhm.com%2Fai-interviews%3Futm_source=3Dtldrnewsl= etter/1/0100019c09a3634a-0a9e29e3-5faf-499f-ac7b-e3d2edeaef44-000000/j7gpYJ= mzIrjjEdGGohmVjgWSQqsEoEpw_GIujKoh43s=3D442">
<span>
<strong>AI assisted interviews (2 m= inute read)</strong>
</span>



<span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
When faced with a problem, strong candi= dates stay calm, form precise hypotheses, and then systematically test one = hypothesis at a time until they zero in on a solution. AI just accelerates = this process. Weak candidates blindly try things, hoping something sticks. = Their process remains sloppy when using AI. AI doesn't by default make peop=
le perform better, it amplifies people's existing patterns.
</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.cnbc.com%2F2026%2F01%2F28%2Famazon-layoffs-anti-bur= eaucracy-ai.html%3Futm_source=3Dtldrnewsletter/1/0100019c09a3634a-0a9e29e3-= 5faf-499f-ac7b-e3d2edeaef44-000000/3TH0CdBfG02wrkdD2kZ6dPA4dWuJpI5Wb76Yw-lm= cuQ=3D442">
<span>
<strong>Amazon laying off about 16,= 000 corporate workers in latest anti-bureaucracy push (4 minute read)</stro=

</span>



<span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
Amazon announced yesterday that it plan=
s to eliminate about 16,000 corporate jobs in its second round of job cuts = since last October. The layoffs are part of an ongoing effort to strengthen=
the organization by reducing layers, increasing ownership, and removing bu= reaucracy. 14,000 employees were let go across Amazon's corporate workforce=
during October's layoffs. Amazon has been cutting costs across its busines= ses so that it can invest more in AI and the rapid build-out of data center=
s. It recently closed its Fresh and Go grocery chains after years of experi= mentation.
</span>
</span>
</div>
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<span>
<a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fepochai.substack.com%2Fp%2Fcan-ai-companies-become-prof= itable%3Futm_source=3Dtldrnewsletter/1/0100019c09a3634a-0a9e29e3-5faf-499f-= ac7b-e3d2edeaef44-000000/NU5CojWaEqt9a88OlbviE3R7RfjMJJkSnx0o9broCis=3D442"=

<span>
<strong>Can AI companies become pro= fitable? (22 minute read)</strong>
</span>



<span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
It's very possible - compute margins ar=
e falling, enterprise deals are stickier, and models can stay relevant long=
er than the GPT-5 cycle suggests.
</span>
</span>
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<span>
<strong>Beautiful Mermaid (Website)= </strong>
</span>



<span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
Beautiful Mermaid is an open source lib= rary for rendering diagrams that is ultrafast, fully themable, and designed=
for the age of AI.
</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%2Flinks.tldrnewsletter.com%2Fv47nu6/1/0100019c09a3634a-0a= 9e29e3-5faf-499f-ac7b-e3d2edeaef44-000000/Ym5xNkw0NQHpyA2g0xDOEBMFw4NcVpEyt= bFRjTfPnDY=3D442">
<span>
<strong>White House set to meet wit=
h banks, crypto companies to broker legislation compromise (2 minute read)<= /strong>
</span>



<span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
The summit, hosted by the White House's=
crypto council, will discuss a path forward for landmark crypto legislatio=
n.
</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%2Fthreadreaderapp.com%2Fthread%2F2016416081167188117.html= %3Futm_source=3Dtldrnewsletter/1/0100019c09a3634a-0a9e29e3-5faf-499f-ac7b-e= 3d2edeaef44-000000/w23xjYjxFTZkQsGNtr5cEa9MQWR_FZDVvFPyJUV-cRQ=3D442">
<span>
<strong>In terms of actual usage, B= ytedance is now by far the world's largest AI company (2 minute read)</stro=

</span>



<span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
Bytedance processes over 50 trillion to= kens a day, more than any US tech company.
</span>
</span>
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<span>
<a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Ftechcrunch.com%2F2026%2F01%2F28%2Felon-musk-reportedly-= wants-a-june-spacex-ipo-to-align-with-his-birthday-the-planets%2F%3Futm_sou= rce=3Dtldrnewsletter/1/0100019c09a3634a-0a9e29e3-5faf-499f-ac7b-e3d2edeaef4= 4-000000/1IhqIChERvS7iFarBsQZjQYjZsAQwQDH-BUL6vC15Go=3D442">
<span>
<strong>Elon Musk reportedly wants =
a June SpaceX IPO to align with his birthday, the planets (1 minute read)</= strong>
</span>



<span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
A June IPO would coincide with both his=
birthday and a rare alignment of Mercury, Venus, and Jupiter.
</span>
</span>
</div>
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<span>
<a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Finvertedpassion.com%2Fnobody-cares-about-your-idea%2F%3= Futm_source=3Dtldrnewsletter/1/0100019c09a3634a-0a9e29e3-5faf-499f-ac7b-e3d= 2edeaef44-000000/zjqOTT2vn0SY_JeiUsjDxvDLtrcsZgnDKDsJ94-aPSI=3D442">
<span>
<strong>Nobody cares about your ide=
a (1 minute read)</strong>
</span>



<span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
People only care about themselves and t= hings that bring efficiency in how they're already living or are strongly m= otivated towards.
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