--AYlhWmDo
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Anthropic claims that DeepSeek, Moonshot, and MiniMax used
approximately =
24,000 fraudulent accounts to train their own
chatbots=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
Si=
gn Up [1] |Advertise [2]|View Online [3]=20
=09=09TLDR=20
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TLDR 2026-02-24
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=F0=9F=93=B1=20
BIG TECH & STARTUPS
ANTHROPIC AC=
CUSES 3 CHINESE COMPANIES OF HARVESTING ITS DATA (4
MINUTE READ) [9]=20
=
Anthropic claims that DeepSeek, Moonshot, and MiniMax used
approximat=
ely 24,000 fraudulent accounts to train their own chatbots.
The process o=
f distillation, where data from one AI system is used to
train another, i=
s common in the AI industry. However, Anthropic's
terms forbid the practi=
ce and also do not allow its technologies to be
used in China. Anthropic =
has called on government officials and other
AI companies to help prevent=
Chinese companies from distilling
American models.=20
SPACEX, OPENAI=
, AND ANTHROPIC IPOS: A $3 TRILLION STRESS TEST (2
MINUTE READ) [10]=20
=
SpaceX, OpenAI, and Anthropic are set to IPO at an unprecedented
scal=
e. Typical IPOs offer 15% to 25% of their shares to public
markets, which=
creates enough liquidity for price discovery while
allowing founders and=
early investors to maintain control. At standard
float percentages, thes=
e three companies need to raise $432 billion to
$576 billion from public =
markets in a single quarter. The entire US
IPO market raised $469 billion=
between 2016 and 2025. It is likely
these companies will debut with smal=
ler floats.=20
=F0=9F=9A=80=20
SCIENCE & FUTURISTIC TECHNOLOGY
=
2026 GEOTHERMAL UPDATE (6 MINUTE READ) [11]=20
The biggest projects in =
geothermal started construction around 18
months ago. The industry execut=
ed well enough to get a shot at true
commercial-scale deployments. The ne=
xt few years will determine if the
wave of projects can lead to the succe=
ss metric of '10% of electricity
generation'. While the first version of =
the technology seems possible,
subsequent versions and improvements that =
lead to scalability will be
much more challenging. The leading companies =
are still going strong,
which is promising.=20
SCENT, IN SILICO (35 M=
INUTE READ) [12]=20
Attention has started turning to using AI to probe =
the possibility of
digitizing smell. Researchers hope that the ability to=
program smell
will illuminate the many mysteries of olfaction. Digital s=
cent could
have many practical and quite profitable applications. This ar=
ticle
looks at the state of the technology and introduces the various
p=
ossible avenues for research.=20
=F0=9F=92=BB=20
PROGRAMMING, DESIGN =
& DATA SCIENCE
UNBLOCKED: THE CONTEXT LAYER YOUR AI TOOLS ARE MISSING=
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Give your agents the understanding they need to ge=
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outputs reflect how your system actually works.
_=E2=80=9CUnblocked=
has reversed my AI fatigue completely. The level of
precision is wild.=
=E2=80=9D - Senior developer, Clio_
See how it works. [13]
THE E=
NGINEERINGIFICATION OF EVERYTHING (7 MINUTE READ) [14]=20
The line betw=
een technical and non-technical work is being redrawn.
The winners will b=
e the ones who think like builders. Non-technical
people should try to ta=
ke on more 'engineering' tasks as AI makes
tools more powerful and access=
ible. Engineers should use the same
tools to turn themselves into full-st=
ack shipping machines. Companies
are investing billions to make engineers=
more powerful, so take
advantage of that investment.=20
WRITING CODE=
IS CHEAP NOW (4 MINUTE READ) [15]=20
Coding agents have dramatically d=
ropped the cost of producing code.
The ability to run parallel agents has=
compounded this effect.
However, delivering good code still has a cost. =
Developers still need
to ensure that the produced code is good code. The =
challenge is to
develop new personal and organizational habits to respond=
to the new
reality of agentic engineering.=20
=F0=9F=8E=81=20
MISC=
ELLANEOUS
SOFTWARE STOCKS CRATER AS INDEPENDENT RESEARCH PIECE DETAIL=
S
POTENTIAL AI DYSTOPIAN SCENARIO (7 MINUTE READ) [16]=20
A recently =
published paper called 'The 2028 Global Intelligence
Crisis' explores a h=
ypothetical world in which there is an aggressive
AI build-out and adopti=
on of AI agents. In this world, unemployment is
high despite elevated nom=
inal growth and productivity, and the stock
market tumbles due to credit =
stress from companies laid low by AI
metastasizing. It illustrates how AI=
becoming good could leave many
industries vulnerable. This post provides=
a summary of the paper along
with a link to the original.=20
DON'T L=
OVE YOUR JOB? I HEAR YOU. BUT DON'T QUIT. AT LEAST, 99% OF YOU
SHOULDN'T =
(5 MINUTE READ) [17]=20
Many jobs in tech aren't that rewarding anymore=
. AI has made it even
worse. However, leaving your current job without a =
plan right now
isn't a good idea because every CEO wants to get leaner. C=
ompanies
want to increase AI use rather than hire more people, so the sca=
les
are weighted against employees. Use the time in your current job to=
learn and grow more until you have a better place to go to.=20
=
=E2=9A=A1=20
QUICK LINKS
AI CODING TOOLS PROMISE PRODUCTIVITY GAIN=
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12 months of real engineering =
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SILICON VALLEY CAN'T =
IMPORT TALENT LIKE BEFORE. SO IT'S EXPORTING
JOBS (5 MINUTE READ) [19] =
Hiring by Big Tech has risen sharply in India in recent months.=20
=
HOW STAYING SMALL BECAME AI STARTUPS' BIGGEST FLEX (4 MINUTE READ)
[2=
0]=20
AI tools allow startups to run leaner than ever, spawning new
b=
enchmarks like 'revenue-per-employee'.=20
INSIDER AMNESIA (2 MINUTE REA=
D) [21]=20
Experts correctly disregard bad sources in their fields of e=
xpertise,
but trust those same sources on other topics.=20
TLDR IS HI=
RING A SENIOR SOFTWARE ENGINEER, APPLIED AI ($250K-$300K,
FULLY REMOTE) [=
22]=20
As the first engineer on TLDR's new Applied AI team, you'll buil=
d AI
agents and composable Claude Skills to let non-technical teammates=
create their own AI workflows. Learn more [23].=20
MICROSOFT EXECS W=
ORRY AI WILL EAT ENTRY LEVEL CODING JOBS (3 MINUTE
READ) [24]=20
Two =
Microsoft executives have written a paper arguing that senior
software en=
gineers must mentor junior developers to prevent AI from
hollowing out th=
e profession's future skills base.=20
RED/GREEN TDD (2 MINUTE READ) [25=
]=20
Every good model understands that 'use red/green TDD' means to wri=
te
automated tests, confirm they fail, then iterate on the implementation=
until the tests pass.=20
DICTIONARY COMPRESSION IS FINALLY HERE, AND=
IT'S RIDICULOUSLY GOOD
(28 MINUTE READ) [26]=20
Dictionary compressi=
on can shrink YouTube JavaScript download size
for returning desktop user=
s up to 90% compared to existing
best-practice compression.=20
Love TL=
DR? Tell your friends and get rewards!
Share your referral link below=
with friends to get free TLDR swag!=20
https://refer.tldr.tech/66662a8=
0/ [27]=20
=09=09 Track your referrals here. [28]=20
Want to advertis=
e in TLDR? =F0=9F=93=B0
If your company is interested in reaching an =
audience of tech
executives, decision-makers and engineers, you may want =
to ADVERTISE
WITH US [29].=20
Want to work at TLDR? =F0=9F=92=BC
=
APPLY HERE [30], CREATE YOUR OWN ROLE [31] or send a friend's resume
to =
jobs@tldr.tech and get $1k if we hire them! TLDR is one of INC.'S
BEST BO=
OTSTRAPPED BUSINESSES [32] of 2025.=20
If you have any comments or feed=
back, just respond to this email!=20
Thanks for reading,=20
Dan Ni [33] =
& Stephen Flanders [34]=20
Manage your subscriptions [35] to our other =
newsletters on tech,
startups, and programming. Or if TLDR isn't for you,=
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=20
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[11]
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[12]
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[15]
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[16]
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[18] http= s://www.gitkraken.com/how-to-measure-the-impact-of-ai-coding-tools?source= =3DTLDR&product=3Dgitkraken&utm_source=3DTLDR&utm_medium=3Dsponsored&utm_ca= mpaign=3Dinsights_launch&utm_content=3Dmeasure-impact
[19]
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[20]
https://links.tldrnewsletter.com/emn4KK
[21]
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[22] https= ://jobs.ashbyhq.com/tldr.tech/3b21aaf8-dea5-4127-be71-602d30e5001e?utm_sour= ce=3Dtldrnewsletter
[23]
https://jobs.ashbyhq.com/tldr.tech/3b21aaf8-dea5=
-4127-be71-602d30e5001e
[24]
https://www.theregister.com/2026/02/23/micro= soft_ai_entry_level_russinovich_hanselman/?utm_source=3Dtldrnewsletter
[2=
5]
https://simonwillison.net/guides/agentic-engineering-patterns/red-green-= tdd/?utm_source=3Dtldrnewsletter
[26]
https://httptoolkit.com/blog/dictio= nary-compression-performance-zstd-brotli/?utm_source=3Dtldrnewsletter
[27=
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https://refer.tldr.tech/66662a80/
[28]
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9c7d7c0/1
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ldr.tech
[31]
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[32]
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[33]
https://twitter.com/tldrdan
[34]
https://twitte=
r.com/SteveFlanders22
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<div style=3D"display: none; max-height: 0px; overflow: hidden;">Anthropic = claims that DeepSeek, Moonshot, and MiniMax used approximately 24,000 fraud= ulent accounts to train their own chatbots =E2=80=8C =E2=80=8C&nb= sp;=E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C&nb= sp;=E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C&nb= sp;=E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C&nb= sp;=E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C&nb= sp;=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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https://images.tldr.tech/qawolf-3.png" valign=3D"middle" style=3D"ver= tical-align: middle !important; height: 100%;" alt=3D"QA Wolf"></a></td></t= r></tbody></table>
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<h1><strong>TLDR <span id=3D"date">2026-02-24</span></strong></h1>
</div>
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<span>
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If QA is a bottleneck on your software = engineering team and you're releasing slowly because of it, you must check = out QA Wolf.<p></p><p>Their AI-native service gets engineering teams to <a = href=3D"
https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.qawolf.com%= 2F%3Futm_source=3Dtldr%26utm_medium=3Dnewsletter%26utm_campaign=3DACQ_All_D= emo_Conversions__NewsletterAudience_-_Newsletter_CutQACycles_20260224-None_= Experiment-FALSE%26utm_term=3Dbody-80PercentAutomatedEndToEndTestCoverage%2= 6utm_content=3DCutQACycles_ScheduleADemoToLearnMore_None_Headline%253ACutYo= urQACyclesDownToMinutesWithAutomatedTesting____Newsletter-PrimaryPlacement_= 20260224_v1_/1/0100019c8f647842-7a41858e-0c56-4fa7-92ab-34d5db704397-000000= /8mqPWamLGVJbXInnfHkEezIBVXzcc0BctAmj6u-8bUE=3D445" rel=3D"noopener norefer= rer nofollow" target=3D"_blank"><span>80% automated end-to-end test coverag= e,</span></a> and helps dev teams <strong>ship 5x faster</strong> by reduci=
ng QA cycles from hours to minutes.</p>
<p><a href=3D"
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<li>Unlimited parallel test runs for web and mobile</li>
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<p>With QA Wolf, <a href=3D"
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5" rel=3D"noopener noreferrer nofollow" target=3D"_blank"><span>Drata's tea=
m of 80+ engineers</span></a> achieved 4x more test cases and <strong>86% f= aster QA cycles</strong>.</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_CutQACycles_20260224= -None_Experiment-FALSE%26utm_term=3Dcta-ScheduleADemoToLearnMore%26utm_cont= ent=3DCutQACycles_ScheduleADemoToLearnMore_None_Headline%253ACutYourQACycle= sDownToMinutesWithAutomatedTesting____Newsletter-PrimaryPlacement_20260224_= v1_/1/0100019c8f647842-7a41858e-0c56-4fa7-92ab-34d5db704397-000000/QLP-Dse0= vbfLw6VGzref9EMWvxSRWc8tqSEMgAFcn9k=3D445" rel=3D"noopener noreferrer nofol= low" target=3D"_blank"><span>Schedule a demo to learn more</span></a>
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<h1><strong>Big Tech & 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=
;" 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>
<strong>Anthropic Accuses 3 Chinese=
Companies of Harvesting Its Data (4 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Anthropic claims that DeepSeek, Moonsho=
t, and MiniMax used approximately 24,000 fraudulent accounts to train their=
own chatbots. The process of distillation, where data from one AI system i=
s used to train another, is common in the AI industry. However, Anthropic's=
terms forbid the practice and also do not allow its technologies to be use=
d in China. Anthropic has called on government officials and other AI compa= nies to help prevent Chinese companies from distilling American models.
</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%2Ftomtunguz.com%2Fspacex-openai-anthropic-ipo-2026%2F%3Fu= tm_source=3Dtldrnewsletter/1/0100019c8f647842-7a41858e-0c56-4fa7-92ab-34d5d= b704397-000000/Bmd-H4jjyvKDAX9SQSo7-6ews0svoY-gFRGj_xIIGhU=3D445">
<span>
<strong>SpaceX, OpenAI, and Anthrop=
ic IPOs: A $3 Trillion Stress Test (2 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
SpaceX, OpenAI, and Anthropic are set t=
o IPO at an unprecedented scale. Typical IPOs offer 15% to 25% of their sha= res to public markets, which creates enough liquidity for price discovery w= hile allowing founders and early investors to maintain control. At standard=
float percentages, these three companies need to raise $432 billion to $57=
6 billion from public markets in a single quarter. The entire US IPO market=
raised $469 billion between 2016 and 2025. It is likely these companies wi=
ll debut with smaller floats.
</span>
</span>
</div>
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<div style=3D"text-align: center;"><span style=3D"font-size: 36px;">=F0=9F= =9A=80</span></div>
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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.austinvernon.site%2Fblog%2Fgeothermalupdate2026.htm= l%3Futm_source=3Dtldrnewsletter/1/0100019c8f647842-7a41858e-0c56-4fa7-92ab-= 34d5db704397-000000/8m70jMNHbGTtsSVqfAp_7turtC5tLTwaWBDJg2hc0Eo=3D445">
<span>
<strong>2026 Geothermal Update (6 m= inute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
The biggest projects in geothermal star= ted construction around 18 months ago. The industry executed well enough to=
get a shot at true commercial-scale deployments. The next few years will d= etermine if the wave of projects can lead to the success metric of '10% of = electricity generation'. While the first version of the technology seems po= ssible, subsequent versions and improvements that lead to scalability will =
be much more challenging. The leading companies are still going strong, whi=
ch is promising.
</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.asimov.press%2Fp%2Fscent%3Futm_source=3Dtldrnewslet= ter/1/0100019c8f647842-7a41858e-0c56-4fa7-92ab-34d5db704397-000000/4sfV1fXa= dcU0KFVcyoDUNy7LPayurVS3ojXD-tWlcSI=3D445">
<span>
<strong>Scent, In Silico (35 minute=
read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Attention has started turning to using =
AI to probe the possibility of digitizing smell. Researchers hope that the = ability to program smell will illuminate the many mysteries of olfaction. D= igital scent could have many practical and quite profitable applications. T= his article looks at the state of the technology and introduces the various=
possible avenues for research.
</span>
</span>
</div>
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<h1><strong>Programming, Design & Data Science</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">
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<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fgetunblocked.com%2F%3Futm_source=3Dtldrtech%26utm_mediu= m=3Demail%26utm_campaign=3Dcontextengine%26utm_content=3D260224_secondary/1= /0100019c8f647842-7a41858e-0c56-4fa7-92ab-34d5db704397-000000/SQRpXz_gdEylB= 83wkqQ2iuJa1beGWPZNt3WNhB6O9kc=3D445">
<span>
<strong>Unblocked: the context laye=
r your AI tools are missing (Sponsor)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Give your agents the understanding they=
need to generate reliable code, reviews, and answers. <a href=3D"
https://t= racking.tldrnewsletter.com/CL0/https:%2F%2Fgetunblocked.com%2F%3Futm_source= =3Dtldrtech%26utm_medium=3Demail%26utm_campaign=3Dcontextengine%26utm_conte= nt=3D260224_secondary/2/0100019c8f647842-7a41858e-0c56-4fa7-92ab-34d5db7043= 97-000000/_AlWfxhocbDeX6ACYdHiFIzdUhPK4jvvrmS9RoTkrE8=3D445" rel=3D"noopene=
r noreferrer nofollow" target=3D"_blank"><span>Unblocked</span></a> builds = context from your team's code, PR history, conversations, documentation, pl= anning tools, and runtime signals. It surfaces the insights that matter so =
AI outputs reflect how your system actually works.
<p></p>
<p><em>=E2=80=9CUnblocked has reversed my AI fatigue completely. The level =
of precision is wild.=E2=80=9D - Senior developer, Clio</em></p>
<p><a href=3D"
https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fgetunbloc= ked.com%2F%3Futm_source=3Dtldrtech%26utm_medium=3Demail%26utm_campaign=3Dco= ntextengine%26utm_content=3D260224_secondary/3/0100019c8f647842-7a41858e-0c= 56-4fa7-92ab-34d5db704397-000000/dHpOdeRZ7DVyR-MjwRv2B6Xam9T2nSx13g6-dmMmbl= E=3D445" rel=3D"noopener noreferrer nofollow" target=3D"_blank"><span>See h=
ow it works.</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%2Fnewsletter.posthog.com%2Fp%2Fthe-engineeringification-o= f-everything%3Futm_source=3Dtldrnewsletter/1/0100019c8f647842-7a41858e-0c56= -4fa7-92ab-34d5db704397-000000/EY0M_a8K0MxS7TP94udatIhujonifF6nKWQkqyxsJy8= =3D445">
<span>
<strong>The engineeringification of=
everything (7 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
The line between technical and non-tech= nical work is being redrawn. The winners will be the ones who think like bu= ilders. Non-technical people should try to take on more 'engineering' tasks=
as AI makes tools more powerful and accessible. Engineers should use the s= ame tools to turn themselves into full-stack shipping machines. Companies a=
re investing billions to make engineers more powerful, so take advantage of=
that investment.
</span>
</span>
</div>
</td></tr></tbody></table>
<table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=
<div class=3D"text-block">
<span>
<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fsimonwillison.net%2Fguides%2Fagentic-engineering-patter= ns%2Fcode-is-cheap%2F%3Futm_source=3Dtldrnewsletter/1/0100019c8f647842-7a41= 858e-0c56-4fa7-92ab-34d5db704397-000000/AaTqNq9VkTfFl3f2-UebqjHZPg3efbcqpQ0= JtFkNMJ4=3D445">
<span>
<strong>Writing code is cheap now (=
4 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Coding agents have dramatically dropped=
the cost of producing code. The ability to run parallel agents has compoun= ded this effect. However, delivering good code still has a cost. Developers=
still need to ensure that the produced code is good code. The challenge is=
to develop new personal and organizational habits to respond to the new re= ality of agentic engineering.
</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%2Fsherwood.news%2Fmarkets%2Fsoftware-stocks-crater-as-ind= ependent-research-piece-details-potential-ai%2F%3Futm_source=3Dtldrnewslett= er/1/0100019c8f647842-7a41858e-0c56-4fa7-92ab-34d5db704397-000000/ZEOMdmcko= i7t61aVZMuIY8LvbH45qofdxtFL3QIcYSw=3D445">
<span>
<strong>Software stocks crater as i= ndependent research piece details potential AI dystopian scenario (7 minute=
read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
A recently published paper called 'The = 2028 Global Intelligence Crisis' explores a hypothetical world in which the=
re is an aggressive AI build-out and adoption of AI agents. In this world, = unemployment is high despite elevated nominal growth and productivity, and = the stock market tumbles due to credit stress from companies laid low by AI=
metastasizing. It illustrates how AI becoming good could leave many indust= ries vulnerable. This post provides a summary of the paper along with a lin=
k to the original.
</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.saastr.com%2Fdont-love-your-job-i-hear-you-but-dont= -quit-at-least-99-of-you-shouldnt%2F%3Futm_source=3Dtldrnewsletter/1/010001= 9c8f647842-7a41858e-0c56-4fa7-92ab-34d5db704397-000000/8b9PV1_1iD7-5tnISB-p= DZ4B5tf1u6XowfPcOV-AtUs=3D445">
<span>
<strong>Don't Love Your Job? I Hear=
You. But Don't Quit. At Least, 99% of You Shouldn't (5 minute read)</stron=
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Many jobs in tech aren't that rewarding=
anymore. AI has made it even worse. However, leaving your current job with= out a plan right now isn't a good idea because every CEO wants to get leane=
r. Companies want to increase AI use rather than hire more people, so the s= cales are weighted against employees. Use the time in your current job to l= earn and grow more until you have a better place to go to.
</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;">=E2=9A= =A1</span></div></div>
</td></tr></tbody></table>
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<h1><strong>Quick Links</strong></h1>
</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=
<div class=3D"text-block">
<span>
<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fwww.gitkraken.com%2Fhow-to-measure-the-impact-of-ai-cod= ing-tools%3Fsource=3DTLDR%26product=3Dgitkraken%26utm_source=3DTLDR%26utm_m= edium=3Dsponsored%26utm_campaign=3Dinsights_launch%26utm_content=3Dmeasure-= impact/1/0100019c8f647842-7a41858e-0c56-4fa7-92ab-34d5db704397-000000/Nb2kO= aS3qKolMKRgcIl-xNfeOUQRTnkP5RmpwEi3nOY=3D445">
<span>
<strong>AI coding tools promise pro= ductivity gains. Can you prove it? (Sponsor)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
12 months of real engineering data reve=
al what actually changes with AI adoption =E2=80=94 speed, stability, and m= easurable outcomes. <a href=3D"
https://tracking.tldrnewsletter.com/CL0/http= s:%2F%2Fwww.gitkraken.com%2Fhow-to-measure-the-impact-of-ai-coding-tools%3F= source=3DTLDR%26product=3Dgitkraken%26utm_source=3DTLDR%26utm_medium=3Dspon= sored%26utm_campaign=3Dinsights_launch%26utm_content=3Dmeasure-impact/2/010= 0019c8f647842-7a41858e-0c56-4fa7-92ab-34d5db704397-000000/5VCVL-iElZUbvvn0k= Z2GY9q4TQGAkQEppBJzBmGIfAA=3D445" rel=3D"noopener noreferrer nofollow" targ= et=3D"_blank"><span>Download the practical, data-backed AI measurement guid=
e for engineering leaders.</span></a>
</span>
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<div class=3D"text-block">
<span>
<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Frestofworld.org%2F2026%2Fh1b-visa-impact-india-tech-hir= ing-faamng%2F%3Futm_source=3Dtldrnewsletter/1/0100019c8f647842-7a41858e-0c5= 6-4fa7-92ab-34d5db704397-000000/8ZKA4MrATYprw7Y-y9SZkqTN35HWLZxkHVOqeCeYbKI= =3D445">
<span>
<strong>Silicon Valley can't import=
talent like before. So it's exporting jobs (5 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Hiring by Big Tech has risen sharply in=
India in recent months.
</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%2Femn4KK/1/0100019c8f647842-7a= 41858e-0c56-4fa7-92ab-34d5db704397-000000/JYPbXAr0_uXf-UDRIz4eOXG9lv3g-RMQz= BImvkt8IgY=3D445">
<span>
<strong>How Staying Small Became AI=
Startups' Biggest Flex (4 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
AI tools allow startups to run leaner t= han ever, spawning new benchmarks like 'revenue-per-employee'.
</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.seangoedecke.com%2Finsider-amnesia%2F%3Futm_source= =3Dtldrnewsletter/1/0100019c8f647842-7a41858e-0c56-4fa7-92ab-34d5db704397-0= 00000/rgYT1GLuFNZtXGFPRkvKVuZ1VnLj9tJMhoBzto3dALU=3D445">
<span>
<strong>Insider amnesia (2 minute r= ead)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Experts correctly disregard bad sources=
in their fields of expertise, but trust those same sources on other topics=
.
</span>
</span>
</div>
</td></tr></tbody></table>
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<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fjobs.ashbyhq.com%2Ftldr.tech%2F3b21aaf8-dea5-4127-be71-= 602d30e5001e%3Futm_source=3Dtldrnewsletter/1/0100019c8f647842-7a41858e-0c56= -4fa7-92ab-34d5db704397-000000/CFw4rEjCX2E1d2I-fNC0qiYN06lzNRx0EhocOjmzl7c= =3D445">
<span>
<strong>TLDR is hiring a Senior Sof= tware Engineer, Applied AI ($250k-$300k, Fully Remote)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
As the first engineer on TLDR's new App= lied AI team, you'll build AI agents and composable Claude Skills to let no= n-technical teammates create their own AI workflows. <a href=3D"
https://tra= cking.tldrnewsletter.com/CL0/https:%2F%2Fjobs.ashbyhq.com%2Ftldr.tech%2F3b2= 1aaf8-dea5-4127-be71-602d30e5001e/1/0100019c8f647842-7a41858e-0c56-4fa7-92a= b-34d5db704397-000000/XDmMKUE3QYtySOUqNZH_aLHe1a8nZYedKijffyNo8Fs=3D445" re= l=3D"noopener noreferrer" target=3D"_blank"><span>Learn more</span></a>. </span>
</span>
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<span>
<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fwww.theregister.com%2F2026%2F02%2F23%2Fmicrosoft_ai_ent= ry_level_russinovich_hanselman%2F%3Futm_source=3Dtldrnewsletter/1/0100019c8= f647842-7a41858e-0c56-4fa7-92ab-34d5db704397-000000/B0N50mUZ49yKukCXTKkR8qQ= 5YjXBp1UlCGg74qLNeL8=3D445">
<span>
<strong>Microsoft execs worry AI wi=
ll eat entry level coding jobs (3 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Two Microsoft executives have written a=
paper arguing that senior software engineers must mentor junior developers=
to prevent AI from hollowing out the profession's future skills base.
</span>
</span>
</div>
</td></tr></tbody></table>
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<span>
<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fsimonwillison.net%2Fguides%2Fagentic-engineering-patter= ns%2Fred-green-tdd%2F%3Futm_source=3Dtldrnewsletter/1/0100019c8f647842-7a41= 858e-0c56-4fa7-92ab-34d5db704397-000000/FaLoa6gIZlKhYnuZXRzXSc5oUTOqlbN3smL= sDiPhjFA=3D445">
<span>
<strong>Red/green TDD (2 minute rea= d)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Every good model understands that 'use = red/green TDD' means to write automated tests, confirm they fail, then iter= ate on the implementation until the tests pass.
</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%2Fhttptoolkit.com%2Fblog%2Fdictionary-compression-perform= ance-zstd-brotli%2F%3Futm_source=3Dtldrnewsletter/1/0100019c8f647842-7a4185= 8e-0c56-4fa7-92ab-34d5db704397-000000/HM8w4kLaWt5kZZM4kEmJQoCFpIlqbuHc40Y5_= aUAoI4=3D445">
<span>
<strong>Dictionary Compression is f= inally here, and it's ridiculously good (28 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Dictionary compression can shrink YouTu=
be JavaScript download size for returning desktop users up to 90% compared =
to existing best-practice compression.
</span>
</span>
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