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Meta's new foundational AI model, Avocado, has fallen short on
internal t=
ests for reason, coding, and writing. The model's release
will be
delay=
ed=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 [SerpApi] [4]

TLDR 2026-03-13
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BIG TECH & STARTUPS=


META DELAYS ROLLOUT OF NEW AI MODEL AFTER PERFORMANCE CONCERNS (4
=
MINUTE READ) [5]=20

Meta's new foundational AI model, Avocado, has fall=
en short on
internal tests for reason, coding, and writing. It is not per=
forming
as strongly as the leading AI models from rivals like Google, Ope=
nAI,
and Anthropic. The model's release will be delayed until at least Ma=
y
while Meta works on improving it. Meta's leaders are already thinking=

about the next AI model, which will be named Watermelon.=20

GOOGLE M=
APS GETS ITS BIGGEST NAVIGATION REDESIGN IN A DECADE, PLUS
MORE AI (3 MIN=
UTE READ) [6]=20

Google Maps has implemented a feature called Ask Maps =
that helps
users plan trips and answers complex questions about locations=
.
Powered by Gemini, it is accessible via a button up near the search
b=
ar. It works like a chatbot, so users can send follow-up prompts to
refin=
e and expand on its suggestions. Ask Maps is rolling out now in
the US an=
d India, but only on Android and iOS. Web support will come
later.=20

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

SCIENCE & FUTURISTIC TECHNOLOGY

BUILDING A HOME RO=
BOT WITH ZERO ROBOT DATA (3 MINUTE READ) [7]=20

Data-first home robot c=
ompany Sunday Robotics has announced a Series
B raise. The company's uniq=
ue approach claims zero robot data, with a
focus on real-world data only.=
It uses exact duplicates of tools
mounted on robot arms to collect all o=
f its robot data while data
collectors wear a hat that captures wide fiel=
d-of-view RGB camera
images. The company has developed a glove that allow=
s it to create a
distributed network of operators to collect high-quality=
, diverse data
at a massive scale.=20

THE ELUSIVE COST SAVINGS OF THE=
PREFABRICATED HOME (42 MINUTE READ)
[8]=20

Factory-manufactured home=
s can, in certain cases, yield substantial
cost savings over conventional=
construction. A single-wide
manufactured home is probably around 40% to =
50% cheaper than an
equivalent site-built home. However, these savings qu=
ickly disappear
with larger and more complex homes. This doesn't mean the=

industrialization of home building is a doomed enterprise, but it does=

show how it is an enormously complex problem.=20

=F0=9F=92=BB=20

P=
ROGRAMMING, DESIGN & DATA SCIENCE

CRUSOE BYOM: 5X HIGHER THROUGHPUT F=
OR CUSTOM MODELS (SPONSOR) [9]=20

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t performance bottlenecks. The
culprit? Standard infra that wasn't design=
ed for proprietary
architectures.

Crusoe's Bring Your Own Model (BYO=
M) [9] is your ticket to scale
without compromise. Powered by MemoryAlloy=
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=E2=86=92 Dedicated capacity and "glass box" visibility.

=
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Stop letting i=
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fine-tuned models =
with precision [9]

THE PERPLEXITY API PLATFORM IS NOW A FULL-STACK, M=
ODEL-AGNOSTIC API
PLATFORM FOR BUILDING AGENTS (3 MINUTE READ) [10]=20
=

The Perplexity API platform replaces model providers, search layers,
=
and embeddings. It allows developers to swap between the latest
frontier =
models and configure curated presets, tool access, step
limits, and token=
budgets, all from one endpoint. Developers have
direct access to the sam=
e index that powers Perplexity to call
real-time information with citatio=
ns within apps and agents. They will
also have access to the same executi=
on environment that Perplexity
uses internally as a standalone service. =


SHOPIFY/LIQUID: PERFORMANCE: 53% FASTER PARSE+RENDER, 61% FEWER
AL=
LOCATIONS (2 MINUTE READ) [11]=20

Shopify's Liquid is an open-source Ru=
by template engine somewhat
inspired by Django. Its developer found dozen=
s of new performance
micro-optimizations using a variant of Andrej Karpat=
hy's Autoresearch,
a system that runs hundreds of semi-autonomous experim=
ents to find new
effective training techniques. Implementing the optimiza=
tions resulted
in a 53% improvement on benchmarks, an impressive improvem=
ent for a
code base that's been tweaked with hundreds of contributors ove=
r 20
years. The experiment shows how effective the Autoresearch pattern c=
an
be.=20

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

MISCELLANEOUS

THE SHAPE OF THE THIN=
G (5 MINUTE READ) [12]=20

The market instability in February was a prev=
iew of what it feels
like when the increasing ability of AI starts to int=
eract with
markets, jobs, and governments all at once. While feelings of=

uncertainty will likely spread further, uncertainty is not the same as=

helplessness. The choices that individuals and organizations make now
=
matter because there is still time to influence the direction the
technol=
ogy develops. Every organization trying to figure out a good
way to use A=
I right now is setting a precedent for everyone else.=20

THIS MIGHT BE =
THE LAST JOB YOU HAVE (7 MINUTE READ) [13]=20

A huge amount of modern w=
ork is already hollow. People sit in
meetings that don't matter, produce =
things that won't last, and
perform a version of productivity that everyo=
ne silently pretends is
real. Most mass layoffs aren't really due to some=
AI revolution, but
because those jobs were already obsolete. AI is bring=
ing in an era
where the constraints of work that told us what to do, who =
to be, and
how to spend our days are dissolving. It will take us some tim=
e to
learn how to deal with this freedom.=20

=E2=9A=A1=20

QUICK LIN=
KS

TLDR IS HIRING A SENIOR SOFTWARE ENGINEER, APPLIED AI ($250K-$350K=
,
FULLY REMOTE) [14]=20

As the first engineer on TLDR's new Applied A=
I team, you'll build AI
agents and composable Claude Skills to let non-te=
chnical teammates
create their own AI workflows. Learn more [15].=20

=
MICROSOFT TO MAKE NEW =E2=80=98XBOX MODE' AVAILABLE ON ALL WINDOWS 11 PCS=

NEXT MONTH (1 MINUTE READ) [16]=20

Xbox mode is a controller-optimiz=
ed interface that lets players
browse their library, launch games, use Ga=
me Bar, and switch between
apps.=20

DON'T VIBE =E2=80=94 PROVE (16 MI=
NUTE READ) [17]=20

This post describes a vibe coding system that uses t=
ypes as
specifications, which forces compilers to reject code until they =
can
produce a valid proof that the output satisfies the specification. =


AMAZON IS DETERMINED TO USE AI FOR EVERYTHING =E2=80=93 EVEN WHEN IT=
SLOWS
DOWN WORK (15 MINUTE READ) [18]=20

Amazon's internal AI tool, =
Kiro, frequently hallucinates and
generates flawed code that software dev=
elopers have to spend time
fixing.=20

VITE 8.0 IS OUT! (12 MINUTE REA=
D) [19]=20

Vite 8 delivers up to 10-30x faster builds while maintaining=
full
plugin compatibility.=20

ADOBE CEO SHANTANU NARAYEN SAYS HE WIL=
L STEP DOWN AFTER COMPANY
INSTALLS SUCCESSOR (4 MINUTE READ) [20]=20

=
He will remain as Adobe's company chair.=20

THE MIDDLE LOOP (6 MINUTE R=
EAD) [21]=20

There is still plenty of engineering work in software engi=
neering,
even if it looks different.=20

Love TLDR? Tell your friends a=
nd get rewards!

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

https://refer.tldr.tech/66662a80/ [22]=20

=09=09 Tr=
ack your referrals here. [23]=20

Want to advertise in TLDR? =F0=9F=93=
=B0

If your company is interested in reaching an audience of tech
e=
xecutives, decision-makers and engineers, you may want to ADVERTISE
WITH =
US [24].=20

Want to work at TLDR? =F0=9F=92=BC

APPLY HERE [25], CR=
EATE YOUR OWN ROLE [26] or send a friend's resume
to jobs@tldr.tech and g=
et $1k if we hire them! TLDR is one of INC.'S
BEST BOOTSTRAPPED BUSINESSE=
S [27] of 2025.=20

If you have any comments or feedback, just respond t=
o this email!=20

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

Manage your subscriptions [30] to our other newsletters on tech,=

startups, and programming. Or if TLDR isn't for you, please
unsubscrib=
e [31].=20

=20

Links:
------
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[2] https://advertise.tldr.tech/?utm_source=3Dtldr&utm_medium= =3Dnewsletter&utm_campaign=3Dadvertisetopnav
[3] https://a.tldrnewsletter= .com/web-version?ep=3D1&lc=3D265280dc-d4e0-11f0-a661-1b9fa34a893d&p=3D54f91= f74-1ebc-11f1-94dd-db3dc6ca4de2&pt=3Dcampaign&t=3D1773397478&s=3Df35d29a41e= ed1a5664739a413a4d961cabeca040f40039c4220b98ad9f6a6745
[4] https://serpap=
i.com/?utm_source=3Dtldr_newsletter
[5] https://links.tldrnewsletter.com/=
GPQAlb
[6] https://arstechnica.com/gadgets/2026/03/google-maps-gets-its-b= iggest-navigation-redesign-in-a-decade-plus-more-ai/?utm_source=3Dtldrnewsl= etter
[7] https://itcanthink.substack.com/p/building-a-home-robot-with-ze= ro-robot?utm_source=3Dtldrnewsletter
[8] https://www.construction-physics= .com/p/the-elusive-cost-savings-of-the-prefabricated?utm_source=3Dtldrnewsl= etter
[9] https://www.crusoe.ai/cloud/managed-inference?utm_source=3Dtldr= &utm_medium=3Dnewsletter&utm_campaign=3Dbring_your_own_model_launch
[10] = https://threadreaderapp.com/thread/2031828396435771563.html?utm_source=3Dtl= drnewsletter
[11] https://simonwillison.net/2026/Mar/13/liquid/?utm_sourc= e=3Dtldrnewsletter
[12] https://www.oneusefulthing.org/p/the-shape-of-the= -thing?utm_source=3Dtldrnewsletter
[13] https://links.tldrnewsletter.com/=
RFMGpV
[14] https://jobs.ashbyhq.com/tldr.tech/3b21aaf8-dea5-4127-be71-60= 2d30e5001e?utm_source=3Dtldrnewsletter
[15] https://jobs.ashbyhq.com/tldr=
.tech/3b21aaf8-dea5-4127-be71-602d30e5001e
[16] https://www.thurrott.com/= games/333639/microsoft-to-make-new-xbox-mode-available-on-all-windows-11-pc= s-next-month?utm_source=3Dtldrnewsletter
[17] https://ngrislain.github.io= /projects/2026-3-12-dont-vibe--prove/?utm_source=3Dtldrnewsletter
[18] ht= tps://www.theguardian.com/technology/ng-interactive/2026/mar/11/amazon-arti= ficial-intelligence?utm_source=3Dtldrnewsletter
[19] https://vite.dev/blo=
g/announcing-vite8?utm_source=3Dtldrnewsletter
[20] https://www.cnbc.com/= 2026/03/12/adobe-ceo-shantanu-narayen-step-down.html?utm_source=3Dtldrnewsl= etter
[21] https://annievella.com/posts/the-middle-loop/?utm_source=3Dtld= rnewsletter
[22] https://refer.tldr.tech/66662a80/
[23] https://hub.spa=
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[24] https://advertise.tldr.tech/?utm_source= =3Dtldr&utm_medium=3Dnewsletter&utm_campaign=3Dadvertisecta
[25] https://=
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[26] https://jobs.ashbyhq.com/tldr.tech/c227b9=
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[27] https://www.linkedin.com/feed/update/= urn:li:activity:7401699691039830016/
[28] https://twitter.com/tldrdan
[=
29] https://twitter.com/SteveFlanders22
[30] https://tldr.tech/tech/manag=
e?email=3Dtldrnewsletter%40synchro.net
[31] https://a.tldrnewsletter.com/= unsubscribe?ep=3D1&l=3Dcfa2d55a-b7be-11e8-a3c9-06b79b628af2&lc=3D265280dc-d= 4e0-11f0-a661-1b9fa34a893d&p=3D54f91f74-1ebc-11f1-94dd-db3dc6ca4de2&pt=3Dca= mpaign&pv=3D4&spa=3D1773396097&t=3D1773397478&s=3D8c05db61d63707ea4fa2bdf67= 4722897be85f60e543ad527b9d5321ffb52b2a7
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<div style=3D"display: none; max-height: 0px; overflow: hidden;">Meta&#039;=
s new foundational AI model, Avocado, has fallen short on internal tests fo=
r reason, coding, and writing. The model&#039;s release will be delayed&nbs= p;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbs= p;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbs= p;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbs= p;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbs= p;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbs= p;=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>

<div style=3D"display: none; max-height: 0px; overflow: hidden;">

</div>

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<div style=3D"text-align: center;">

<h1><strong>TLDR <span id=3D"date">2026-03-13</span></strong></h1>
</div>
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<span>
<strong>One API for Google, Maps, S= hopping &amp; More (Sponsor)</strong>
</span>



<span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
Building something that needs search da= ta? SerpApi converts Google, Maps, Shopping, and other search engines into = structured APIs. Just a simple GET request.<p></p><p>No scraping infrastruc= ture.<br>No proxy rotation.<br>No parser maintenance.</p><p>Use cases inclu= de:<br>=F0=9F=91=89 AI grounding<br>=F0=9F=91=89 Market research<br>=F0=9F= =91=89 SEO, GEO, &amp; rank tracking</p><p><strong>Special offer for TLDR</= strong>: Start with <a href=3D"https://tracking.tldrnewsletter.com/CL0/http= s:%2F%2Fserpapi.com%2F%3Futm_source=3Dtldr_newsletter/3/0100019ce6ba0db3-41= 965d58-06ef-4879-8af1-54045617ce7e-000000/LDfkPve9B6TafDeEZZiI7jF9HhIgJJV2W= 5kE3KjJDhs=3D448" rel=3D"noopener noreferrer nofollow" target=3D"_blank"><s= pan>250 free searches/month</span></a> or <a href=3D"https://tracking.tldrn= ewsletter.com/CL0/https:%2F%2Fserpapi.com%2F%3Futm_source=3Dtldr_newsletter= /4/0100019ce6ba0db3-41965d58-06ef-4879-8af1-54045617ce7e-000000/a17QUBavwMs= 97kAkMOqINBQhVn3F4_m3bjqH-x4_XP0=3D448" rel=3D"noopener noreferrer nofollow=
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<h1><strong>Big Tech &amp; Startups</strong></h1>
</div>
</div>
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;" 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>Meta Delays Rollout of New =
AI Model After Performance Concerns (4 minute read)</strong>
</span>



<span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
Meta's new foundational AI model, Avoca= do, has fallen short on internal tests for reason, coding, and writing. It =
is not performing as strongly as the leading AI models from rivals like Goo= gle, OpenAI, and Anthropic. The model's release will be delayed until at le= ast May while Meta works on improving it. Meta's leaders are already thinki=
ng about the next AI model, which will be named Watermelon.
</span>
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<span>
<a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Farstechnica.com%2Fgadgets%2F2026%2F03%2Fgoogle-maps-get= s-its-biggest-navigation-redesign-in-a-decade-plus-more-ai%2F%3Futm_source= =3Dtldrnewsletter/1/0100019ce6ba0db3-41965d58-06ef-4879-8af1-54045617ce7e-0= 00000/cwpfxnkO5jsKxNSEOZrlADEMZNj_sBXQGa_XSxxyUoQ=3D448">
<span>
<strong>Google Maps gets its bigges=
t navigation redesign in a decade, plus more AI (3 minute read)</strong>
</span>



<span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
Google Maps has implemented a feature c= alled Ask Maps that helps users plan trips and answers complex questions ab= out locations. Powered by Gemini, it is accessible via a button up near the=
search bar. It works like a chatbot, so users can send follow-up prompts t=
o refine and expand on its suggestions. Ask Maps is rolling out now in the =
US and India, but only on Android and iOS. Web support will come later.
</span>
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<h1><strong>Science &amp; 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%2Fitcanthink.substack.com%2Fp%2Fbuilding-a-home-robot-wit= h-zero-robot%3Futm_source=3Dtldrnewsletter/1/0100019ce6ba0db3-41965d58-06ef= -4879-8af1-54045617ce7e-000000/3PaqQhMRvlU9sR6nrJRdOAUknntvj9mWqqzdnViUu7I= =3D448">
<span>
<strong>Building a Home Robot With = Zero Robot Data (3 minute read)</strong>
</span>



<span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
Data-first home robot company Sunday Ro= botics has announced a Series B raise. The company's unique approach claims=
zero robot data, with a focus on real-world data only. It uses exact dupli= cates of tools mounted on robot arms to collect all of its robot data while=
data collectors wear a hat that captures wide field-of-view RGB camera ima= ges. The company has developed a glove that allows it to create a distribut=
ed network of operators to collect high-quality, diverse data at a massive = scale.
</span>
</span>
</div>
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<table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=

<div class=3D"text-block">
<span>
<a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fwww.construction-physics.com%2Fp%2Fthe-elusive-cost-sav= ings-of-the-prefabricated%3Futm_source=3Dtldrnewsletter/1/0100019ce6ba0db3-= 41965d58-06ef-4879-8af1-54045617ce7e-000000/zerbNkECN1IUoiRkb1mLE_lU_A4laWS= 3EP3PmFiDhmo=3D448">
<span>
<strong>The Elusive Cost Savings of=
the Prefabricated Home (42 minute read)</strong>
</span>



<span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
Factory-manufactured homes can, in cert= ain cases, yield substantial cost savings over conventional construction. A=
single-wide manufactured home is probably around 40% to 50% cheaper than a=
n equivalent site-built home. However, these savings quickly disappear with=
larger and more complex homes. This doesn't mean the industrialization of = home building is a doomed enterprise, but it does show how it is an enormou= sly complex problem.
</span>
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<h1><strong>Programming, Design &amp; 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=

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<span>
<a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fwww.crusoe.ai%2Fcloud%2Fmanaged-inference%3Futm_source= =3Dtldr%26utm_medium=3Dnewsletter%26utm_campaign=3Dbring_your_own_model_lau= nch/1/0100019ce6ba0db3-41965d58-06ef-4879-8af1-54045617ce7e-000000/b0DAUr9B= kVE0j3Zh7Vv3Zl4Ask-ZfZHEq8pA_5GHuwk=3D448">
<span>
<strong>Crusoe BYOM: 5x Higher Thro= ughput for Custom Models (Sponsor)</strong>
</span>



<span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
You've built the perfect fine-tuned mod=
el - but running it on generic cloud infrastructure, you're going to hit pe= rformance bottlenecks. The culprit? Standard infra that wasn't designed for=
proprietary architectures.<p></p><p><a href=3D"https://tracking.tldrnewsle= tter.com/CL0/https:%2F%2Fwww.crusoe.ai%2Fcloud%2Fmanaged-inference%3Futm_so= urce=3Dtldr%26utm_medium=3Dnewsletter%26utm_campaign=3Dbring_your_own_model= _launch/2/0100019ce6ba0db3-41965d58-06ef-4879-8af1-54045617ce7e-000000/yjtT= 3NYS55PQHN-uBz4WWCaCrto8oeHfGMPAmroR8Jg=3D448" rel=3D"noopener noreferrer n= ofollow" target=3D"_blank"><span>Crusoe's Bring Your Own Model (BYOM)</span= ></a> is your ticket to scale without compromise. Powered by <a href=3D"htt= ps://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.crusoe.ai%2Fcloud%2Fma= naged-inference%3Futm_source=3Dtldr%26utm_medium=3Dnewsletter%26utm_campaig= n=3Dbring_your_own_model_launch/3/0100019ce6ba0db3-41965d58-06ef-4879-8af1-= 54045617ce7e-000000/sezLeGPiDUUFPpLkMQaxvZ6PiVURiUypeQ3x0nLcv2c=3D448" rel= =3D"noopener noreferrer nofollow" target=3D"_blank"><span>MemoryAlloy=E2=84= =A2 technology</span></a>, Crusoe optimizes its inference engine specifical=
ly for your unique weights, achieving:</p>

<p>=E2=86=92 5x higher throughput.</p>

<p>=E2=86=92 Breakthrough Time-To-First-Token speed compared to stock vLLM.=


<p>=E2=86=92 Dedicated capacity and "glass box" visibility.</p>

<p>=E2=86=92 Total IP ownership stays with model builders.</p>

<p>Stop letting infrastructure hold back your AI innovation. <a href=3D"htt= ps://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.crusoe.ai%2Fcloud%2Fma= naged-inference%3Futm_source=3Dtldr%26utm_medium=3Dnewsletter%26utm_campaig= n=3Dbring_your_own_model_launch/4/0100019ce6ba0db3-41965d58-06ef-4879-8af1-= 54045617ce7e-000000/aQjtVR1BaCsGuf-rsP2hLrnw1En6nH7sy72NwjosSNs=3D448" rel= =3D"noopener noreferrer nofollow" target=3D"_blank"><span>Scale your fine-t= uned models with precision</span></a>



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<span>
<strong>The Perplexity API platform=
is now a full-stack, model-agnostic API platform for building agents (3 mi= nute read)</strong>
</span>



<span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
The Perplexity API platform replaces mo= del providers, search layers, and embeddings. It allows developers to swap = between the latest frontier models and configure curated presets, tool acce= ss, step limits, and token budgets, all from one endpoint. Developers have = direct access to the same index that powers Perplexity to call real-time in= formation with citations within apps and agents. They will also have access=
to the same execution environment that Perplexity uses internally as a sta= ndalone service.
</span>
</span>
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<span>
<a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fsimonwillison.net%2F2026%2FMar%2F13%2Fliquid%2F%3Futm_s= ource=3Dtldrnewsletter/1/0100019ce6ba0db3-41965d58-06ef-4879-8af1-54045617c= e7e-000000/51sYMPscf6sgggM_ml0dB65hAWKkoscWqmqdWK1LOaU=3D448">
<span>
<strong>Shopify/liquid: Performance=
: 53% faster parse+render, 61% fewer allocations (2 minute read)</strong>
</span>



<span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
Shopify's Liquid is an open-source Ruby=
template engine somewhat inspired by Django. Its developer found dozens of=
new performance micro-optimizations using a variant of Andrej Karpathy's A= utoresearch, a system that runs hundreds of semi-autonomous experiments to = find new effective training techniques. Implementing the optimizations resu= lted in a 53% improvement on benchmarks, an impressive improvement for a co=
de base that's been tweaked with hundreds of contributors over 20 years. Th=
e experiment shows how effective the Autoresearch pattern can be.
</span>
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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=

<div class=3D"text-block">
<span>
<a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fwww.oneusefulthing.org%2Fp%2Fthe-shape-of-the-thing%3Fu= tm_source=3Dtldrnewsletter/1/0100019ce6ba0db3-41965d58-06ef-4879-8af1-54045= 617ce7e-000000/7YOZMPQcMiIwKz-oKDXHXMAPnZYbsPGDIB2DAPucKDg=3D448">
<span>
<strong>The Shape of the Thing (5 m= inute read)</strong>
</span>



<span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
The market instability in February was =
a preview of what it feels like when the increasing ability of AI starts to=
interact with markets, jobs, and governments all at once. While feelings o=
f uncertainty will likely spread further, uncertainty is not the same as he= lplessness. The choices that individuals and organizations make now matter = because there is still time to influence the direction the technology devel= ops. Every organization trying to figure out a good way to use AI right now=
is setting a precedent for everyone else.
</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%2FRFMGpV/1/0100019ce6ba0db3-41= 965d58-06ef-4879-8af1-54045617ce7e-000000/wtbU7olmHOxbxtVV2bSFqpFgaI5J27sw5= HdZ12bhSHU=3D448">
<span>
<strong>This Might Be the Last Job = You Have (7 minute read)</strong>
</span>



<span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
A huge amount of modern work is already=
hollow. People sit in meetings that don't matter, produce things that won'=
t last, and perform a version of productivity that everyone silently preten=
ds is real. Most mass layoffs aren't really due to some AI revolution, but = because those jobs were already obsolete. AI is bringing in an era where th=
e constraints of work that told us what to do, who to be, and how to spend = our days are dissolving. It will take us some time to learn how to deal wit=
h this freedom.
</span>
</span>
</div>
</td></tr></tbody></table>

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<div style=3D"text-align: center;"><span style=3D"font-size: 36px;">=E2=9A= =A1</span></div></div>
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<h1><strong>Quick Links</strong></h1>
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<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%2Fjobs.ashbyhq.com%2Ftldr.tech%2F3b21aaf8-dea5-4127-be71-= 602d30e5001e%3Futm_source=3Dtldrnewsletter/1/0100019ce6ba0db3-41965d58-06ef= -4879-8af1-54045617ce7e-000000/wWavLqYFZTIfEn7iFpmWYakADmr9a_u0EgYc1-0LKvM= =3D448">
<span>
<strong>TLDR is hiring a Senior Sof= tware Engineer, Applied AI ($250k-$350k, Fully Remote)</strong>
</span>



<span style=3D"font-family: &quot;Helvetica Neue&quot;, 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/1/0100019ce6ba0db3-41965d58-06ef-4879-8af= 1-54045617ce7e-000000/izp8zqIn-UtkGbz9ylVIIzU3h8VBMrgV9GDDOHNJpFs=3D448" re= l=3D"noopener noreferrer" target=3D"_blank"><span>Learn more</span></a>.

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<div class=3D"text-block">
<span>
<a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fwww.thurrott.com%2Fgames%2F333639%2Fmicrosoft-to-make-n= ew-xbox-mode-available-on-all-windows-11-pcs-next-month%3Futm_source=3Dtldr= newsletter/1/0100019ce6ba0db3-41965d58-06ef-4879-8af1-54045617ce7e-000000/5= p8kiUoA8BrZVh-vqP3OX_NlfQgrnww9CPIsW05xD70=3D448">
<span>
<strong>Microsoft to Make New =E2= =80=98Xbox Mode' Available on All Windows 11 PCs Next Month (1 minute read)= </strong>
</span>



<span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
Xbox mode is a controller-optimized int= erface that lets players browse their library, launch games, use Game Bar, = and switch between apps.
</span>
</span>
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<table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=

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<span>
<a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fngrislain.github.io%2Fprojects%2F2026-3-12-dont-vibe--p= rove%2F%3Futm_source=3Dtldrnewsletter/1/0100019ce6ba0db3-41965d58-06ef-4879= -8af1-54045617ce7e-000000/_igZtPEOjSckD1x0yIjljU4M98KLA9zqmEWJQeFGrmU=3D448=

<span>
<strong>Don't Vibe =E2=80=94 Prove = (16 minute read)</strong>
</span>



<span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
This post describes a vibe coding syste=
m that uses types as specifications, which forces compilers to reject code = until they can produce a valid proof that the output satisfies the specific= ation.
</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.theguardian.com%2Ftechnology%2Fng-interactive%2F202= 6%2Fmar%2F11%2Famazon-artificial-intelligence%3Futm_source=3Dtldrnewsletter= /1/0100019ce6ba0db3-41965d58-06ef-4879-8af1-54045617ce7e-000000/zxWQPfXRIOU= 1qCq_M2YmgoGQgkesCkPWBc_A0nFt2l0=3D448">
<span>
<strong>Amazon is determined to use=
AI for everything =E2=80=93 even when it slows down work (15 minute read)<= /strong>
</span>



<span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
Amazon's internal AI tool, Kiro, freque= ntly hallucinates and generates flawed code that software developers have t=
o spend time fixing.
</span>
</span>
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</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%2Fvite.dev%2Fblog%2Fannouncing-vite8%3Futm_source=3Dtldrn= ewsletter/1/0100019ce6ba0db3-41965d58-06ef-4879-8af1-54045617ce7e-000000/Oy= 4VZbfXsToUn2BOECWtu25Qj1GbFcnb4jsnNagf5to=3D448">
<span>
<strong>Vite 8.0 is out! (12 minute=
read)</strong>
</span>



<span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
Vite 8 delivers up to 10-30x faster bui= lds while maintaining full plugin compatibility.
</span>
</span>
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<div class=3D"text-block">
<span>
<a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fwww.cnbc.com%2F2026%2F03%2F12%2Fadobe-ceo-shantanu-nara= yen-step-down.html%3Futm_source=3Dtldrnewsletter/1/0100019ce6ba0db3-41965d5= 8-06ef-4879-8af1-54045617ce7e-000000/tc4sl91_YGqdMnWuCPlLWM8Xs4UKDp_pbrmVia= 5UQdg=3D448">
<span>
<strong>Adobe CEO Shantanu Narayen = says he will step down after company installs successor (4 minute read)</st= rong>
</span>



<span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
He will remain as Adobe's company chair=
.
</span>
</span>
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<table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=

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<a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fannievella.com%2Fposts%2Fthe-middle-loop%2F%3Futm_sourc= e=3Dtldrnewsletter/1/0100019ce6ba0db3-41965d58-06ef-4879-8af1-54045617ce7e-= 000000/RhAs8p32inNY76e6siUwF7a-ojqKNPrRX2rG-pN9d0w=3D448">
<span>
<strong>The Middle Loop (6 minute r= ead)</strong>
</span>



<span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
There is still plenty of engineering wo=
rk in software engineering, even if it looks different.
</span>
</span>
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