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Apple is working on a small, wearable AI pin equipped with multiple
camer=
as, a speaker, and microphones. It will likely run the new Siri
chatbot= =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 [Nebius] [4]
TLDR 2026-01-22
PRODUCTI=
ON INFERENCE FOR OPEN-SOURCE LLMS (SPONSOR) [4]=20
Nebius Token Factory=
[4] is built for teams running open-source LLMs
in real products. We del=
iver managed inference with explicit control
over execution paths: specul=
ative decoding, cache-aware routing, and
post-training tuned to real traf=
fic. Predictable tail latency, stable
cost, and production-grade systems =
for AI that actually ships.
Build inference that holds at scale =
=E2=86=92 [4]
=F0=9F=93=B1=20
BIG TECH & STARTUPS
APPLE DEVEL=
OPING AIRTAG-SIZED AI PIN WITH DUAL CAMERAS (2 MINUTE
READ) [5]=20
Ap=
ple is reportedly working on a small, wearable AI pin equipped with
multi=
ple cameras, a speaker, and microphones. It will likely run the
new Siri =
chatbot the company plans to unveil in iOS 27. Apple wants
the final vers=
ion of the pin to be about the same size as an AirTag
but slightly thicke=
r. The AI pin could be released as soon as 2027,
but development is still=
in the early stages, and the product could be
canceled.=20
APPLE TO =
REVAMP SIRI AS A BUILT-IN IPHONE, MAC CHATBOT TO FEND OFF
OPENAI (11 MINU=
TE READ) [6]=20
Apple plans to revamp Siri later this year by turning i=
t into an AI
chatbot. The chatbot will be embedded deeply into the compan=
y's
operating systems and replace the current Siri interface. The feature=
is a central piece of Apple's AI strategy. Apple has designed the
chat=
bot so that its underlying models can be swapped out over time.
The compa=
ny will initially use Google-powered systems.=20
=F0=9F=9A=80=20
SCIE=
NCE & FUTURISTIC TECHNOLOGY
JEFF BEZOS' BLUE ORIGIN LAUNCHES SATELLIT=
E INTERNET SERVICE TO RIVAL
SPACEX, AMAZON (4 MINUTE READ) [7]=20
Blu=
e Origin plans to deploy 5,408 satellites into space to launch a
communic=
ations network to take on SpaceX. Its TeraWave network will be
targeted a=
t enterprise, data center, and government users. It will
provide data spe=
eds of up to 6 terabits per second. Blue Origin
expects to start deployin=
g its constellation in the fourth quarter of
next year.=20
OPERATING =
ON DNA IS MORE LIKE SURGERY THAN MEDICINE (11 MINUTE READ)
[8]=20
Las=
t February, a team of doctors and scientists treated a baby with
severe C=
PS1 deficiency, a condition caused by a rare single-gene
mutation that ca=
uses patients' blood to be flooded with ammonia that
the liver can't clea=
r. The doctors sequenced the baby's DNA, designed
a custom gene editor to=
fix the typo in his CPS1 gene, manufactured it
on demand, and infused it=
into his bloodstream. The process took about
six months and cost less th=
an $1 million. Today, the baby is thriving
and seemingly cured.=20
=
=F0=9F=92=BB=20
PROGRAMMING, DESIGN & DATA SCIENCE
AI CODE REVIEW =
WITH COMMENTS YOU'LL ACTUALLY IMPLEMENT (SPONSOR) [9]=20
Unblocked [9] =
is the AI code review that surfaces real issues and
meaningful feedback i=
nstead of flooding your PRs with stylistic
nitpicks and low-value comment=
s.
_=E2=80=9CUnblocked made me reconsider my AI fatigue. Finally, a to=
ol that
surfaces context only someone with a full view of the codebase co=
uld
provide.=E2=80=9D_ - Senior developer, Clio
Try now for free [9]=
DESIGNING AI-RESISTANT TECHNICAL EVALUATIONS (18 MINUTE READ) [10] =
Evaluating technical candidates is becoming harder as AI capabilitie=
s
improve. Each new model forces companies to redesign tests. This post=
describes one company's original take-home design, how each Claude
mod=
el defeated it, and the increasingly unusual approaches the company
has h=
ad to take to ensure its tests stay ahead of top models'
capabilities. As=
work evolves alongside models, companies need to
develop increasingly cr=
eative ways to find strong engineers.=20
PANDAS 3.0.0 (GITHUB REPO) [11=
]=20
pandas 3.0.0 includes some new features, bug fixes, and performanc=
e
improvements, as well as possible breaking changes. It removes a
func=
tionality that was deprecated in previous releases. Users are
recommended=
to first upgrade to pandas 2.3 and to ensure their code is
working witho=
ut warnings before upgrading to pandas 3.0. A link to a
list of all the c=
hanges in the release is available.=20
=F0=9F=8E=81=20
MISCELLANEOUS=
THE FOR YOU PAGE IS KILLING SOCIAL (11 MINUTE READ) [12]=20
X is=
struggling with two incompatible goals: optimizing attention and
time sp=
ent on the platform, and tight creator-follow linkage. So far,
X has opte=
d to chase KPIs like user time spent on the platform. This
has resulted i=
n creators unable to consistently reach their audience,
consumers not hea=
ring from creators they want to follow, and filter
bubbles like Crypto Tw=
itter. Either creators and users are tightly
linked, or the platform algo=
rithmically serves users an array of
compelling content - you can't have =
both.=20
WHY ELON MUSK IS RACING TO TAKE SPACEX PUBLIC (6 MINUTE READ) =
[13]=20
The rush to build AI data centers prompted Elon Musk to propose=
putting them in space. Musk has become obsessed with the idea of
Space=
X being the first to do it, but such a feat would be hard to
attempt and =
would require the billions of dollars in capital an
initial public offeri=
ng could deliver. A SpaceX IPO could also help
xAI catch up to rivals. Sp=
aceX is expected to collect banks to lead
the stock offering soon, with t=
he IPO expected to be completed by
July.=20
=E2=9A=A1=20
QUICK LINK=
S
TLDR IS HIRING A SENIOR SOFTWARE ENGINEER, APPLIED AI ($200K-$300K,=
FULLY REMOTE) [14]=20
As the first engineer on TLDR's new Applied AI=
team, you'll build AI
agents and composable Claude Skills to let non-tec=
hnical teammates
create their own AI workflows.=C2=A0Learn more [15].=20
=
TELL HN: BENDING SPOONS LAID OFF ALMOST EVERYBODY AT VIMEO YESTERDAY
=
(HACKER NEWS THREAD) [16]=20
The company now has fewer than 15 people l=
eft in engineering.=20
META SAYS IT'S DELIVERED NEW AI MODELS INTERNALL=
Y THIS MONTH AND
THEY'RE =E2=80=9CVERY GOOD=E2=80=9D (1 MINUTE READ) [17]=
=20
Meta is reportedly working on a large language model and an AI imag=
e
and video model.=20
WHAT IF AI IS BOTH REALLY GOOD AND NOT THAT DIS=
RUPTIVE? (10 MINUTE
READ) [18]=20
AI is a significant productivity to=
ol comparable to previous
technological shifts, but it's boring.=20
T=
ESLA CEO ELON MUSK OUTLINES EXPECTATIONS FOR CYBERCAB PRODUCTION (14
MINU=
TE READ) [19]=20
Cybercab production is scheduled to start in less than=
100 days.=20
YOUTUBE ON WHAT UPDATES TO EXPECT IN 2026: MUSIC, =
=E2=80=98FULLY
CUSTOMIZABLE' TV MULTIVIEW, MORE (3 MINUTE READ) [20]=20
=
YouTube Music is getting more discovery features, and YouTube TV is
g=
etting 20 genre-specific plans as well as a fully customizable
multiview.=
=20
ANTHROPIC REVISES CLAUDE'S =E2=80=98CONSTITUTION,' AND HINTS AT CHA=
TBOT
CONSCIOUSNESS (5 MINUTE READ) [21]=20
Anthropic trains Claude us=
ing a specific set of ethical principles
(detailed in its 'Constitution')=
rather than human feedback.=20
Love TLDR? Tell your friends and get rew=
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<div style=3D"display: none; max-height: 0px; overflow: hidden;">Apple is w= orking on a small, wearable AI pin equipped with multiple cameras, a speake=
r, and microphones. It will likely run the new Siri chatbot =E2=80=8C&= nbsp;=E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C&= nbsp;=E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C&= nbsp;=E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C&= nbsp;=E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C&= nbsp;=E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C&= nbsp; =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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<a href=3D"
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https://images.tldr.tech/nebius.png" valign=3D"mid= dle" style=3D"vertical-align: middle !important; height: 100%;" alt=3D"Nebi= us"></a></td></tr></tbody></table>
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<div style=3D"text-align: center;">
<h1><strong>TLDR <span id=3D"date">2026-01-22</span></strong></h1>
</div>
</td></tr></tbody></table>
<table style=3D"table-layout: fixed; width:100%;" width=3D"100%"><tbody><tr=
id=3D"sponsy-copy"><td class=3D"container" style=3D"padding: 15px 15px;">
<div class=3D"text-block">
<span>
<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fnebius.com%2Fservices%2Ftoken-factory%3Futm_source=3Dyo= loco%26utm_medium=3Dnewsletter-tldr%26utm_campaign=3Dinfluencer_collaborati= on_tf/2/0100019be596a68d-746e9b15-77c2-4840-929d-73eb6d8f5fd6-000000/cn1MXA= BW289a5LL5lWsYY01cRu5_ha-b-BWPzt_a9eM=3D441">
<span>
<strong>Production inference for op= en-source LLMs (Sponsor)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
<a href=3D"
https://tracking.tldrnewslet= ter.com/CL0/https:%2F%2Fnebius.com%2Fservices%2Ftoken-factory%3Futm_source= =3Dyoloco%26utm_medium=3Dnewsletter-tldr%26utm_campaign=3Dinfluencer_collab= oration_tf/3/0100019be596a68d-746e9b15-77c2-4840-929d-73eb6d8f5fd6-000000/R= MoxwEQvHQJtQ4lpplF81WRvy6fiPqwiT-OsIfb86ec=3D441" rel=3D"noopener noreferre=
r nofollow" target=3D"_blank"><span>Nebius Token Factory</span></a> is buil=
t for teams running open-source LLMs in real products. We deliver managed i= nference with explicit control over execution paths: speculative decoding, = cache-aware routing, and post-training tuned to real traffic. Predictable t= ail latency, stable cost, and production-grade systems for AI that actually=
ships.
<p></p>
<p><a href=3D"
https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fnebius.co= m%2Fservices%2Ftoken-factory%3Futm_source=3Dyoloco%26utm_medium=3Dnewslette= r-tldr%26utm_campaign=3Dinfluencer_collaboration_tf/4/0100019be596a68d-746e= 9b15-77c2-4840-929d-73eb6d8f5fd6-000000/A6L91rZHeURJrc3Gpra4x4D4xIbvu5Cu7Gd= rKep_IW8=3D441" rel=3D"noopener noreferrer nofollow" target=3D"_blank"><spa= n>Build inference that holds at scale =E2=86=92</span></a>
</span></span></div>
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<div class=3D"text-block">
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<h1><strong>Big Tech & Startups</strong></h1>
</div>
</div>
</td></tr></tbody></table>
<table style=3D"table-layout: fixed; width: 100%;" width=3D"100%"><tbody><t= r><td style=3D"padding:0;border-collapse:collapse;border-spacing:0;margin:0=
;" valign=3D"top">
<table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=
<div class=3D"text-block">
<span>
<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fwww.macrumors.com%2F2026%2F01%2F21%2Fapple-ai-pin%2F%3F= utm_source=3Dtldrnewsletter/1/0100019be596a68d-746e9b15-77c2-4840-929d-73eb= 6d8f5fd6-000000/EqSU7jKYLWM_V3wYf1to5i-BAVxfwPqnN4HZ8QzhA8k=3D441">
<span>
<strong>Apple Developing AirTag-Siz=
ed AI Pin With Dual Cameras (2 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Apple is reportedly working on a small,=
wearable AI pin equipped with multiple cameras, a speaker, and microphones=
. It will likely run the new Siri chatbot the company plans to unveil in iO=
S 27. Apple wants the final version of the pin to be about the same size as=
an AirTag but slightly thicker. The AI pin could be released as soon as 20= 27, but development is still in the early stages, and the product could be = canceled.
</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%2FXvpDfj/1/0100019be596a68d-74= 6e9b15-77c2-4840-929d-73eb6d8f5fd6-000000/z8JKCfSlFcKYDJdZ7-dHSvpi35BBU42cr= n4dpYf3-zg=3D441">
<span>
<strong>Apple to Revamp Siri as a B= uilt-In iPhone, Mac Chatbot to Fend Off OpenAI (11 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Apple plans to revamp Siri later this y= ear by turning it into an AI chatbot. The chatbot will be embedded deeply i= nto the company's operating systems and replace the current Siri interface.=
The feature is a central piece of Apple's AI strategy. Apple has designed = the chatbot so that its underlying models can be swapped out over time. The=
company will initially use Google-powered systems.
</span>
</span>
</div>
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<div class=3D"text-block">
<div style=3D"text-align: center;"><span style=3D"font-size: 36px;">=F0=9F= =9A=80</span></div>
</div>
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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.cnbc.com%2F2026%2F01%2F21%2Fbezos-blue-origin-satel= lite-internet-spacex-amazon.html%3Futm_source=3Dtldrnewsletter/1/0100019be5= 96a68d-746e9b15-77c2-4840-929d-73eb6d8f5fd6-000000/awEM6P6OQ37ndb6F5X0uIKB2= cb-C9pkcKWTfNrvFQ9M=3D441">
<span>
<strong>Jeff Bezos' Blue Origin lau= nches satellite internet service to rival SpaceX, Amazon (4 minute read)</s= trong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Blue Origin plans to deploy 5,408 satel= lites into space to launch a communications network to take on SpaceX. Its = TeraWave network will be targeted at enterprise, data center, and governmen=
t users. It will provide data speeds of up to 6 terabits per second. Blue O= rigin expects to start deploying its constellation in the fourth quarter of=
next year.
</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.a16z.news%2Fp%2Foperating-on-dna-is-more-like-surge= ry%3Futm_source=3Dtldrnewsletter/1/0100019be596a68d-746e9b15-77c2-4840-929d= -73eb6d8f5fd6-000000/1nBDecvOvOzVMIh1aYof7Lw-pijzYhtdgYWUxiY-ag4=3D441">
<span>
<strong>Operating on DNA is more li=
ke surgery than medicine (11 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Last February, a team of doctors and sc= ientists treated a baby with severe CPS1 deficiency, a condition caused by =
a rare single-gene mutation that causes patients' blood to be flooded with = ammonia that the liver can't clear. The doctors sequenced the baby's DNA, d= esigned a custom gene editor to fix the typo in his CPS1 gene, manufactured=
it on demand, and infused it into his bloodstream. The process took about = six months and cost less than $1 million. Today, the baby is thriving and s= eemingly cured.
</span>
</span>
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<div class=3D"text-block">
<div style=3D"text-align: center;"><span style=3D"font-size: 36px;">=F0=9F= =92=BB</span></div></div>
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<h1><strong>Programming, Design & Data Science</strong></h1>
</div>
</div>
</td></tr></tbody></table>
<table style=3D"table-layout: fixed; width: 100%;" width=3D"100%"><tbody><t= r><td style=3D"padding:0;border-collapse:collapse;border-spacing:0;margin:0=
;" valign=3D"top">
<table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=
<div class=3D"text-block">
<span>
<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fgetunblocked.com%2Fcode-review%2F%3Futm_source=3Dtldrte= ch%26utm_medium=3Demail%26utm_campaign=3Dcodereview_260122secondary/1/01000= 19be596a68d-746e9b15-77c2-4840-929d-73eb6d8f5fd6-000000/3ew_LDzbxIjEDiGb3Pr= qY-qM_dkhON4NjX8_rH0vOzs=3D441">
<span>
<strong>AI code review with comment=
s you'll actually implement (Sponsor)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
<a href=3D"
https://tracking.tldrnewslet= ter.com/CL0/https:%2F%2Fgetunblocked.com%2Fcode-review%2F%3Futm_source=3Dtl= drtech%26utm_medium=3Demail%26utm_campaign=3Dcodereview_260122secondary/2/0= 100019be596a68d-746e9b15-77c2-4840-929d-73eb6d8f5fd6-000000/PoSKpS2ssgnCGVG= 3xiLurdtQ2x7cU966YzObMSP3yB0=3D441" rel=3D"noopener noreferrer nofollow" ta= rget=3D"_blank"><span>Unblocked</span></a> is the AI code review that surfa= ces real issues and meaningful feedback instead of flooding your PRs with s= tylistic nitpicks and low-value comments.
<p></p>
<p><em>=E2=80=9CUnblocked made me reconsider my AI fatigue. Finally, a tool=
that surfaces context only someone with a full view of the codebase could = provide.=E2=80=9D</em> - Senior developer, Clio</p>
<p><a href=3D"
https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fgetunbloc= ked.com%2Fcode-review%2F%3Futm_source=3Dtldrtech%26utm_medium=3Demail%26utm= _campaign=3Dcodereview_260122secondary/3/0100019be596a68d-746e9b15-77c2-484= 0-929d-73eb6d8f5fd6-000000/R4K8t0y2Mu8goK7jpLg8DXcfWd-tDybfUf0RmVIHhmU=3D44=
1" rel=3D"noopener noreferrer nofollow" target=3D"_blank"><span>Try now for=
free</span></a>
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<div class=3D"text-block">
<span>
<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fwww.anthropic.com%2Fengineering%2FAI-resistant-technica= l-evaluations%3Futm_source=3Dtldrnewsletter/1/0100019be596a68d-746e9b15-77c= 2-4840-929d-73eb6d8f5fd6-000000/3fzRRjuiiZbdkKXgbtPebtbfRIDY1g1NkEtlKZ-EYcY= =3D441">
<span>
<strong>Designing AI-resistant tech= nical evaluations (18 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Evaluating technical candidates is beco= ming harder as AI capabilities improve. Each new model forces companies to = redesign tests. This post describes one company's original take-home design=
, how each Claude model defeated it, and the increasingly unusual approache=
s the company has had to take to ensure its tests stay ahead of top models'=
capabilities. As work evolves alongside models, companies need to develop = increasingly creative ways to find strong engineers.
</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%2Fgithub.com%2Fpandas-dev%2Fpandas%2Freleases%2Ftag%2Fv3.= 0.0%3Futm_source=3Dtldrnewsletter/1/0100019be596a68d-746e9b15-77c2-4840-929= d-73eb6d8f5fd6-000000/GdxVEC3ep5M2blveTguzB-B-KUFFmfvky7vQTmFAsVk=3D441">
<span>
<strong>pandas 3.0.0 (GitHub Repo)<= /strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
pandas 3.0.0 includes some new features=
, bug fixes, and performance improvements, as well as possible breaking cha= nges. It removes a functionality that was deprecated in previous releases. = Users are recommended to first upgrade to pandas 2.3 and to ensure their co=
de is working without warnings before upgrading to pandas 3.0. A link to a = list of all the changes in the release is available.
</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%2Fmurmurationstwo.substack.com%2Fp%2Fthe-for-you-page-is-= killing-social%3Futm_source=3Dtldrnewsletter/1/0100019be596a68d-746e9b15-77= c2-4840-929d-73eb6d8f5fd6-000000/2ML53CDl1M6DOH2pREhAcJ0jxY7cMO3Xu0dTBpoXSb= 4=3D441">
<span>
<strong>The For You page is killing=
Social (11 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
X is struggling with two incompatible g= oals: optimizing attention and time spent on the platform, and tight creato= r-follow linkage. So far, X has opted to chase KPIs like user time spent on=
the platform. This has resulted in creators unable to consistently reach t= heir audience, consumers not hearing from creators they want to follow, and=
filter bubbles like Crypto Twitter. Either creators and users are tightly = linked, or the platform algorithmically serves users an array of compelling=
content - you can't have both.
</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%2FDHbuvQ/1/0100019be596a68d-74= 6e9b15-77c2-4840-929d-73eb6d8f5fd6-000000/NMtqVTm8emqcynqgZMPaU34-yVCFN5DcS= BBQ1Dlmw7A=3D441">
<span>
<strong>Why Elon Musk Is Racing to = Take SpaceX Public (6 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
The rush to build AI data centers promp= ted Elon Musk to propose putting them in space. Musk has become obsessed wi=
th the idea of SpaceX being the first to do it, but such a feat would be ha=
rd to attempt and would require the billions of dollars in capital an initi=
al public offering could deliver. A SpaceX IPO could also help xAI catch up=
to rivals. SpaceX is expected to collect banks to lead the stock offering = soon, with the IPO expected to be completed by July.
</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;">=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/1/0100019be596a68d-746e9b15-77c2= -4840-929d-73eb6d8f5fd6-000000/Xtpu-pqZNcC3xLPUWILOtFmD5TmXon7MVd518T6S9VU= =3D441">
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<strong>TLDR is hiring a Senior Sof= tware Engineer, Applied AI ($200k-$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 class=3D"c-lin=
k" href=3D"
https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fjobs.ashbyhq= .com%2Ftldr.tech%2F3b21aaf8-dea5-4127-be71-602d30e5001e/1/0100019be596a68d-= 746e9b15-77c2-4840-929d-73eb6d8f5fd6-000000/2bthiv_6peOHr_LzCPGuwxeu_nZ9z42= rgJ2VbuUgmSk=3D441" rel=3D"noopener noreferrer" target=3D"_blank"><span>Lea=
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<div class=3D"text-block">
<span>
<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fnews.ycombinator.com%2Fitem%3Fid=3D46707699%26utm_sourc= e=3Dtldrnewsletter/1/0100019be596a68d-746e9b15-77c2-4840-929d-73eb6d8f5fd6-= 000000/ej0dHTRw0U0gnxDNQ5A4-6majD9YmEnrfsN9zWUvoRs=3D441">
<span>
<strong>Tell HN: Bending Spoons lai=
d off almost everybody at Vimeo yesterday (Hacker News Thread)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
The company now has fewer than 15 peopl=
e left in engineering.
</span>
</span>
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<div class=3D"text-block">
<span>
<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fsherwood.news%2Ftech%2Fmeta-says-its-delivered-new-ai-m= odels-internally-this-month-and-theyre-very%2F%3Futm_source=3Dtldrnewslette= r/1/0100019be596a68d-746e9b15-77c2-4840-929d-73eb6d8f5fd6-000000/HL7WL-yBg1= vqdU6yilgjGKO1jg6GYwfaoG7r6GJnzFE=3D441">
<span>
<strong>Meta says it's delivered ne=
w AI models internally this month and they're =E2=80=9Cvery good=E2=80=9D (=
1 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Meta is reportedly working on a large l= anguage model and an AI image and video model.
</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%2Fdeadneurons.substack.com%2Fp%2Fwhat-if-ai-is-both-reall= y-good-and%3Futm_source=3Dtldrnewsletter/1/0100019be596a68d-746e9b15-77c2-4= 840-929d-73eb6d8f5fd6-000000/Ti27Bd-r_ETDmwiatFQUSJ854Nvs1GTrktDjW2Koq-0=3D= 441">
<span>
<strong>What if AI is both really g= ood and not that disruptive? (10 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
AI is a significant productivity tool c= omparable to previous technological shifts, but it's boring.
</span>
</span>
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<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fwww.teslarati.com%2Ftesla-ceo-elon-musk-outlines-expect= ations-cybercab-production%2F%3Futm_source=3Dtldrnewsletter/1/0100019be596a= 68d-746e9b15-77c2-4840-929d-73eb6d8f5fd6-000000/RUR6gPsVlssougTZcinPU1AxzMD= 0LFDpLUKlhprdcDU=3D441">
<span>
<strong>Tesla CEO Elon Musk outline=
s expectations for Cybercab production (14 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Cybercab production is scheduled to sta=
rt in less than 100 days.
</span>
</span>
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<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2F9to5google.com%2F2026%2F01%2F21%2Fyoutube-2026-prioriti= es%2F%3Futm_source=3Dtldrnewsletter/1/0100019be596a68d-746e9b15-77c2-4840-9= 29d-73eb6d8f5fd6-000000/vLN4QTysnRD3uEdi5f2sSlQIQl6U61dJKeHCRoSjGmQ=3D441">
<span>
<strong>YouTube on what updates to = expect in 2026: Music, =E2=80=98fully customizable' TV multiview, more (3 m= inute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
YouTube Music is getting more discovery=
features, and YouTube TV is getting 20 genre-specific plans as well as a f= ully customizable multiview.
</span>
</span>
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<a href=3D"
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<span>
<strong>Anthropic revises Claude's = =E2=80=98Constitution,' and hints at chatbot consciousness (5 minute read)<= /strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Anthropic trains Claude using a specifi=
c set of ethical principles (detailed in its 'Constitution') rather than hu= man feedback.
</span>
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