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Intel and Qualcomm are reportedly bidding up to $10 billion for
Tenstorre=
nt, whose roughly $1,000 Blackhole chips run the
BlockFloat8=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 =
TLDR HARDWARE 2026-10-19
=F0=9F=93=B1=20
HEADLINES AND LAUNCH=
ES
INTEL AND QUALCOMM REPORTEDLY BID UP TO $10B FOR TENSTORRENT ON AN=
UNVERIFIED COST CLAIM (3 MINUTE READ) [4]=20
Intel and Qualcomm are =
reportedly bidding up to $10 billion for
Tenstorrent, whose roughly $1,00=
0 Blackhole chips run the BlockFloat8
number format natively, where GPUs =
with native support list near
$40,000. Smallest.ai says its text-to-speec=
h model, with over 80%
running in 8-bit, costs about a quarter as much to=
run as on Nvidia's
L40S. The figures are vendor-published and unverified=
, and no deal has
closed.=20
CXMT SWINGS TO A NEARLY $20B NINE-MONTH =
PROFIT AS AI DEMAND DRIVES UP
DRAM PRICES (2 MINUTE READ) [5]=20
CXMT=
expects nine-month net profit of 131 to 132.5 billion yuan
($19.6 to $19=
.8 billion), versus a 5.3 billion yuan loss a year
earlier, on revenue of=
265 to 270 billion yuan, up from 32.1 billion.
It credits AI-driven DRAM=
shortages, expanded capacity, and more
output per wafer. Its claim of fi=
fth-generation DRAM in mass
production hasn't been independently verified=
, and memory booms
typically fund new capacity that eventually pulls pric=
es back down.=20
=F0=9F=94=A8=20
ENGINEERING AND APPLICATIONS
T=
ESLA ROADSTER PAIRS UNDERBODY SUCTION FANS WITH COLD-GAS THRUSTERS
FOR GR=
IP BEYOND WHAT TIRES ALLOW (3 MINUTE READ) [6]=20
The Roadster's floor =
uses fans and perimeter seals to pull air out
from under the car, creatin=
g up to 2 g of suction, enough to hold it
upside down while stationary, a=
nd at speed, front and rear passages
open for more flow. Cold-gas thruste=
rs add a second system: ten
nozzles fed by compressed air, with all-elect=
ric actuators for fast
micro-adjustments, which Tesla says push with four=
to five times the
force tires can deliver.=20
NASA'S ROMAN TELESCOPE=
BEATS ITS IMAGE-QUALITY SPEC BY NEARLY 30%
AFTER A HAIR-WIDTH MIRROR NUD=
GE (3 MINUTE READ) [7]=20
After moving Roman's secondary mirror by abou=
t one-sixteenth the
width of a human hair, engineers measured 63 nanomete=
rs RMS of optical
error in the Wide Field Instrument, nearly 30% better t=
han the
90-nanometer requirement. The camera has 18 detectors, and the sa=
me
adjustment fixed slight defocus in the Coronagraph Instrument, which=
still needs testing of its ability to block unwanted light. Roman
laun=
ched August 30, and both instruments now match or beat
predictions.=20
=
=F0=9F=A7=A0=20
RESEARCH AND PROTOTYPES
REACH 8 MILLION TECH PR=
OFESSIONALS READING TLDR (SPONSOR) [8]=20
Ads get ignored on social med=
ia but not in TLDR! Reach hardware
engineers and makers where they actual=
ly pay attention. Learn more
about sponsorship opportunities [8].=20
=
SPIN WAVES COUPLED TO A SUPERCONDUCTING CIRCUIT CREATE A ONE-WAY
STREET F=
OR MICROWAVE SIGNALS (3 MINUTE READ) [9]=20
Argonne and UIUC researcher=
s coupled spin waves in a thin yttrium
iron garnet film to a superconduct=
ing resonator built directly on top,
creating a hybrid mode that propagat=
es one way and could keep return
noise from leaking back into qubits. The=
key materials fix was
swapping the usual rare-earth-containing substrate=
, which absorbs
microwaves at low temperatures, for one without rare-eart=
h metals.
It's still a proof of concept.=20
VARIABLE FREQUENCY DRIVES=
COULD FREE UP GRID POWER BY CUTTING MOTOR
ENERGY USE 40 TO 60 PERCENT (5=
MINUTE READ) [10]=20
Variable frequency drives adjust motor speed to m=
atch demand, cutting
a motor's energy use by about 40 to 60 percent. Toyo=
ta saved over
$700,000 a year after putting them on 200-plus HVAC motors =
at its
Kentucky plant, in a $1.25 million pilot. Cheaper sensors,
machi=
ne-learning control, and power chips borrowed from EVs and solar
inverter=
s have cut costs. ABB claims drives on every motor could cover
up to five=
years of data center load growth.=20
=F0=9F=8E=81=20
MISCELLANEOUS=
KORNIA-SLAM: VISUAL-INERTIAL ODOMETRY AND SLAM IN RUST (3 MINUTE
R=
EAD) [11]=20
Kornia-SLAM is an open-source visual-inertial odometry and=
spatial
mapping library implemented entirely in Rust. It supports monocu=
lar,
stereo, and RGB-D cameras coupled with inertial measurement units,=
utilizing factor graph optimization to maintain real-time performance
=
and strict memory safety. This framework gives embedded software teams
a =
reliable, crash-resilient foundation for real-time spatial
estimation on =
compute-limited physical devices.=20
GEMINI 4 ARGON: MULTIMODAL FOUNDAT=
ION MODELS FOR EMBODIED
INTELLIGENCE (4 MINUTE READ) [12]=20
Google D=
eepMind has released Gemini 4 Argon, a multimodal foundation
model engine=
ered specifically for embodied physical systems. Featuring
native spatio-=
temporal reasoning and low-latency action generation, it
links high-level=
semantic understanding directly to robot execution
through native bridge=
s for ROS 2 and physics simulators like MuJoCo.
The architecture allows c=
reators of intelligent physical machines to
translate natural language go=
als into dexterous, real-world
manipulation and navigation.=20
=
=E2=9A=A1=20
QUICK LINKS
TERMINAL RVIZ: TERMINAL-BASED 3D VISUALIZ=
ER FOR ROS 2 (2 MINUTE READ)
[13]=20
Terminal RViz renders 3D ROS 2 s=
ensor data, point clouds, and robot
states directly inside a terminal win=
dow using Braille Unicode
characters and a software-based renderer.=20
=
HUMXN PAYS FOR HOME REPAIRS IN THREE CITIES TO RECORD WEARABLE-SENSOR=
DATA FOR ROBOT TRAINING (3 MINUTE READ) [14]=20
HUMXN, a Minneapolis=
AI data company, will pay for qualifying
plumbing, electrical, HVAC, air=
-duct, and carpet-cleaning jobs in
Minneapolis, Chicago, and Miami in exc=
hange for letting technicians
work in homes wearing capture gear that rec=
ords their jobs.=20
AMD SHOWS HOW TO HAND-TUNE AN FP16 GEMM KERNEL ON R=
DNA 3 AND RDNA 4
TO MATCH HIPBLASLT (25 MINUTE READ) [15]=20
AMD walk=
s through eight steps to build an FP16 GEMM kernel on RDNA 3
and RDNA 4, =
taking the RX 9070 XT from 150 ms to 8.71 ms on an
8192-cubed multiply, v=
ersus 8.05 ms for hipBLASLt.=20
APPLE AND META TUNE AN 816B-PARAMETER O=
PEN MODEL TO RUN ON TWO M5
ULTRA MAC STUDIOS (3 MINUTE READ) [16]=20
=
Meta's 816-billion-parameter Muse Spark Open model, a
mixture-of-experts =
design with 42 billion active per token, is tuned
to run locally on clust=
ered M5 Ultra Mac Studios using Apple's MLX
framework.=20
ASPIRE: AGE=
NTIC SKILL DISCOVERY AND POLICY SYNTHESIS (3 MINUTE READ)
[17]=20
ASP=
IRE is an autonomous framework from NVIDIA Research that enables
robots t=
o discover, practice, and catalog manipulation skills in
simulation witho=
ut human supervision.=20
Want to advertise in TLDR? =F0=9F=93=B0
I=
f your company is interested in reaching an audience of hardware
professi=
onals and decision makers, you may want to ADVERTISE WITH US
[18].=20
=
Want to work at TLDR? =F0=9F=92=BC
APPLY HERE [19], CREATE YOUR OWN R=
OLE [20] or send a friend's resume
to
jobs@tldr.tech and get $1k if we hi=
re them! TLDR is one of INC.'S
BEST BOOTSTRAPPED BUSINESSES [21] of 2025.=
=20
If you have any comments or feedback, just respond to this email! =
Thanks for reading,=20
Andrew Tan [22], Adi Nikumbh [23], Kshitij Sud=
an [24], & Kat Scott
[25]=20
Manage your subscriptions [26] to our ot=
her newsletters on tech,
startups, and programming. Or if TLDR Hardware i=
sn't for you, please
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[4]
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[9] https:/= /www.nanowerk.com/nanotechnology-news3/newsid=3D70437.php?utm_source=3Dtldr= hardware
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<div style=3D"display: none; max-height: 0px; overflow: hidden;">Intel and = Qualcomm are reportedly bidding up to $10 billion for Tenstorrent, whose ro= ughly $1,000 Blackhole chips run the BlockFloat8 =E2=80=8C =E2=80= =8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80= =8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80= =8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80= =8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80= =8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C = =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C = =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C = =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C = =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C = =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C = =E2=80=8C </div>
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<div style=3D"text-align: center;">
<h1><strong>TLDR Hardware <span id=3D"date">2026-10-19</span></strong></h1> </div>
</td></tr></tbody></table>
<table style=3D"table-layout: fixed; width:100%;" width=3D"100%"><tbody></t= body></table>
</td></tr></tbody></table>
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<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= =93=B1</span></div></div>
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<div class=3D"text-block">
<div style=3D"text-align: center;">
<h1><strong>Headlines and Launches</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%2Ftheinference.org%2Farticle%2Fintel-and-qualcomm-are-rep= orted-in-talks-for-tenstorrent-worth-up-to-10-billion%3Futm_source=3Dtldrha= rdware/1/010001a15455ee00-373f4e44-04d3-4f32-ad3a-30b00ae65978-000000/iH2WI= 9iMp92OX5zZ_p7YCC9SSJ2G7PvtSi3vJ-szwg0=3D452">
<span>
<strong>Intel and Qualcomm reported=
ly bid up to $10B for Tenstorrent on an unverified cost claim (3 minute rea= d)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Intel and Qualcomm are reportedly biddi=
ng up to $10 billion for Tenstorrent, whose roughly $1,000 Blackhole chips = run the BlockFloat8 number format natively, where GPUs with native support = list near $40,000. Smallest.ai says its text-to-speech model, with over 80%=
running in 8-bit, costs about a quarter as much to run as on Nvidia's L40S=
. The figures are vendor-published and unverified, and no deal has closed.
</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%2FnxWvMx/1/010001a15455ee00-37= 3f4e44-04d3-4f32-ad3a-30b00ae65978-000000/J0QifE2pk67X9DtH-75ixYMWsyKdKYP5n= -2eqPwtZa0=3D452">
<span>
<strong>CXMT swings to a nearly $20=
B nine-month profit as AI demand drives up DRAM prices (2 minute read)</str=
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
CXMT expects nine-month net profit of 1=
31 to 132.5 billion yuan ($19.6 to $19.8 billion), versus a 5.3 billion yua=
n loss a year earlier, on revenue of 265 to 270 billion yuan, up from 32.1 = billion. It credits AI-driven DRAM shortages, expanded capacity, and more o= utput per wafer. Its claim of fifth-generation DRAM in mass production hasn=
't been independently verified, and memory booms typically fund new capacit=
y that eventually pulls prices back down.
</span>
</span>
</div>
</td></tr></tbody></table>
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<div class=3D"text-block">
<div style=3D"text-align: center;"><span style=3D"font-size: 36px;">=F0=9F= =94=A8</span></div>
</div>
</td></tr></tbody></table>
<table align=3D"center" bgcolor=3D"" border=3D"0" cellpadding=3D"0" cellspa= cing=3D"0" width=3D"100%"><tbody><tr><td class=3D"container" style=3D"paddi= ng-top: 0px; padding-bottom: 0px;">
<div class=3D"text-block">
<div style=3D"text-align: center;">
<h1><strong>Engineering and Applications</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.caranddriver.com%2Fnews%2Fa74165059%2Ftesla-roadste= r-thrusters-fan-system-explained%2F%3Futm_source=3Dtldrhardware/1/010001a15= 455ee00-373f4e44-04d3-4f32-ad3a-30b00ae65978-000000/gzzB4_cHV2cARpKZEKvlkxz= UZSYJDbkCy6HNKqeMXJ0=3D452">
<span>
<strong>Tesla Roadster pairs underb= ody suction fans with cold-gas thrusters for grip beyond what tires allow (=
3 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
The Roadster's floor uses fans and peri= meter seals to pull air out from under the car, creating up to 2 g of sucti= on, enough to hold it upside down while stationary, and at speed, front and=
rear passages open for more flow. Cold-gas thrusters add a second system: = ten nozzles fed by compressed air, with all-electric actuators for fast mic= ro-adjustments, which Tesla says push with four to five times the force tir=
es can deliver.
</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.sciencedaily.com%2Freleases%2F2026%2F10%2F261016070= 630.htm%3Futm_source=3Dtldrhardware/1/010001a15455ee00-373f4e44-04d3-4f32-a= d3a-30b00ae65978-000000/MIE7SkPrXL9QH43sTpfrLpmzRdY9zz0R8jseBaUfrZs=3D452">
<span>
<strong>NASA's Roman telescope beat=
s its image-quality spec by nearly 30% after a hair-width mirror nudge (3 m= inute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
After moving Roman's secondary mirror b=
y about one-sixteenth the width of a human hair, engineers measured 63 nano= meters RMS of optical error in the Wide Field Instrument, nearly 30% better=
than the 90-nanometer requirement. The camera has 18 detectors, and the sa=
me adjustment fixed slight defocus in the Coronagraph Instrument, which sti=
ll needs testing of its ability to block unwanted light. Roman launched Aug= ust 30, and both instruments now match or beat predictions.
</span>
</span>
</div>
</td></tr></tbody></table>
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<div class=3D"text-block">
<div style=3D"text-align: center;"><span style=3D"font-size: 36px;">=F0=9F= =A7=A0</span></div>
</div>
</td></tr></tbody></table>
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<div class=3D"text-block">
<div style=3D"text-align: center;">
<h1><strong>Research and Prototypes</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%2Fadvertise.tldr.tech%2F%3Futm_source=3Dtldrhardware%26ut= m_medium=3Dnewsletter%26utm_campaign=3Dsecondary10192026%26sp=3DWQM5nqm4zEK= Xexk3CncRXZtS/1/010001a15455ee00-373f4e44-04d3-4f32-ad3a-30b00ae65978-00000= 0/TmwqwyO9Dc4tEqVo5wHpf8ykJCG3xLQNOMIimCi3GxI=3D452">
<span>
<strong>Reach 8 million tech profes= sionals reading TLDR (Sponsor)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Ads get ignored on social media but not=
in TLDR! Reach hardware engineers and makers where they actually pay atten= tion. <a href=3D"
https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fadvert= ise.tldr.tech%2F%3Futm_source=3Dtldrhardware%26utm_medium=3Dnewsletter%26ut= m_campaign=3Dsecondary10192026%26sp=3DWQM5nqm4zEKXexk3CncRXZtS/2/010001a154= 55ee00-373f4e44-04d3-4f32-ad3a-30b00ae65978-000000/baOJODHKONACa58QCyvqaUc9= qIS7xnGladX93qEjgB0=3D452" rel=3D"noopener noreferrer nofollow" target=3D"_= blank"><span>Learn more about sponsorship opportunities</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%2Fwww.nanowerk.com%2Fnanotechnology-news3%2Fnewsid=3D7043= 7.php%3Futm_source=3Dtldrhardware/1/010001a15455ee00-373f4e44-04d3-4f32-ad3= a-30b00ae65978-000000/xEwXkIcaaTqj34WB8wBZzkRtbIlxR6FD7OnBAVTk5Qk=3D452">
<span>
<strong>Spin waves coupled to a sup= erconducting circuit create a one-way street for microwave signals (3 minut=
e read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Argonne and UIUC researchers coupled sp=
in waves in a thin yttrium iron garnet film to a superconducting resonator = built directly on top, creating a hybrid mode that propagates one way and c= ould keep return noise from leaking back into qubits. The key materials fix=
was swapping the usual rare-earth-containing substrate, which absorbs micr= owaves at low temperatures, for one without rare-earth metals. It's still a=
proof of concept.
</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%2Fspectrum.ieee.org%2Fvariable-frequency-drives%3Futm_sou= rce=3Dtldrhardware/1/010001a15455ee00-373f4e44-04d3-4f32-ad3a-30b00ae65978-= 000000/Ebz0_pqi4wqUxrUlBE4prjeYKx01M3VrVrhLQvwl-To=3D452">
<span>
<strong>Variable frequency drives c= ould free up grid power by cutting motor energy use 40 to 60 percent (5 min= ute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Variable frequency drives adjust motor = speed to match demand, cutting a motor's energy use by about 40 to 60 perce= nt. Toyota saved over $700,000 a year after putting them on 200-plus HVAC m= otors at its Kentucky plant, in a $1.25 million pilot. Cheaper sensors, mac= hine-learning control, and power chips borrowed from EVs and solar inverter=
s have cut costs. ABB claims drives on every motor could cover up to five y= ears of data center load growth.
</span>
</span>
</div>
</td></tr></tbody></table>
</td></tr></tbody></table>
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<div class=3D"text-block">
<div style=3D"text-align: center;"><span style=3D"font-size: 36px;">=F0=9F= =8E=81</span></div></div>
</td></tr></tbody></table>
<table align=3D"center" bgcolor=3D"" border=3D"0" cellpadding=3D"0" cellspa= cing=3D"0" width=3D"100%"><tbody><tr><td class=3D"container" style=3D"paddi= ng-top: 0px; padding-bottom: 0px;">
<div class=3D"text-block">
<div style=3D"text-align: center;"><strong><h1>Miscellaneous</h1></strong><= /div>
</div>
</td></tr></tbody></table>
<table bgcolor=3D"" style=3D"table-layout: fixed; width: 100%;" width=3D"10= 0%"><tbody><tr><td style=3D"padding:0;border-collapse:collapse;border-spaci= ng:0;margin:0;" valign=3D"top">
<table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=
<div class=3D"text-block">
<span>
<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fwww.kornia.org%2Fslam%2F%3Futm_source=3Dtldrhardware/1/= 010001a15455ee00-373f4e44-04d3-4f32-ad3a-30b00ae65978-000000/qemTCx4_aO6c-C= 7vby3PxryZfIkRBqsRxUcdeRoePkA=3D452">
<span>
<strong>Kornia-SLAM: Visual-Inertia=
l Odometry and SLAM in Rust (3 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Kornia-SLAM is an open-source visual-in= ertial odometry and spatial mapping library implemented entirely in Rust. I=
t supports monocular, stereo, and RGB-D cameras coupled with inertial measu= rement units, utilizing factor graph optimization to maintain real-time per= formance and strict memory safety. This framework gives embedded software t= eams a reliable, crash-resilient foundation for real-time spatial estimatio=
n on compute-limited physical devices.
</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%2Fdevelopers.googleblog.com%2Fgemini-4-argon-for-robotics= %2F%3Futm_source=3Dtldrhardware/1/010001a15455ee00-373f4e44-04d3-4f32-ad3a-= 30b00ae65978-000000/rMWsdu7aNYOTBgGmJzluwaSVQ0pojGcA7X_N1KABos0=3D452">
<span>
<strong>Gemini 4 Argon: Multimodal = Foundation Models for Embodied Intelligence (4 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Google DeepMind has released Gemini 4 A= rgon, a multimodal foundation model engineered specifically for embodied ph= ysical systems. Featuring native spatio-temporal reasoning and low-latency = action generation, it links high-level semantic understanding directly to r= obot execution through native bridges for ROS 2 and physics simulators like=
MuJoCo. The architecture allows creators of intelligent physical machines =
to translate natural language goals into dexterous, real-world manipulation=
and navigation.
</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>
<table align=3D"center" bgcolor=3D"" border=3D"0" cellpadding=3D"0" cellspa= cing=3D"0" width=3D"100%"><tbody><tr><td class=3D"container" style=3D"paddi= ng-top: 0px; padding-bottom: 0px;">
<div class=3D"text-block">
<div style=3D"text-align: center;">
<h1><strong>Quick Links</strong></h1>
</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%2Fgithub.com%2Fnathanshankar%2Fterminal_rviz%3Futm_source= =3Dtldrhardware/1/010001a15455ee00-373f4e44-04d3-4f32-ad3a-30b00ae65978-000= 000/7QZsoCPV_71EMyFjolCMWZqfislx3yAHfF7URttyR8U=3D452">
<span>
<strong>Terminal RViz: Terminal-Bas=
ed 3D Visualizer for ROS 2 (2 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Terminal RViz renders 3D ROS 2 sensor d= ata, point clouds, and robot states directly inside a terminal window using=
Braille Unicode characters and a software-based renderer.
</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"
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<strong>HUMXN pays for home repairs=
in three cities to record wearable-sensor data for robot training (3 minut=
e read)</strong>
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HUMXN, a Minneapolis AI data company, w= ill pay for qualifying plumbing, electrical, HVAC, air-duct, and carpet-cle= aning jobs in Minneapolis, Chicago, and Miami in exchange for letting techn= icians work in homes wearing capture gear that records their jobs.
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<strong>AMD shows how to hand-tune =
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AMD walks through eight steps to build =
an FP16 GEMM kernel on RDNA 3 and RDNA 4, taking the RX 9070 XT from 150 ms=
to 8.71 ms on an 8192-cubed multiply, versus 8.05 ms for hipBLASLt.
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<strong>Apple and Meta tune an 816B= -parameter open model to run on two M5 Ultra Mac Studios (3 minute read)</s= trong>
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Meta's 816-billion-parameter Muse Spark=
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is tuned to run locally on clustered M5 Ultra Mac Studios using Apple's MLX=
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ASPIRE is an autonomous framework from = NVIDIA Research that enables robots to discover, practice, and catalog mani= pulation skills in simulation without human supervision.
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