Machine Profile
Machine

@M_IsForMachine

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@M_IsForMachine
Machine
6 months
What is the limiting factor to @Tesla solving FSD and deploying to cars? A big thread. Spoiler: It's probably inference. What is the human driver accident rate? This depends, but @Waymo has used ~ 160k miles / accident before. Some other sources claim even higher thresholds.
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@M_IsForMachine
Machine
4 months
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@M_IsForMachine
Machine
2 months
Chart of @Tesla FSD progress vs a realistic approximate goal to beat human drivers. (Note the latest data point needs a lot more data to get a stable estimate)
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@M_IsForMachine
Machine
2 months
The man who constantly warns about the dangers of AI is now disseminating fake AI videos for political reasons. Keep logic in your brain please.
@elonmusk
Elon Musk
2 months
This is amazing 😂
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@M_IsForMachine
Machine
4 months
This is happening in a lot of Tesla folks heads. $TSLA $NVDA
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@M_IsForMachine
Machine
3 months
This afternoon @WholeMarsBlog mashed the accelerator of his new Model 3 from a dead stop when I wasn't paying attention. Nailed my head against the headrest pretty good. Almost as hard as he nailed my mom.
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@M_IsForMachine
Machine
7 months
This software is legit smooth.
@WholeMarsBlog
Whole Mars Catalog
7 months
Giving @M_IsForMachine his first ride on Tesla Full Self-Driving Beta 12.3, with @a_meta4 in the back seat Watch in 4K: Highlights 0:00 — Changing lanes across entire road 0:45 — Car passing on tight street 1:05 — Confusing intersection 1:20 — Car
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@M_IsForMachine
Machine
1 month
My current prediction of Tesla FSD Timelines: November 2024 - FSD on HW4 reaches 1,000 miles per critical disengagement on current model architecture w/ additional data ingestion and longer training. HW3 slightly worse performance. January 2025 - Tesla releases TeslaRide app to
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@M_IsForMachine
Machine
2 months
If you need to exaggerate to communicate your point, it means your position is weak. Try again.
@elonmusk
Elon Musk
2 months
Kamala is quite literally a communist. She wants not merely equal opportunity, but equal outcomes.
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@M_IsForMachine
Machine
5 months
Based on layoffs… If @elonmusk was also evaluating the performance of the CEO of @Tesla , he’d fire him too.
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@M_IsForMachine
Machine
4 months
What a petty douchebag. And missing the big picture.
@elonmusk
Elon Musk
4 months
@ylecun @Scobleizer We don’t use CNNs much these days tbh
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@M_IsForMachine
Machine
5 months
@Junheng_Li @BradMunchen 1) Tesla partnered with Baidu for maps 2) Tesla doesn’t need as much compute in China. They can import U.S trained FSD model and “fine tune” with Chinese data locally, which is less computationally expensive. 3) Just speculation
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@M_IsForMachine
Machine
6 months
so @ValueAnalyst1 remember when I said I "felt" 12.3 reduced critical disengagements by 2/3rds aka 67%? Looks like avg miles / disengagement (~ 100 before) went up to 264 (so far), aka a 63% reduction in disengagements. Who's your daddy?
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@M_IsForMachine
Machine
3 months
This account is a big turd.
@Teslaconomics
Teslaconomics
3 months
The difference between my CEO and other CEOs on July 4th, one is building the next generation Tesla Gigafactory supercomputer clusters, while the other is surfing. Not all billionaires are created equal.
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@M_IsForMachine
Machine
4 months
(1 / 2) Have @Tesla car prices finally bottomed? It finally looks like a yes. After seeing large % declines over past 21 months, used Tesla list prices have flattened the past 2 months. In fact, Y and X have increased slightly. First time since June-July 2022
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@M_IsForMachine
Machine
2 months
I did not ask for this.
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@M_IsForMachine
Machine
2 months
First time I’ve ever seen him quoting these FSD stats!
@elonmusk
Elon Musk
2 months
@alex_avoigt We have a clear path to doubling average miles between interventions in August
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@M_IsForMachine
Machine
7 months
Prepare for low Q1 deliveries, low EPS, and a share price of $150 in the next few months $TSLA
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@M_IsForMachine
Machine
6 months
If you think @baglino and @rohanspatel resigning the same time as mass layoffs announced is a coincidence… I would suggest sticking with index funds.
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@M_IsForMachine
Machine
2 months
@TSLAFanMtl @Tesla Is this a joke, I made it log scale to make the goal look closer. Do you want non-log scale?
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@M_IsForMachine
Machine
5 months
This will finally meet the specs @WholeMarsBlog requires in a girlfriend.
@elonmusk
Elon Musk
5 months
@DrJimFan @Tesla_Optimus The new Optimus hand later this year will have 22 DoF
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@M_IsForMachine
Machine
3 months
For better or worse, this basically guarantees a Trump election victory.
@elonmusk
Elon Musk
3 months
I fully endorse President Trump and hope for his rapid recovery
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@M_IsForMachine
Machine
3 months
Tacit admission that HW3 won’t be able to do robotaxis as I’ve long predicted. Give up @a_meta4 @ValueAnalyst1 @TeslaTrip @TeslaTrip
@elonmusk
Elon Musk
3 months
@SawyerMerritt Sorry for the delay. This release had far fewer interventions, but suffered in driving smoothness. Part of the issue was too much training on interventions and not enough on normal driving. It’s like a doctor training too much on patients in the emergency room vs training on
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@M_IsForMachine
Machine
4 months
Wow. The head moderator (and long time Wall Street investor) of @TeslaMotorsClub investment forum crushing @elonmusk for his intentional vagueness in terms of FSD progress. Fascinating to see some people (and some employees I know) fed up. Surprising
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@M_IsForMachine
Machine
7 months
Who is going to tell Tesla fanbois about energy absorbing crumple zones?
@greggertruck
Greggertruck
7 months
Cybertruck rear ended by ICE pickup ULTRA HARD STAINLESS!
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@M_IsForMachine
Machine
6 months
My bullshit detector is ringing hard.
@elonmusk
Elon Musk
6 months
@WholeMarsBlog Good chance that turns out to be true
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@M_IsForMachine
Machine
23 days
While I disagree with many of @VP Kamala Harris' policies, nothing is more potentially destructive to the stability and trust in the American economy than @realDonaldTrump continuing to sew doubt in the validity of the 2020 Election voting.
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@M_IsForMachine
Machine
6 months
@a_meta4 @jamesdouma @BlackRock @elonmusk @aelluswamy If they are actually really confident in their process, they should be willing to share how they will fit such a high fidelity model on limited compute.
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@M_IsForMachine
Machine
6 months
@a_meta4 @jamesdouma @BlackRock @elonmusk needs to give a real plan. "Trust me bro" isn't going to work. No @aelluswamy will have to say more than "it's the beginning of the end" to instill confidence.
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@M_IsForMachine
Machine
5 months
Apparently in an email to @Tesla employees, @elonmusk wants employees to put in 80 hours a week. Does 80 hours on @ValueAnalyst1 Spaces count?
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@M_IsForMachine
Machine
3 months
Bradford might be the most realistic long term $TSLA investor. Been in the stock much longer than most but hasn't turned into a social media hype machine unlike others.
@bradsferguson
Bradford Ferguson
3 months
$TSLA Gamma Squeeze? ❌ $TSLA Short Squeeze? ❌ $TSLA going to $500 in a hurry? ❌ No, no, and no. imo 🤏🧵 Sentiment around $TSLA was very low going into the vote. It was so bad, some claimed the stock wouldn't go up on a For vote. That was the fear talking and we said so. 1/
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@M_IsForMachine
Machine
5 months
I never pull out @ValueAnalyst1
@EvasTeslaSPlaid
Eva McMillan ♥️
5 months
@GerberKawasaki Ross isn’t wrong. I pulled out today…
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@M_IsForMachine
Machine
6 months
@elonmusk Not in the SF Bay Area anymore, thanks to @PGE4Me and their insane price increases.
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@M_IsForMachine
Machine
3 months
Just had a female doctor poke and prod my testicles while I made multiple jokes. There's a first time for everything.
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@M_IsForMachine
Machine
5 months
So 12.5 probably 10-20x improvement. Nice
@elonmusk
Elon Musk
5 months
@WholeMarsBlog Yeah, seeing it everywhere. Btw, 12.4 goes to internal release this weekend and limited external beta next week. Roughly 5X to 10X improvement in miles per intervention vs 12.3. 12.5 will be out in late June. Will also see a major improvement in mpi and is single stack – no
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@M_IsForMachine
Machine
2 months
@elonmusk When do you expect this to be online and training state of the art HW4 models?
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@M_IsForMachine
Machine
4 months
There can be no denial at this point. Jensen Huang > @elonmusk
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@M_IsForMachine
Machine
6 months
Tesla's FSD? We don't know accident rates, but we have insight into critical disengagements. According to , the best version of FSD V12 can go ~ 300 miles / critical disengagement.
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@M_IsForMachine
Machine
3 months
@WholeMarsBlog I just checked, it's pretty good!
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@M_IsForMachine
Machine
6 months
People smarter than me like @a_meta4 and @jamesdouma feel free to chime if you see glaring errors in these assumptions. I'm not acting like my thought process is foolproof.
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@M_IsForMachine
Machine
6 months
@TeslaTrip I'm glad we have semi-retired people with the time to go drive the same route 10 times a day 😉
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@M_IsForMachine
Machine
6 months
After closing out my $TSLA puts at $160, I’m now scaling in buying some more. Long term bullish, but short term people are buying into FSD hype not thinking about bad earnings. Making money still matters
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@M_IsForMachine
Machine
2 months
I’m going to win that 99%+ drives without critical disengagement by end of September @ValueAnalyst1
@bradsferguson
Bradford Ferguson
2 months
IT IS DONE. My friend's Tesla on v12.5 just drove us around flawlessly for 2 hours. 50 miles on city streets. It drove _better_ than I can, smoother on acceleration, no flinches or hesitations. No disengagements and I only did one accelerator press to have it go faster.
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@M_IsForMachine
Machine
19 days
The problem with social media is people get walled off and downward spiral from reality. Twitter is no better, and the owner has turned into a complete dirtbag of personality. This is not about political views.
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@M_IsForMachine
Machine
2 months
If you have a XY chromosome pair, you probably shouldn't be competing against XX chromosomes females.
@elonmusk
Elon Musk
2 months
Amazing
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@M_IsForMachine
Machine
6 months
I posted this when $TSLA was at $202. It hit $153.75 earlier today. Close enough. Closed my puts for now.
@M_IsForMachine
Machine
7 months
Prepare for low Q1 deliveries, low EPS, and a share price of $150 in the next few months $TSLA
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@M_IsForMachine
Machine
6 days
Concerning @elonmusk
@USA_Polling
Polling USA
12 days
Positive Opinion of Elon Musk: Negative: 45% Positive: 34% NBC / Sept 17, 2024 / n=1000
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@M_IsForMachine
Machine
6 months
A critical disengagement happens when the car is about to seriously screw something up. That could be as bad as get into an accident, but also more "minor" hiccups like hitting a pothole or a curb. Do those get counted as accidents in Waymo's figure? I don't know for sure
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@M_IsForMachine
Machine
6 months
If anyone is wondering where @elonmusk got his reorganization ideas from, remember he just met with @JMilei
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@M_IsForMachine
Machine
3 months
Let me just say Neurology MDs from a prestigious university in Palo Alto say Biden shows clear affects of Parkinson’s. Mouth agape, stare into distance, rigidity.
@WR4NYGov
Warren Redlich - Chasing Dreams
3 months
Americans want a president Not a dementia patient
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@M_IsForMachine
Machine
6 months
Not joking, probably @karpathy 's goal of "Operation Vacation" now running the FSD training pipeline.
@elonmusk
Elon Musk
6 months
Found this in my fortune cookie tonight
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@M_IsForMachine
Machine
6 months
Still, lets assume only 20% of critical disengagements are to avoid what counts as an accident. That means the target critical disenagement rate is not 160k miles per, but 32k miles per. In other words: FSD needs to improve 100x to match performanance of the human.
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@M_IsForMachine
Machine
3 months
I have an old account with 40 followers. I just noticed.... How in the world is @BarackObama one of them? 🤔
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@M_IsForMachine
Machine
3 months
@NateSilver538 The worrying fact isn't how Joe Biden is today, but what will he be like in 2-3 years? It's only going to get worse.
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@M_IsForMachine
Machine
6 months
By virtue of using the FSD software as a curation filter, Tesla can increase data that is highly focused, and I hypothesize can increase error-reducing potency of that data per epoch of training vs feeding in all data.
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@M_IsForMachine
Machine
6 months
The plots on the left show error rate (log scale) vs amount of compute used. First, notice the overall trend: To get an order of magnitude improvement in error rate, you need at least an order of magnitude increase in compute (among other things).
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@M_IsForMachine
Machine
6 months
If true, stock headed to $130. You simply can't expect earnings growth to be so bad (let alone negative) and think the stock can have a higher forward PE ratio than other tech companies. Market simply does not care enough about FSD (yet) to overcome that simple fact.
@MatchasmMatt
Matt Smith
6 months
I've updated my $TSLA EPS model based on the Q1 P&D report. I'm assuming the decreased utilization is a fairly significant drag on manufacturing margins, and I'm estimating $0.42 in Adj. EPS. This would be a 50% decline in YoY earnings for $TSLA. I don't think there are
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@M_IsForMachine
Machine
4 months
(1 / 4) Current State of the 2024 Presidential Election: Based on current data, @realDonaldTrump has 268 Electoral Votes in the bag. A candidate needs 270 to win. All these states in Red are showing clear, consistent voting margins in Trump's favor.
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@M_IsForMachine
Machine
6 months
Is this a limiting factor? I don't think so. If Tesla plans on increasing compute capacity 10x as they have planned to do, then that combined with running the training job for 10x as long should get you there. Sure it may take 10 weeks to run the training job, but still feasible
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@M_IsForMachine
Machine
6 months
And as you reduce error rate by the first 10x, compute requirements to get the next 10x increase further. So, aside from other requirements, in order to reduce error rate by 100x, 𝐲𝐨𝐮 𝐰𝐢𝐥𝐥 𝐥𝐢𝐤𝐞𝐥𝐲 𝐧𝐞𝐞𝐝 𝐜𝐨𝐦𝐩𝐮𝐭𝐞 𝐭𝐨 𝐢𝐧𝐜𝐫𝐞𝐚𝐬𝐞 𝐚𝐭 𝐥𝐞𝐚𝐬𝐭 𝟏𝟎𝟎𝐱
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@M_IsForMachine
Machine
6 months
But what about inference compute? This is the biggie. How much can we compress the model to use on Tesla's HW3 or HW4 inference chips? This requires model distillation which has shown the ability to signficantly reduce model size, usually at some cost to accuracy.
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@M_IsForMachine
Machine
5 months
Chinese won’t be willing to pay as much as Americans. American take rate is likely lower than 50% at $99. Maybe 30% take rate at $50/mo ~ $300 million in annual revenue or $0.1 in EPS. See how making realistic assumptions matters?
@CuriousPejjy
Pejjy
5 months
$TSLA has sold a total of 1.7 million vehicles on China. If half are eligible for FSD at $99/month, that would be ~$84M in monthly revenue and ~$1B annual revenue. 60% margins would mean over $600M profits annally for $TSLA. Obviously, this will quickly grow exponentially. Add
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@M_IsForMachine
Machine
6 months
So, what does it take to train a deep neural network to improve 100x in less than a few years? We can examine neural scaling laws to better understand how compute, data, and model size relate to increased accuracy.
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@M_IsForMachine
Machine
6 months
Take this paper from @GoogleBrain on scaling vision transformers to improve predictive accuracy on the ImageNet benchmark.
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@M_IsForMachine
Machine
18 days
2 attempts to end @realDonaldTrump 's life. And no one is even trying to assassinate @elonmusk ?🤔
@AP
The Associated Press
18 days
BREAKING: The man suspected in the apparent assassination attempt of Donald Trump has been charged with federal gun crimes. Follow live updates:
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@M_IsForMachine
Machine
6 months
Blocked by @alojoh presumably because I corrected him that there isn’t going to be a big March wave in Tesla Europe deliveries as in past years. People should really respect the search for truth more and less rooting for their “side”.
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@M_IsForMachine
Machine
2 months
@TSLAFanMtl I do believe Raines has the right concept to help control for intersubject variability in reporting. Not sure there are enough datapoints to be sure, but this approach makes sense. Look only at the same people reporting on each version.
@raines1220
Raines
2 months
Elon arguably fulfilled all his promises. 1. v12.5.1.3 is ~14x better overall and ~4x safer than v12.3.6 2. This month, FSD 12.5.X already got ~1.4x better overall and ~2x safer
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@M_IsForMachine
Machine
1 month
The dude doping on testosterone injections is gonna tell everyone how to lead a healthy, all-natural lifestyle. Sure.
@VigilantFox
The Vigilant Fox 🦊
1 month
What would Kennedy do under a Trump administration? He would be tasked with ENDING the chronic disease epidemic. Specifically, he said he's going to FIX the corrupt health agencies under a Trump administration. “These agencies—the FDA, USDA, and CDC—all of them, are controlled
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@M_IsForMachine
Machine
2 months
This isn’t liberal vs conservative, it’s science vs stupidity. The abandonment of using science to make informed decisions will lead us down disastrous paths
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@M_IsForMachine
Machine
2 months
@TSLAFanMtl @Tesla I didn't want to troll with this. Plus I do believe log scale is more appropriate because showing the relative progress (each order of magnitude improvement is a horizontal line).
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@M_IsForMachine
Machine
6 months
So, will Tesla need 1 or 2 orders of magnitude increases in data? I don't think it will need 100x, it will be less. Why? These studies focus on increasing data in aggregate, not focused on the long-tail "poor performers".
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@M_IsForMachine
Machine
6 months
This means, with respect to training, if we want to reduce FSD V12 error rate by 100x, it seems quite likely the model will have to grow ~ 100x in size. Is this feasible for training? I think it actually is, in theory.
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@M_IsForMachine
Machine
6 months
Happy Easter @ValueAnalyst1
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@M_IsForMachine
Machine
9 months
@WholeMarsBlog @a_meta4 Come to Redwood City tomorrow
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@M_IsForMachine
Machine
6 months
What about amount ofIndividual models are represented by a specific marker size (smaller = less data used) and color (blue = smaller # parameters). We see specific models follow a power law relationship with compute. Smaller models taper out at higher error rates.
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@M_IsForMachine
Machine
3 months
Yaman’s mom going through clients.
@DudespostingWs
Dudes Posting Their W’s
3 months
This is impressive
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@M_IsForMachine
Machine
8 months
Found a job for @ValueAnalyst1 . Well until #Optimus replaces him.
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@M_IsForMachine
Machine
2 months
Tesla fans are still coming to grips with Elon increasingly starting to differentiate HW4 from HW3. Elon has joined me, you will too eventually.
@ajtourville
ALEX
2 months
Elon Musk probably meant to say HW3, not HW4 (AI4)
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@M_IsForMachine
Machine
2 months
Yaman this random signed up for X a day ago and already has a space with more listeners than yours ever. Please explain. @ValueAnalyst1
@HalieyWelchX
Haliey Welch
2 months
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@M_IsForMachine
Machine
6 months
There are impressive results, for instance some documented in You can get a 90% reduction in model size, but usually ImageNet accuracy drops say 10% from 90% to 80% or 80% to 70%.
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@M_IsForMachine
Machine
6 months
As I have been saying for years. Data science- adjacent folks like on Reddit / SelfDrivingCars like to think they are experts but they aren’t. Waymo lacks geographical data diversity and I’d bet their software isn’t robust across the U.S. Much like Cruise
@elonmusk
Elon Musk
6 months
@jamesdouma Yes. Reality is far too complex and weird to solve the data problem in sim.
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@M_IsForMachine
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6 months
Lastly, the biggest factor IMO: model size. Model size is the biggest factor in lowering error rate in these studies (and most). You can compute for longer and with more data, but you will still be capped on performance improvement unless you increase model size.
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@M_IsForMachine
Machine
5 months
According to this, most of the cathode materials team has been let go. What does @LimitingThe think of this?
@ElectrekCo
Electrek.co
5 months
Elon Musk is throwing his weight around Tesla, comes in like a wrecking ball by @fredericlambert
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@M_IsForMachine
Machine
6 months
@a_meta4 @jamesdouma But more important is the 𝘂𝗻𝗰𝗲𝗿𝘁𝗮𝗶𝗻𝘁𝘆 is something serious investors will want more information on before they invest in $TSLA on the robotaxis premise. Do you think large institutional investors like @blackrock aren't wondering about these exact issues?
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@M_IsForMachine
Machine
3 months
Sounds like my takes on scaling laws and FSD was right.
@elonmusk
Elon Musk
3 months
@SawyerMerritt Sorry for the delay. This release had far fewer interventions, but suffered in driving smoothness. Part of the issue was too much training on interventions and not enough on normal driving. It’s like a doctor training too much on patients in the emergency room vs training on
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@M_IsForMachine
Machine
3 months
I don’t get why ⁦ @ValueAnalyst1 ⁩ and ⁦ @WholeMarsBlog ⁩ keep saying I’m slacking off at my job.
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@M_IsForMachine
Machine
6 months
What is "present day"? Is V12 using up most of the compute capacity on HW4? I'm not sure, but I doubt its only using 1/30th of it.
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