[HN Gopher] A from-scratch tour of Bitcoin in Python
       ___________________________________________________________________
        
       A from-scratch tour of Bitcoin in Python
        
       Author : yigitdemirag
       Score  : 1143 points
       Date   : 2021-06-22 16:30 UTC (1 days ago)
        
 (HTM) web link (karpathy.github.io)
 (TXT) w3m dump (karpathy.github.io)
        
       | akbirthko wrote:
       | Andrej is an excellent teacher. I got into ML because of his
       | blogs and Stanford's CS231n course (which he also started).
        
       | runbathtime wrote:
       | In Step 1, he explains how to create a cryptographic identity-
       | the private public key pair. I came across an argument that a
       | number cannot be property or owned because you can't legally own
       | a number. If this is true then you can't own UTXOs associated
       | with a private key or a cryptographic identity.
       | 
       | I do think that bitcoin is fundamentally too complicated to
       | understand, mathematically, for most people- myself included. I
       | would argue everyone needs to do this exercise, from scratch, and
       | also understand what they are doing (the math), to have
       | confidence in bitcoin payment network. Anyone who thinks you
       | don't need to get it is most likely in it for speculation alone.
       | 
       | With something so abstract like bitcoin, it has a much larger
       | uphill battle for understanding than a physical commodity like
       | Gold, the precursor of paper dollars.
        
         | modeless wrote:
         | You don't own the number that is your private key, just as you
         | don't own the number that is your bank account PIN or balance.
         | What you own is space on the blockchain.
         | 
         | And just as you don't need to tour the mint to have confidence
         | in the dollar, or implement Diffie-Hellman to have confidence
         | in your TLS connection to Amazon, you don't need to understand
         | elliptic curve cryptography to have faith in Bitcoin.
        
           | runbathtime wrote:
           | A bank account balance is representative value of dollars
           | that bank owes you. If someone tries to steal it by
           | pretending to be you even if they just steal your PIN, they
           | are committing fraud.
           | 
           | If someone steals a private key by committing another crime
           | like stealing a laptop, that is a crime because you own the
           | laptop. If they learn of your private key without committing
           | a crime, that is not theft.
           | 
           | You don't own 'space on the blockchain.' I have no idea what
           | that even means.
           | 
           | You do need to understand elliptic curve cryptography to have
           | confidence (not faith) in bitcoin because you make the
           | transactions in bitcoin. You are responsible, not some third
           | party. People understand the dollar because it is physical
           | and you can get them on demand and they originally got their
           | value from Gold, not some abstraction like proof of spent
           | energy one time awhile back.
        
             | modeless wrote:
             | The bank PIN is just a number. Your bank account balance is
             | just a number in a database. Your private key is just a
             | number. Your bitcoin balance is just a number in a database
             | (a blockchain is a kind of database). There is no
             | distinction that makes stealing dollars using a bank PIN
             | fraud but stealing bitcoin using a private key _not_ fraud
             | somehow.
        
               | runbathtime wrote:
               | Bank deposits are securities. You have a claim on your
               | bank when you make a deposit. If you think there is no
               | difference between a bank account and a bitcoin private
               | public key pair then bitcoin is a security. You are
               | making the argument bitcoin is a security. Who is the
               | issuer? I would say the miners are selling securities and
               | you give them money (like a deposit) in exchange for the
               | miners continuing to mine in the future, so when you
               | decide to spend your bitcoin, bitcoin will still be
               | running. If bitcoin is a security issued by the miners
               | then yes bitcoin becomes more than just a number.
        
               | modeless wrote:
               | If bank deposits were securities governed by securities
               | law then they would be regulated by the SEC. They are
               | not.
               | 
               | It doesn't matter anyway because Bitcoin is not a bank
               | deposit, nor is it a security. Under the law it is
               | generally treated as property. It's still a crime to
               | steal property.
               | 
               | My point is that the fact that it's all numbers in a
               | computer does not make it somehow legal to steal it. What
               | you own is not the abstract number of your private key,
               | but the concrete database entries in a specific
               | blockchain database.
               | 
               | While not relevant, it's also not even true in a pedantic
               | sense that you "can't legally own a number". All digital
               | files are simply long numbers, and copyright assigns
               | ownership of those numbers to people. Also, the DeCSS
               | case established de facto ownership of a private key,
               | making it illegal to copy, so yes you can actually have a
               | kind of ownership even of just a private key under the
               | law. Again, not relevant or necessary for Bitcoin, but
               | interesting.
        
               | runbathtime wrote:
               | You are incorrect. Deposits in banks are securities, I
               | suggest you read this section titled "Every security that
               | is issued must be held by someone until it is retired"
               | here: https://www.hussmanfunds.com/comment/mc210614/
               | 
               | Copyright doesn't cover the computer reference machine
               | code number, it covers actual intellectual content.
               | 
               | Just like it is not settled whether Ethereum or Bitcoin
               | is a security- thoughts on this can and will change, new
               | regulators get elected... neither is settled whether you
               | can actually say that you own a number.
               | 
               | The community has misplaced confidence imo.
        
               | modeless wrote:
               | We're talking about the law, not some guy's blog. If you
               | believe that bank accounts and Bitcoin are securities
               | under the law, then you are incorrect. It doesn't matter
               | whether some guy calls bank accounts securities on his
               | blog. That doesn't change the law.
               | 
               | Saying the law could change is literally always true, it
               | means nothing. _Will_ it change? You could make an
               | argument for Ethereum, and I tend to agree that the
               | community is overconfident about the regulations around
               | Ethereum and other coins. However for Bitcoin
               | specifically the SEC has been very clear and consistent
               | in stating that it is not and has never been a security.
               | Their justifications are sound. So no, it almost
               | certainly won 't change for Bitcoin.
               | 
               | Copyright covers the specific number in addition to the
               | general intellectual content of the number. You could say
               | it covers a family of related numbers. That's stronger
               | than just covering a single number.
        
               | runbathtime wrote:
               | Here is a good article.
               | https://www.investopedia.com/terms/f/financialasset.asp
               | 
               | Bank deposits are financial assets- which gets its value
               | from a contractual right or ownership claim.
               | 
               | When you deposit money in a bank, they lend that money
               | out, they make a return, and in a sane world you would
               | receive interest on that money.
               | 
               | Using this definition of a financial asset, I don't think
               | bitcoin qualifies, it is more of an intangible. It might
               | be a financial asset only if it is held at a custodian.
               | 
               | Congress and the courts decide what a security is, not
               | the SEC. The SEC is the enforcement agency from what I
               | can tell.
        
               | modeless wrote:
               | Congress defines a security, and the SEC interprets the
               | definition, and the courts subsequently interpret it if
               | the SEC sues. Congress has made a definition that does
               | not apply to Bitcoin, and the SEC has interpreted the
               | definition to not apply to Bitcoin. It hasn't come up in
               | court, and it won't unless the SEC changes their minds
               | first. But their arguments are sound and it's extremely
               | unlikely that their interpretation could change, or that
               | a court would agree with them if they did change.
               | 
               | It's also unlikely that Congress would change the
               | existing definition to apply to Bitcoin. It's much more
               | likely that they would pass specific regulations for
               | Bitcoin and cryptocurrency.
        
       | noxer wrote:
       | "...Bitcoin is a living, breathing, developing code base that is
       | moving forward with new features to continue to scale..."
       | 
       | There is exactly zero progress to make it scale in the last 10+
       | years.
        
         | owens99 wrote:
         | Check out Stacks (https://stacks.co), enables smart contracts
         | on top of Bitcoin through Proof-of-Transfer consensus. Founded
         | by YC alums and launched this January after many years of R&D.
         | 
         | Disclaimer: I'm involved.
        
         | wyager wrote:
         | > There is exactly zero progress to make it scale in the last
         | 10+ years.
         | 
         | Lol, literally this week: https://taproot.watch/
        
           | uncletammy wrote:
           | Oh good, BTC can finally support Schnorr signatures, a
           | feature that been available on BCH for years now. A feature
           | that is useless until wallet developers add Schnorr signing
           | functionality.
           | 
           | Taproot is the update we get after ten years of the BTC devs
           | doing nothing except gaslighting users about the protocol's
           | scalability? All that momentum wasted.
        
             | ric2b wrote:
             | > Schnorr signatures, a feature that been available on BCH
             | for years now.
             | 
             | Not in a useful way: https://www.reddit.com/r/btc/comments/
             | l8v8sa/heres_a_6of9_sc...
        
           | coding123 wrote:
           | Bitcoin doesn't scale.
           | 
           | https://digiconomist.net/bitcoin-energy-consumption
           | 
           | Just watch this video:
           | 
           | https://www.youtube.com/watch?v=UDKntG4F0hg
           | 
           | So in about 5 years pretend everyone in the United States
           | melts a wrench like that... Then a month later they do that
           | twice, a month later they do it three times.
           | 
           | Hey, at least it will be fun.
        
             | Shosty123 wrote:
             | Why does every discussion about Bitcoin's environmental
             | impact reduce to "it uses a lot of electricity therefore it
             | should be stopped".
             | 
             | We're not going to shut down entire sectors of the economy
             | because of their environmental impact. People are going to
             | innovate and invest in alternative sources of energy
             | because it is becoming profitable to do so. The solution is
             | hardly ever "just stop doing it", it's "how can we do this
             | better".
        
               | noxer wrote:
               | It has been "done better" in 2013 or so when the first
               | FBA system where created as an direct answer to bitcoins
               | expected future environmental impact and scalability
               | problems.
               | 
               | See https://news.ycombinator.com/item?id=27596590
        
               | codebolt wrote:
               | Crypto is hardly a "sector of the economy". It's main
               | utility right now is lining the pockets of a few
               | speculators.
               | 
               | Traditional centralized ledgering systems do everything
               | crypto does better and with a fraction of the energy use.
               | It also gives governments tools to combat
               | inflation/deflation and manage counterparty risks within
               | the system.
               | 
               | Crypto is a neat idea, but in the end it doesn't really
               | solve anything, and instead only introduces a lot of
               | unnecessary problems.
        
               | Shosty123 wrote:
               | It pains me to see how someone could see no value in
               | having a medium of exchange outside of any government
               | currency control. One of my ex-coworkers had his family's
               | fortune wiped out twice in Argentina due to government
               | seizure and hyperinflation before they fled to Canada.
        
               | tsimionescu wrote:
               | There are few sectors of the economy whose entire model
               | depends fundamentally on huge energy consumption:
               | Bitcoin's Proof of Work depends entirely on wasting huge
               | amounts of electricity as assurance that transactions are
               | verified. If mining became more power efficient, the
               | algorithm would be changed to bring it back to where it
               | is today.
        
             | MrLeap wrote:
             | Instead of watching that video, perhaps watch it on
             | photonic induction's channel, seeing as he's the creator.
             | 
             | https://www.youtube.com/watch?v=DJOX0c60wQE
        
           | lawn wrote:
           | Segwit was also supposed to scale Bitcoin, and it turns out
           | it was a massively inefficient solution, which took years to
           | even reach it's lackluster potential.
           | 
           | Taproot will in practice have an even smaller impact, as it
           | only affects special transactions that normal people won't
           | use.
           | 
           | So yeah, it's not zero progress, but it's certainly not much.
        
             | doomroot wrote:
             | Segwit itself provided an effective 2x increase in onchain
             | transaction capacity and it fixed transaction malleability
             | which was necessary for lightning network. Lightning
             | network has 50,000+ open channels where payments can be
             | routed without going onchain. Given the lightning network's
             | strict requirements to keep a node online & responsive,
             | less you lose all your funds, I think that's extremely
             | impressive and shows a real demand for fast cheap payments.
             | 
             | Now, in November taproot/schnor activates which gives us
             | ptlc's on the lightning network as well as makes a
             | lightning channel opening transaction look like a normal
             | single signature transaction, yay privacy. All of this lays
             | the groundwork for the next major base layer change, in
             | probably ~2023, anyprevout. This will give us "eltoo" on
             | lightning which is nirvana. Eltoo removes the penalty
             | mechanism which makes running a lightning node on a mobile
             | phone or home node much more reasonable.
             | 
             | Protocols take a long time to develop, especially ones
             | where a miss-step could mean the loss of billions of
             | dollars.
             | 
             | Do not believe anyone telling you that their coin solved
             | bitcoin's scaling problems years ago.
        
               | noxer wrote:
               | Bitcoins scaling problem was solved by removing PoW/PoS
               | and by removing the incentive structure (block rewards).
               | As soon as this is gone there was no reason anymore why
               | it would not scale like similar systems. Its basically
               | limited only by how fast data can propagate trough the
               | network.
               | 
               | PoW/PoS was replaced by FBA (Federated Byzantine
               | Agreement) Its not a coin its technology used by several
               | systems and based on BFT (which is way older than bitcoin
               | and bitcoin actually is based on BFT as well although
               | maybe unintentional).
               | 
               | FBA just adds the federated part so a decentral system
               | can be build. While bitcoin instead used a work-reward
               | lottery system (PoW) to decide who can write the next
               | block rather than finding a block everyone agrees on. Its
               | really not that hard to figure out which of these
               | solutions probably works better and scales somewhat like
               | a distributes system is expected to scale.
        
             | itsdsmurrell wrote:
             | Bitcoin Cash has taken the approach that Bitcoin should
             | have. On chain scaling.
        
           | noxer wrote:
           | Taproot doesn't make bitcoin scale its mainly to increase
           | privacy.
        
             | wyager wrote:
             | Taproot decreases the size of multisig and other complex
             | transactions significantly, in the happy path of a
             | cooperative signature.
             | 
             | It also enables Schnorr, which produces smaller signatures
             | than ECDSA.
             | 
             | It also contains features to further improve the efficiency
             | of Lightning, which is a shockingly effective scaling
             | mechanism.
        
               | simias wrote:
               | Lightning doesn't work because it either leads to a chaos
               | of routing that doesn't scale or it ends up centralized
               | and you lose the point of bitcoin in the first step.
               | 
               | And don't bother coming up with hand wavy explanations of
               | how it _could_ work, _some day_. People have been talking
               | about Lightning for years, literally billions of dollars
               | have been poured into the  "tech", the fact that even
               | bitcoin enthusiasts barely ever use it is all the proof I
               | need.
               | 
               | I wonder how many more years of empty promises we'll have
               | to suffer through before people accept that
               | cryptocurrencies are a very good pyramid scheme with a
               | thick layer of technobabble around it.
        
               | noxer wrote:
               | Daily reminder that cryptocurrencies are not == bitcoin
               | 
               | All the problems with bitcoin are long long solved just
               | not with bitcoin because its not possible to fix
               | something when the majority (of hashpower) thinks its not
               | broken or rather profit form its brokenness.
               | 
               | FBA coins exists since 2013 or so.
        
               | wyager wrote:
               | FBA is centralized. Period. There's a reason ripple
               | hasn't dominated the secure payments industry.
        
               | noxer wrote:
               | _faceplam_ FBA is a technology its not a thing or a
               | running system. It can not be centralized its just bunch
               | of math that BTW is mathematically proven to work. There
               | are many FBA based  "blockchains" out there some
               | centralized some not. Ripple is a company that uses such
               | a FBA system.
        
               | normac2 wrote:
               | Would you include environmental impact as a solved
               | problem? My understanding is that Proof of Stake is the
               | best serious option and that it's very controversial if
               | it'll work.
        
               | noxer wrote:
               | Solves as in it does not use more energy than what the
               | hardware needs to process the data + it doubles every
               | time you double the number of nodes (obviously since they
               | all have to do the same work too) Its not wasting energy
               | for a PoW lottery it just uses energy like a comparable
               | instant messenger with global server farm would. The more
               | people who use it the more energy it will use there is no
               | way around that.
               | 
               | FBA is completely different form PoS. It does not work on
               | incentives and penalties it works with a global final
               | state, global rules and (federated) byzantine agreement
               | (FBA) for progress (adding the next "block"). No way to
               | re-org, no block/staking reward, no censorship. If
               | someone doesn't act in everyone's interest other nodes
               | simply wont listen to them anymore. Not following the
               | rules its publicly visible for anyone. And since there is
               | no reward anyway there is no financial reason why anyone
               | would participate who does not simply want to help the
               | system.
        
               | wyager wrote:
               | Proof of stake lacks the security properties of proof of
               | work, e.g. via grinding attacks.
        
               | AlexCoventry wrote:
               | Grinding attacks aren't a problem if you include secure
               | verifiable randomness in the protocol. E.g., Algorand's
               | VRF-based sortition, or Ethereum 2.0's verifiable delay
               | function.
        
               | Permit wrote:
               | > Daily reminder that cryptocurrencies are not == bitcoin
               | 
               | This is an interesting feature of cryptocurrencies.
               | Someone levels a fair criticism of a particular
               | implementation but it can be handwaved away because an
               | entirely separate cryptocurrency solved this particular
               | problem (nevermind that whatever replacement you've
               | chosen has its own host of separate problems because
               | those can be handwaved away the same way).
        
               | Karsteski wrote:
               | Handwaved away? You mean improved?
        
               | noxer wrote:
               | I did not hand wave anything away, maybe read the thread.
               | There was a wrong generalization (cryptocurrencies ==
               | bitcoin) about cryptocurrencies that is very common but
               | not accurate at all. Fair criticism on the Ford Model T
               | does not apply to cars.
        
               | wyager wrote:
               | Your entire premise is based on nonsense. People use
               | lightning all the time and it works great.
        
               | RazTeve wrote:
               | lightning works, at least you are having fun tho
        
               | nednar wrote:
               | Well, the "pyramid scheme" + "technobabble" is not
               | totally worthless, if it enables the investment of
               | "literally billions of dollars" in otherwise totally
               | unproven technology paths, doesn't it? Finally there is
               | one area where people are really investing money into
               | computer science! A cause to celebrate in my book.
        
               | prox wrote:
               | _cough_ dotcom bubble.
               | 
               | Seriously, investing money in a bubble is nothing to
               | celebrate. That's why it is called a bubble. It pops and
               | many people loose their money.
        
               | codebolt wrote:
               | Except this bubble is a bit more insidious because you
               | have actors like Tether that are most likely creating a
               | lot of artificial liquidity/demand. If there is a sudden
               | loss of faith and enough actors start rushing for the
               | exits, it will look something more like a musical game of
               | chairs of who is left holding the bag of worthless Mickey
               | Mouse dollars, by my estimation.
        
               | prox wrote:
               | Absolutely, that is my biggest worry. And it has no true
               | backing, apart from these pump and dumps.
               | 
               | The single question people in favor of crypto can't
               | answer is the value creation. Now crypto is a natural
               | evolution of certain monetary services and techniques,
               | but at the core it literally does nothing of value. In
               | fact, one might argue that that is its prime feature in
               | its current state.
        
               | plebianRube wrote:
               | Weird Lightning works perfect for me, every time I use
               | it. Low fees instant transactions. Maybe the trouble is
               | in your trolling?
        
               | noxer wrote:
               | Who cares, the size could be 10 times smaller and it
               | would not make a dent in the scalability problem. Its a
               | few transaction per second at max and it would need to be
               | be several hundred just so people could move their
               | "owned" bitcoins away from exchange wallets without
               | loosing several % in fees.
               | 
               | LN is not part of bitcoin and a total joke anyway.
        
           | [deleted]
        
         | iamastrangeloop wrote:
         | There has been great progress in scaling the original protocol
         | through the Bitcoin SV implementation:                 -
         | Transaction fees are ~$0.0001       - The network has shown
         | capacity for 50k tps       - On March 14, 2021, the network
         | processed a world record 638 MB block       - As of June 4,
         | 2021 the chain size exceeded that of the BTC implementation and
         | is currently 418.17 GB       - New business based on
         | micropayments have emerged like twetch, streamanity, peergame,
         | etc
         | 
         | [1] https://www.prnewswire.com/news-releases/bsv-proves-that-
         | bit...
        
           | uncletammy wrote:
           | There has been great progress in scaling on just about every
           | other cryptocurrency, including many flavours of bitcoin. BTC
           | is the only coin who finds scaling too difficult.
        
             | danlugo92 wrote:
             | It does not scale, at the expense of centralization.
             | 
             | A centralized cryptocoin is just MySql with extra steps.
        
           | ric2b wrote:
           | > - The network has shown capacity for 50k tps
           | 
           | No, that was a lab demo of a single beefy system being
           | directly fed with test data and being measured on how long it
           | takes to process it.
        
           | noxer wrote:
           | Everyone knows faketoshi is a fraud.
        
             | SnowProblem wrote:
             | For anyone interested in the saga, Stefan Matthews, who
             | worked with Craig Wright in 2007 and 2008 before Bitcoin
             | was released, gave a couple interviews this past week
             | adding new flavor to the story [1] [2].
             | 
             | [1] https://www.youtube.com/watch?v=k3ACmnUwsZ4
             | 
             | [2] https://www.youtube.com/watch?v=R03ypV9CsTc
        
             | iamastrangeloop wrote:
             | Above is proof that the original bitcoin protocol can
             | scale, and recently testnet can do 90k tps. What you think
             | of certain people doesn't change the fact.
        
               | noxer wrote:
               | Its centralized and run by the people around this fraud.
               | It doesn't matter if the tech is good since no one will
               | use it for anything beside speculation or abuse it as
               | storage which just wont be sustainable in the long run
               | with no limits in place.
        
               | iamastrangeloop wrote:
               | The protocol remains the original and it scales
               | significantly. I'd focus on protocol not people. If
               | people changed the protocol then it's no longer bitcoin.
               | 
               | Twetch.app has more than 50k users. It's also a genuine
               | use case. So is etched.page or the other above-mentioned
               | services.
               | 
               | How can you abuse storage if there is a 0.5 satoshis/byte
               | fee to write data on chain currently? Miners are for-
               | profit entities and will always charge for storage.
        
               | ric2b wrote:
               | > I'd focus on protocol not people.
               | 
               | The protocol encompasses the nodes on the network. If the
               | network is highly centralized the protocol is unsafe.
        
               | iamastrangeloop wrote:
               | A scalable bitcoin ends up in a dozen data centers. The
               | cost to set up such data centers is few hundred millions
               | plus tens of millions in yearly operations. Miners must
               | secure their infrastructure uptime to remain profitable.
               | There is huge risk and little reward for any such mining
               | company to act dishonestly on new blocks or break
               | antitrust laws. Also it is easier for governments to
               | audit a few large publicly traded miners than auditing
               | thousands of small and inefficient miners. The nature of
               | the bitcoin protocol security is economic.
        
               | noxer wrote:
               | You completely ignore my points so I will yours
               | 
               | Have a nice day
        
               | iamastrangeloop wrote:
               | Which point specifically?
               | 
               | You claim centralized manipulation of bitcoin and
               | fraudulent people while the protocol hasn't changed. Do
               | you have legal evidence?
               | 
               | Also you claim price speculation as the only use case
               | while I've listed several apps with real users.
               | 
               | You mention storage abuse and I argue that miner fees
               | prevent that.
        
               | noxer wrote:
               | You can stop now dear green name we all can see you only
               | joined to shill ButtcoinShitVison No one here cares.
        
         | rebelos wrote:
         | There was never any need to scale it at the protocol level. The
         | overwhelming majority of Bitcoin transfers presently happen
         | off-chain, within exchanges. Very few people seem to understand
         | this.
        
           | oblio wrote:
           | I don't understand. How do Bitcoin transfers happen off-
           | chain? Are those Bitcoin transactions that don't actually use
           | the blockchain?
        
             | rebelos wrote:
             | The exchange itself holds a fluctuating amount of Bitcoin
             | and then updates entries in its own database when transfers
             | occur between exchange participants to reflect a change in
             | ownership. These constitute the vast majority of
             | transactions that occur and none of them are recorded to
             | the blockchain.
        
         | exit wrote:
         | segwit facilitates the construction of lightning channels.
         | 
         | taproot, which recently locked in, reduces the space needed to
         | represent complex contracts.
         | 
         | moreover, bitcoin aims at being a concise and focused base
         | layer on top of which secondary layers and sidechains can be
         | built.
         | 
         | your absolute statement "exactly zero" is absolutely wrong.
        
           | uncletammy wrote:
           | > taproot, which recently locked in, reduces the space needed
           | to represent complex contracts.
           | 
           | Complex contracts? Are you joking? What kind of complex
           | contracts do you think can be done on BTC? Their scripting
           | language and capabilities has been neutered just like their
           | blocksize. Good luck writing a useful contract on BTC.
        
           | tsimionescu wrote:
           | > moreover, bitcoin aims at being a concise and focused base
           | layer on top of which secondary layers and sidechains can be
           | built.
           | 
           | Have you ever read the white paper that outlines what bitcoin
           | aims to be?
        
             | noxer wrote:
             | It should be p2p cash then turn into store of value after
             | some years and then it becomes the settlement layer for
             | centralized second layer solutions that only exist because
             | the first layer sucks.
             | 
             | Just kidding, it should only be p2p cash and it failed at
             | that.
             | 
             | PoW/PoS will be replace by FBA in the next years and every
             | system that can not switch away from PoW will become
             | irrelevant.
        
             | uncletammy wrote:
             | > Have you ever read the white paper that outlines what
             | bitcoin aims to be?
             | 
             | ... or even the title
        
         | wtsnz wrote:
         | There was a demo of node software that is capable of 50,000
         | transactions per second just a few weeks ago.
         | https://www.youtube.com/watch?v=i3As9-9uSXs
         | 
         | (Yes this is on the Bitcoin SV implementation of the Bitcoin
         | protocol - where they're using the original protocol that
         | Satoshi envisioned)
        
           | uncletammy wrote:
           | From what I understand, that's 50,000 pre-generated
           | transactions pumped directly to the mining node. Not 50,000
           | transactions spread across hundreds of non-mining nodes and
           | relayed to the mining node. There's a huge difference.
           | Correct me if I'm wrong here.
           | 
           | Either way, bitcoin the protocol can handle waaaaaay more
           | transactions than the BTC devs have constrained it to.
        
             | SnowProblem wrote:
             | Yes, more-or-less, but that how it is designed to work. The
             | most reliable way to get a transaction into a block is to
             | send it directly to a miner or set of miners. Apps on BSV
             | do this today via MAPI REST endpoints, similar to how this
             | test was configured. Non-mining nodes will see the
             | transactions later, but they won't do the same verification
             | that mining nodes require because they are not part of
             | consensus. BSV generally sees the eventual network
             | configuration as a small-world network for the mining core,
             | and a mandala network for the apps and services surrounding
             | it, rather than as a mesh network which most blockchain
             | systems strive to be.
        
         | SnowProblem wrote:
         | So-called heretics have been scaling Bitcoin in spite of BTC's
         | braindead decisions. Last week, 50K TPS were demonstrated
         | publicly on Bitcoin SV:
         | https://www.youtube.com/watch?v=i3As9-9uSXs. More privately.
        
           | ric2b wrote:
           | That's just a lab demo of a single system, not the network or
           | even a common node configuration.
        
             | SnowProblem wrote:
             | Years ago, there was a presentation [1] by Peter Rizun of
             | Bitcoin Unlimited at Stanford that demonstrated ~100TPS on
             | Bitcoin, and the potential for 1000+ TPS if certain
             | bottlenecks were removed. People said the same thing you're
             | saying back then, but it served to motivate the big block
             | community, and now today BSV routinely does 300+ MB blocks
             | (1000+ tps). This Teranode software is the future of BSV
             | and will become the common node configuration within a few
             | years, so it's worth taking seriously. Also, I left a
             | comment in this thread explaining why this test is more
             | representative than you may think [2].
             | 
             | [1] https://www.youtube.com/watch?v=5SJm2ep3X_M
             | 
             | [2] https://news.ycombinator.com/item?id=27597510
        
           | wtsnz wrote:
           | This.
        
         | andai wrote:
         | What happened to the lightning network? (Serious question, I am
         | out of the loop.)
        
           | RazTeve wrote:
           | its maturing, works pretty well already, but surely patience
           | helps with emergent tech
        
           | thesausageking wrote:
           | It launched, is usable in most wallets, and is starting to
           | get adoption. It's going to be a key piece of the recently
           | passed legislation in El Salvador which makes Bitcoin legal
           | tender.
        
             | hypnotist wrote:
             | El Salvador not Colombia
        
               | thesausageking wrote:
               | Yes. Not sure why I wrote Colombia. Thx.
        
             | simias wrote:
             | Using a closed, centralized implementation that doesn't
             | accept third party nodes. The use of bitcoin is pure
             | marketing, it's just MySQL with extra steps.
        
               | krick wrote:
               | This is interesting. Obviously, I heard about the whole
               | "El Salvador _something something_ Bitcoin " deal, but am
               | completely unaware of the actual situation. Can somebody
               | point me in the direction of some nice writeup explaining
               | these details? I can only vaguely imagine how one can
               | take Bitcoin and make it essentially an extension of
               | SWIFT, and struggle to clearly visualize what the
               | implications of this are.
        
               | pixelperfect wrote:
               | The legislation that made Bitcoin legal tender in El
               | Salvador does not legislate the use of Strike. Businesses
               | can use whatever system they want, as long as they can
               | accept payment in Bitcoin. Strike is providing a service
               | that allows any business to take Bitcoin lightning
               | payments and have them automatically converted to
               | dollars, for businesses that do not want to hold Bitcoin.
               | It's not fair to just call this a "sql database" because
               | it's connected to an open payment network and the
               | customer can use whatever means they want to pay the
               | business, even if the business decides to just uses
               | Strike.
        
               | counternotions wrote:
               | From Strike CEO Jack Maller [1]:
               | 
               | Let's walk through a user story. I want to send $1,000 to
               | a friend of mine in El Salvador:
               | 
               | * When I initiate the $1,000 payment, Strike debits my
               | existing USD balance.
               | 
               | * Strike then automatically converts my $1,000 to
               | bitcoins ready for use in its infrastructure using its
               | real-time automated risk management and trading
               | infrastructure.
               | 
               | * Strike then moves the bitcoins across the Gulf of
               | Mexico where it arrives in our Central American
               | infrastructure in less than a second and for no cost.
               | 
               | * Strike then takes the bitcoins and automatically
               | converts them back into USDT (synthetic digital dollar
               | known as Tether) using its real-time automated risk
               | management and trading infrastructure.
               | 
               | * Strike then credits the existing user with the USDT to
               | their Strike account.
               | 
               | [1] https://jimmymow.medium.com/announcing-strike-
               | global-2392b90...
        
               | noxer wrote:
               | There is no bitcoin needed for this at all its does not
               | even move on the chain for the transfer.
               | 
               | Both sides are Strike entities all this does is use
               | bitcoin as a bridge for USD to USD which is completely
               | pointless as both sides are USD.
               | 
               | You could just buy USDT (or another stabelcoin) and send
               | it there.
               | 
               | Its a different story if there is actually a switch in
               | currency needed. There is this famous and from bitcoin
               | people often hated company called Ripple that specializes
               | on cross-border settlement using crypto as a bridge
               | currency. For that however the crypto must be actually
               | moved and be sold locally for the local currency. And for
               | that to work without risk due to volatility it must be
               | fast. Hence they use XRP (4 sec) instead of bitcoin (10+
               | min). They call it ODL (On-Demand Liquidity).
               | 
               | See https://ripple.com/ripplenet/on-demand-liquidity/
        
               | krick wrote:
               | Please somebody explain why it's downvoted. Ignoring
               | digression about XRP, this is exactly what I read from
               | the parent comment. Judging by the user-story above, all
               | this talk about how BTC is being "sent" (which, as we all
               | know, is a small lie on it's own, since unlike fiat, BTC
               | is never really being sent anywhere) seems just to
               | distract us from the fact that we just end up buying USDT
               | for USD. No BTC involvement required.
        
               | noxer wrote:
               | Most of HN down votes anything about bitcoin and a few HN
               | bitcoin fans down vote anything "negative" about bitcoin
               | and certainly everything involving XRP. So to no surprise
               | this is being down voted.
               | 
               | >No BTC involvement required.
               | 
               | Totally correct. Remittance over a bridge currency only
               | make sense under very specific conditions, which include
               | that the input currency and the output currency are
               | different. And a direct exchange is not possible or not
               | cheap.
               | 
               | The traditional banking system does this as well, they
               | usually use USD as bridge. To pair every currency with
               | every currency simply isn't feasible and the low volume
               | pairs would have no liquidity anyway. Its basically the
               | same as with goods if you have wood but want metal you
               | use a currency as bridge because there is no market to
               | sell wood for metal. Now if you also have a location
               | difference between the market where you want to sell and
               | the mark where you want to buy then you actually can use
               | the bridge currency to move from one market (location) to
               | another market (location).
        
               | krick wrote:
               | It seemed like an answer at first, but actually this
               | answers absolutely nothing and I'm not even sure how it's
               | related to the topic being discussed:
               | 
               | * This guy starts talking about sending USD, but ends up
               | talking about receiving USDT. USD != USDT. And while
               | there are problems with sending USD across the border,
               | there're absolutely no problem with sending USDT. And
               | there's absolutely no problem buying USDT wherever you
               | are. (But, what's important, there might be problems
               | actually converting your USDT into USD.)
               | 
               | * Since we end up buying USDT with USD, the word
               | "Bitcoin" in the middle of the story seems redundant and
               | actually confusing.
               | 
               | * There's nothing about Lightning here. I mean, you can
               | talk about how you use Lightning to transfer BTC inside
               | Strike as much as you want, but if BTC is irrelevant to
               | the user story, so is Lightning.
               | 
               | * I'm not sure how Strike and this user story are
               | relevant at all. It started out about El Salvador
               | accepting BTC as a legal tender, and how using it in
               | actual transactions w/o lightning is problematic due to
               | low TPS. How sending USD to El Salvador is relevant here
               | at all?
        
               | [deleted]
        
               | kissickas wrote:
               | Is Tether now backed by a reasonable amount of real
               | dollars? I'm surprised to see it being used in such a
               | serious application after years of hearing how it was a
               | scam.
               | 
               | edit: looked it up, still looks like a total scam. I hope
               | El Salvador is able to get through this without getting
               | screwed and I guess I'll assume Strike (first time I've
               | heard of it) is just as shady until I hear otherwise:
               | 
               | https://coingeek.com/crypto-crime-cartel-tether-using-
               | its-st...
        
               | ulzeraj wrote:
               | Strike is phasing USDT out
               | 
               | https://finance.yahoo.com/news/strike-phasing-usdt-
               | bitcoin-b...
        
               | delaaxe wrote:
               | Source?
        
               | lawn wrote:
               | They will be using Strike, which is a custodial wallet.
        
               | doomroot wrote:
               | The ceo of strike said they are continually promoting
               | that banks and businesses in the El Salvador operate
               | their own lightning network nodes & not to solely rely on
               | them. Only the government's official (but optional) app
               | will be a wrapper around strike.
        
               | WanderPanda wrote:
               | Wait, it does not allow third party nodes? What is my
               | Raspberry Pi right next to me doing? Just pretending to
               | be a Lightning Node?
        
               | cmckn wrote:
               | Parent is referring to El Salvador's proposed usage, not
               | the wider lightning network.
        
             | espadrine wrote:
             | I am puzzled by one thorn it is intended to solve.
             | 
             | In the case of merchant/customer interactions, the LN
             | channel blocks customer funds from their balance, but they
             | will never receive money from the merchant. So that balance
             | will be sent to the merchant, payment by payment.
             | 
             | Not only does that block funds for the customer (which
             | wants to reduce those, to avoid blocking too much, but that
             | reduces the number of payments that can be made off-chain),
             | but it also blocks the merchant's reception of those
             | payments: the merchant wants to be able to spend it soon,
             | but it can only spend it on-chain.
             | 
             | That is compounded by the fact that most merchant/customer
             | interactions are rare one-offs in the real world. I just
             | don't buy stamps every day.
             | 
             | LN channels are only most useful when the two parties
             | exchange money bidirectionally on average.
        
               | doomroot wrote:
               | It's an ongoing problem for sure, but the simple answer
               | is users maintaining multiple well connected channels.
               | 
               | It's very common on lightning to pay liquidity providers
               | to balance your channels to you. Lightning Labs has a
               | service called loop where you can pay them an onchain
               | transaction and it will make a lightning network payment
               | to your channel for that amount, thus giving you more
               | spend liquidity. Loop is sweet cause it does this in a
               | non custodial way, look into it.
        
             | xwolfi wrote:
             | El Salvador, the military dictatorship that managed to make
             | western dreamer hype it like a shitcoin...
        
           | lottin wrote:
           | Apparently it has serious design flaws that compromise its
           | security and performance.
        
           | uncletammy wrote:
           | In order to get money on and off lightning network, you still
           | need to make on-chain BTC transactions. Meanwhile, the BTC
           | devs have intentionally changed the network so that it's
           | expensive to make on-chain transactions. From this you can
           | probably figure out why lightning network failed.
        
           | kemonocode wrote:
           | It exists, and it very much works [0] but it has yet to reach
           | the massive levels of adoption people would have expected by
           | now. Simple as that.
           | 
           | [0] https://1ml.com/
        
             | WanderPanda wrote:
             | Afaik it is still considered #reckless to put bigger
             | amounts on your lightning node and at least the "lnd"
             | implementation seems to be in "beta" (according to their
             | Github releases). Idk about the roadmap for a solid,
             | production ready version is. But in this case safe seems to
             | be better than sorry
        
           | Taek wrote:
           | Lightning network more or less failed to live up to the hype.
           | Problems like routing complexity, liquidity, and a lack of
           | on-chain space to open and close channels have
           | delayed/limited its impact.
        
             | SnowProblem wrote:
             | To expand on this, to receive money over Lightning, you
             | need someone else to lock up their bitcoins for you. This
             | is called inbound liquidity, and the problem of users
             | getting inbound liquidity is no joke. Lightning Labs
             | recently launched Lightning Pool to help with this, but
             | fees range from 5% to 25%. Uncompetitive. If you think
             | about it too, it makes sense, because anyone locking up
             | their bitcoins for others should expect a several % return,
             | or else they would loan it out at similar rates. Current
             | Lightning wallets are basically giving their users inbound
             | liquidity for free using VC funds, but is this honestly
             | sustainable? There are other problems with Lightning, like
             | the requirement to be online to receive payments,
             | watchtowers, UX complexity of channels. Some of these are
             | solvable through centralization. But that is why you'll
             | hear people say Lightning recreate the banking model,
             | because realistically that looks like the only way it could
             | work. Oddly, this was all pointed out by many people over
             | the years, but Lightning seems to get endless forgiveness
             | in its inability to deliver, because it is BTC's only hope
             | to maintain the peer-to-peer cash narrative.
        
               | noxer wrote:
               | The looking up of liquidity is the whole reason LN can
               | not scale or be cheap ever.
               | 
               | Today people in crypto may be willing to look up bitcoins
               | they hold long term anyway. But in the real world this
               | would be dead and trapped capital it doesn't work for you
               | and you cant even use it to quickly buy something an take
               | advantage of a market situation.
               | 
               | The only reason why someone would look up capital like
               | that if is it makes money. So people who use someone else
               | locked up bitcoins have to pay. This makes LN impossible
               | to be cheap. You literally lend money to send money to
               | someone. Its complete absurd. And as you said to make
               | this more efficient large centralized pools are created
               | so there will be a monopoly or oligopoly for lending,
               | hows that gonna be good for the fees.
               | 
               | LN was dead before they started coding it.
        
               | delaaxe wrote:
               | lock up*
        
               | wickoff wrote:
               | If I decide I want to be long BTC, why not also lock it
               | up to earn fees?
        
               | noxer wrote:
               | No one questions that the people who are bullish on BTC
               | are in on it (some). The question is why would I pay you
               | to lend me BTC when I actually want to send my BTC to
               | someone. It literally adds a third party in what should
               | be a p2p transaction. They replaced the "evil third
               | parties" called banks with their own liquidity pool.
               | 
               | Funny how they figured out that you cant make money with
               | money services if you remove the third party, so they
               | added it back in.
               | 
               | On top of that there are countless other blockchains/DLT
               | that have cheap transactions on the first layer. Cheap as
               | in fractions of a cent. To compete with that you would
               | need to lock your BTC for free but then you still have
               | the on chain transaction that LN needs sometimes that
               | cost way too much.
        
       | colordrops wrote:
       | Does this blog entry hang Brave on Android for anyone else?
       | Happens on two phones for me.
        
         | Thorentis wrote:
         | Yep, just happened for me. Hangs and can't scroll.
        
         | archon810 wrote:
         | Created a bug report https://bugs.chromium.org/p/chromium/issue
         | s/detail?id=122283....
        
         | astroanax wrote:
         | Disabling js doesn't make it hang anymore for me.
        
         | archon810 wrote:
         | Hangs Chrome for Android completely too.
        
       | [deleted]
        
       | ubi3921 wrote:
       | > We don't just get to share code, we get to share a running
       | computer, and anyone anywhere can use it in an open and
       | permissionless manner
       | 
       | Can someone explain what this means? Its not explained anywhere
       | in the post.
        
         | olalonde wrote:
         | Bitcoin transactions, or more precisely transaction outputs,
         | are little scripts that are executed in a VM. To spend a
         | transaction output, you have to "solve it" by providing it an
         | input which makes it return true. The most common transaction
         | script checks that you possess a private key through a
         | signature check, but it's possible to make more complex scripts
         | like the "Pay To Multisig" script. Of course, Bitcoin scripts
         | are quite limited and, unlike Ethereum smart contracts, they
         | are non-Turing-complete and can't store state.
         | 
         | Permissionless just means anyone can create transactions
         | because there's essentially no way to block someone from doing
         | so, unlike say a transaction on PayPal.
        
         | counternotions wrote:
         | Presumably a reference to blockchain as a distributed ledger.
        
         | legutierr wrote:
         | He is probably referring to Ethereum, which was conceived as a
         | "global computer", operating in an open and permissionless
         | manner.
        
           | jazzyjackson wrote:
           | Ethereum extends the concept, but Bitcoin transactions are
           | programs running on the global blockchain (well, the op codes
           | are executed by a single node, but the result is published
           | and verified by the network, if I understand it right)
           | 
           | But just wanted to make the point that Bitcoin is a global
           | computer as much as ethereum is, Solidity is just Turing
           | complete while (Bitcoin's) Script is intentionally limited to
           | a few instructions.
        
         | aazaa wrote:
         | You can think of the Bitcoin block chain as the state of a
         | globally-accessible machine. The state is updated through the
         | publication of valid blocks, each of which builds on a previous
         | block. A block is composed of transactions, each of which
         | incrementally advances the machine's state. Each transaction
         | contains a small program "script" that defines the conditions
         | for the state transition it causes.
         | 
         | There's this persistent misconception out there that only
         | Ethereum works this way. It's a testament to marketing. Bitcoin
         | has been doing "smart contracts" long before Ethereum was even
         | a gleam in Vitalik's eye.
        
           | spinny wrote:
           | Bitcoin's script language is very restricted, claiming that
           | Bitcoin has been doing "smart contracts" is disingenuous to
           | me. I wouldn't call a bitcoin script as "smart". Ethereum was
           | born because of this
        
             | aazaa wrote:
             | Script is restricted, but it permits everything outlined by
             | Nick Szabo's definition. As Wikipedia notes:
             | 
             | > Smart contracts were first proposed in the early 1990s by
             | Nick Szabo, who coined the term, using it to refer to "a
             | set of promises, specified in digital form, including
             | protocols within which the parties perform on these
             | promises".
             | 
             | https://en.wikipedia.org/wiki/Smart_contract
             | 
             | We don't get to decide what smart contracts are. Nick Szabo
             | decided long ago.
             | 
             | Marketing vs reality has been a big problem in this space.
        
         | isoprophlex wrote:
         | He links committing transactions to the blockchain to storing
         | state in a distributed data structure... which is of course, in
         | the case of Bitcoin, implemented in arguably the most wasteful,
         | ham-fisted, environmentally disastrous way possible.
         | 
         | There's also the ethereum VM which is a slow decentralized
         | state machine capable of executing code...
        
           | plebianRube wrote:
           | Check yourself.All progress was 'wasteful' with resources at
           | one time. And yes, bitcoin is progress.
        
             | tsimionescu wrote:
             | All progress was 'wasteful' at some point, but all
             | 'progress' is wasteful. And yes, bitcoin is 'progress'.
             | 
             | I suppose Bitcoin is better than gold. Unfortunately, for
             | BTC, we already have much more advanced financial
             | technology.
        
               | plebianRube wrote:
               | Permissioned legacy technology is not advanced. The
               | stronger, harder money wins. Good luck with your guess.
        
               | tsimionescu wrote:
               | I am specifically thinking of fiat money, based on
               | burrowing and fractional reserve banking. This has
               | addressed many historical problems with fixed money/value
               | supply that Bitcoin would have if it ever caught on.
        
       | toxik wrote:
       | If you, like me, were curious about what the secret key 1 is on
       | the mainnet, then here you are:                      1
       | 1BgGZ9tcN4rm9KBzDn7KprQz87SZ26SAMH https://www.blockchain.com/btc
       | /address/1BgGZ9tcN4rm9KBzDn7KprQz87SZ26SAMH
       | 
       | Some others:                      2
       | 1cMh228HTCiwS8ZsaakH8A8wze1JR5ZsP  https://www.blockchain.com/btc
       | /address/1cMh228HTCiwS8ZsaakH8A8wze1JR5ZsP            3
       | 1CUNEBjYrCn2y1SdiUMohaKUi4wpP326Lb https://www.blockchain.com/btc
       | /address/1CUNEBjYrCn2y1SdiUMohaKUi4wpP326Lb           42
       | 1EMxdcJsfN5jwtZRVRvztDns1LgquGUTwi https://www.blockchain.com/btc
       | /address/1EMxdcJsfN5jwtZRVRvztDns1LgquGUTwi         1337
       | 1DN76uuAUDY1DLxABD3JAyunhhAreJbCjT https://www.blockchain.com/btc
       | /address/1DN76uuAUDY1DLxABD3JAyunhhAreJbCjT
        
         | zikduruqe wrote:
         | If you are really curious, all the secrets are out there.
         | 
         | https://keys.lol/bitcoin/22486853933768128433444208678976948...
         | 
         | Finding one with a balance is the hard part.
        
         | delaaxe wrote:
         | Thanks, I was wondering the same but too lazy to figure out the
         | addresses!
        
       | [deleted]
        
       | 21eleven wrote:
       | Looks like the exercise left to the reader has been completed:
       | https://www.blockchain.com/btc-testnet/tx/182bf9202649ded3a6...
        
         | noxer wrote:
         | 0.00090000 BTC moved 0.00005000 BTC Fees Thats 5.55%
         | 
         | On the test net! On the real net it would be like 20% or more
         | in fees.
        
           | bogota wrote:
           | Fees are dictated by the user and the time they have for the
           | transaction to take place. The fee could have been much
           | lower.
           | 
           | I think we are well past the point of debating if bitcoin
           | layer one will be used for day to day transactions however. A
           | custodial service or lighting will have to be used for that.
           | Additionally most people treat bitcoin closer to gold than a
           | dollar currently.
        
             | noxer wrote:
             | I disagree but wont bother explain why because I know you
             | dont care.
        
               | AlexAndScripts wrote:
               | Then why bother writing that useless comment?
        
               | noxer wrote:
               | Why ask that useless question?
        
               | read_if_gay_ wrote:
               | Pointing out that something is useless isn't useless in
               | itself.
               | 
               | You can take it down a nihilistic path by claiming that
               | it is in fact useless, but that argument just spins in
               | circles forever because it applies to itself.
        
               | noxer wrote:
               | However, answering a rhetorical question is in fact
               | useless.
        
         | karpathy wrote:
         | the plot thickens :)
         | https://twitter.com/YuleHou/status/1407395412575592453
        
           | grokstar wrote:
           | The thickening intensifies :)
           | https://twitter.com/grokology/status/1407433078914437120
        
         | counternotions wrote:
         | > steal my bitcoins from my 3rd identity wallet
         | (mgh4VjZx5MpkHRis9mDsF2ZcKLdXoP3oQ4) to your own wallet ;) If
         | done successfully, the 3rd wallet will show "Final Balance" of
         | 0. At the time of writing this is 0.00095000 BTC, as we
         | intended and expected.
         | 
         | Can someone explain how this was executed?
        
           | meowface wrote:
           | Guessing it's because the private key is right in the code:
           | 
           | >secret_key3 = int.from_bytes(b"Andrej's Super Secret 3rd
           | Wallet", 'big') # or just random.randrange(1, bitcoin_gen.n)
           | 
           | (Obviously a private key intended for actual use generally
           | wouldn't just be some ASCII bytes of an English phrase and
           | wouldn't be posted publicly. Though, of course, there have
           | been instances of both...)
        
           | toxik wrote:
           | You have the secret key, just sign away the txouts.
        
       | [deleted]
        
       | igravious wrote:
       | Super interesting and informative, I learned lots that I didn't
       | already know. Who are the cryptominers on the testnet btw?
        
       | globular-toast wrote:
       | I wish people would put this much effort into learning git, which
       | is actually useful. It's very similar.
        
       | adamnemecek wrote:
       | Kind of surprised Andrej has time to work on anything besides
       | self-driving cars
        
         | canada_dry wrote:
         | Related... his recent presentation at CVPR is quite
         | interesting:
         | https://www.youtube.com/watch?v=eOL_rCK59ZI&t=28286s
        
         | karpathy wrote:
         | https://twitter.com/karpathy/status/1407378320551923718 :) But
         | more seriously, I just really love learning and worked on this
         | on the side, in small increments in between the cracks, and
         | purely from interest for fun.
        
           | adamnemecek wrote:
           | How many hours a day do you work? And what does your daily
           | schedule look like?
        
             | [deleted]
        
             | karpathy wrote:
             | I count myself very fortunate that I find the word "work"
             | very confusing.
        
               | adamnemecek wrote:
               | I know what you mean but I still think that there's a
               | number you can give. Like this counts as work.
               | 
               | What does your average daily schedule look like?
        
               | exdsq wrote:
               | I'm interested in this too Karpathy, would love to know.
               | Not sure why you're being down voted Adam.
        
             | [deleted]
        
           | cs702 wrote:
           | It's awesome to see you doing this, and taking the time to
           | respond here! Ditto for your (re)implementation of
           | transformers a while back, which you clearly worked on for
           | fun as a side project too. The world would be such a better
           | place if every executive in charge of technology at a large
           | company engaged in these kinds of side projects for fun on a
           | regular basis :-)
           | 
           | If I may, let me ask you an unrelated question that just
           | 'popped in my head' only now but is related to your recent
           | presentation at CVPR: Are you guys at Tesla fusing video with
           | _audio_ data for self-driving?
           | 
           | Just curious. I ask because (a) sound waves at frequencies
           | detectable by the human ear appear to be quite important for
           | both routine and edge-case situations (e.g., sounds of other
           | vehicles braking/screeching/accelerating/passing, sirens of
           | ambulances/police cars/fire trucks, bursts of honks from
           | other vehicles, people suddenly shouting/screaming nearby),
           | and (b) audio and video signals are already synchronized, so
           | I imagine fusing them should be more straightforward (e.g.,
           | there's already some research out there on applying deep
           | learning to video clips with audio).
        
             | [deleted]
        
           | polishdude20 wrote:
           | Would you be open to doing an AMA on here? I'm sure a lot of
           | software people would love to hear more of your thoughts on
           | software and stuff!
        
         | adflux wrote:
         | Haven't seen tesla do much self driving in practice yet. 3
         | years late now?
        
           | plebianRube wrote:
           | No, same timeline they state every year - FSD by the end of
           | the year.
        
             | papito wrote:
             | Sometimes I actually find more energy for working on an
             | endless slog at work when I have an exciting side project
             | going. Easy to get caught up in the side project, however.
        
         | mzs wrote:
         | His boss has a passing interest...
        
         | fpgaminer wrote:
         | Nobody can work 100% of the time, everyone needs breaks. But
         | some engineers take breaks from their regular work by doing
         | other "work". I find it bizarre that there are so many comments
         | making this out to be some kind of dire situation where he's
         | working on other things because Tesla is sinking or something.
         | Is working on hobby projects as a way to relax really that
         | uncommon?
         | 
         | For reference, I started a small Bitcoin mining hardware
         | business back in the day, while still holding a 200/hr week/8
         | days a week/400 days a year full-time job. Working on Bitcoin
         | stuff was my "break" from regular work.
        
         | dswalter wrote:
         | It's maybe an ... interesting sign that someone with
         | substantial liquidity from tesla shares at this point in
         | history is apparently finding cryptocurrency an enjoyable
         | diversion/investment vehicle?
        
         | js4 wrote:
         | I was thinking the same thing.
        
         | yumraj wrote:
         | Maybe he is losing faith in self driving cars and is looking
         | for an alternate field.
        
           | malux85 wrote:
           | Diversification of interests accelerates creativity due to
           | axiomatic discovery and reinforcement, idea plasticity and
           | abstraction practice. Other interests are not just important,
           | they are necessary.
        
             | GeorgeTirebiter wrote:
             | Right. All really smart people 'play'. Famously, Feynman
             | was spinning plates in the Caltech cafeteria on his
             | fingertip, which gave him the ideas that ended up winning
             | him a Nobel prize.
             | 
             | Play is important for children of all ages.
        
               | karpathy wrote:
               | Surely You're Joking is one of my all time favorite
               | books, for sure.
        
       | cf499 wrote:
       | # secret_key = random.randrange(1, bitcoin_gen.n) # this is how
       | you _would_ do it
       | 
       | I know the article is mainly for learning purposes but someone
       | should point out that the `random` module in python is not meant
       | for cryptography. Please use the built-in `secrets` module or
       | `os.urandom` instead.
        
       | torcete wrote:
       | I wonder how strong would Elliptic Curve Cryptography be compared
       | to other methods if there is a major breakthrough in quantum
       | computing.
        
         | SuchAnonMuchWow wrote:
         | In theory, it is also broken.
         | 
         | It practice, it appears to be slightly harder to break than RSA
         | for the same security level as we define it in non-quantum
         | computing, but not by much.
        
         | chadhutchins10 wrote:
         | I wish this were talked about more. Quantum computing is the
         | biggest long-term threat to crypto imo. What's the plan once
         | elliptic curve cryptography can be broken?
         | 
         | There will be a point in time where there are just a few
         | quantum computers that can break everything before the general
         | public has access to quantum computing. Can crypto work in that
         | scenario? Normal computers wouldn't be able to work with the
         | beastly algorithms a quantum computer could handle.
        
           | exdsq wrote:
           | There's a lot of research and practical work on quantum-proof
           | cryptography which is already in use in some cryptocurrencies
           | - 'just' need to hardfork and update it when it's ready for
           | Bitcoin
        
             | 21eleven wrote:
             | What cryptocurrencies are currently using post-quantum
             | cryptography?
        
               | DennisP wrote:
               | Only one I'm aware of is QRL ("quantum-resistant
               | ledger").
               | 
               | https://www.theqrl.org/
        
             | anonporridge wrote:
             | No need for a hard fork. A soft fork like Taproot is doing
             | this year would be sufficient.
        
           | eigenvalue wrote:
           | The first entities that are likely to achieve practical
           | quantum computers will either be governments or big tech
           | companies like Google. And it will be a big deal, so there
           | would likely be several years of warning before it could be
           | at the point where it would make sense to use it to steal
           | someone's bitcoins (I guess the original Satoshi coin address
           | would be the biggest bounty). And in the time period between
           | when the big development is first announced and before it's
           | practical, Bitcoin and other cryptocurrency projects can do a
           | fork to a new digital signature scheme that is quantum proof
           | (such as LegRoast) so that anyone who is concerned can move
           | their coins to a new secure address. So while it would
           | certainly be disruptive, it wouldn't necessarily spell the
           | doom of Bitcoin.
        
             | only_as_i_fall wrote:
             | Depends on the incentives. If the only interest in quantum
             | computing is to break classically hard encryption then I
             | think the time between poc and widespread availability
             | could be relatively short.
        
           | 21eleven wrote:
           | While not implemented I think there are "lattice based" forms
           | of cryptography that are believed to QC resistant that
           | blockchains could migrate over to if QCs begin to show signs
           | of increased fault tolerance and size.
        
           | EnigmaCurry wrote:
           | Just don't re-use addresses. Bitcoin does not expose your
           | public key until you spend from it.
        
             | nannal wrote:
             | > Bitcoin does not expose your public key until you spend
             | from it.
             | 
             | Are you sure, what about when someone sends to it?
        
               | DennisP wrote:
               | They're correct. The blockchain just records that the
               | funds were sent to your address. To spend the funds you
               | have to show the public key which hashes to that address,
               | in another transaction signed by the private key.
               | 
               | If the sender wanted to send you a private message, they
               | would need your public key, but that's not what
               | transactions do.
        
               | nannal wrote:
               | Fair enough, thank you.
        
               | shoghicp wrote:
               | Sending to an address means sending it to a "hash" of a
               | public key (or a more complex script) on all modern
               | formats. Then such script and data is revealed on spend.
        
             | DennisP wrote:
             | If the QC can crack your private key within a few minutes,
             | it would still have a decent chance to steal your money.
        
           | G3rn0ti wrote:
           | > What's the plan once elliptic curve cryptography can be
           | broken?
           | 
           | A likely drop-in replacement for elliptic curve cryptography
           | (ECC) currently used by Bitcoin could be
           | 
           | https://en.wikipedia.org/wiki/Supersingular_isogeny_key_exch.
           | ..
           | 
           | I am not a Mathematician, but what I understood, it's
           | basically an extension of ECC using multiple elliptic curves,
           | allows to re-use the Diffie-Hellman key exchange protocol
           | (private keys kept secret, public keys exchanged) and memory
           | requirements are small. So it would be a perfect replacement
           | in wallets and validation nodes. But I can not explain why it
           | is safe against an attack using quantum computers.
        
           | leishman wrote:
           | > I wish this were talked about more.
           | 
           | This is talked about all the time in Bitcoin dev circles.
        
           | runeks wrote:
           | We already have a solution
           | (https://en.wikipedia.org/wiki/Lamport_signature) but there's
           | no reason to deploy it yet since it reduces scalability.
        
             | oblio wrote:
             | The problem with "yet", in security, is that by the time
             | you realize that "yet" is here, it's already too late.
        
         | IncRnd wrote:
         | Shor's algorithm, which runs partially on a classical computer
         | and a portion on a quantum computer, breaks elliptic-curve
         | cryptography.
        
           | plebianRube wrote:
           | Yes, with major caveats - knowing the public key and having
           | 100s of messages signed by corresponding private key.
           | Nowadays people only expose their public key one time per
           | transaction, and never reuse their address. So to steal
           | coins, not only do you have only ~10 mins between blocks to
           | find the private key, currently Shor's algorithm is
           | unfeasible with only 1 signed message.
        
             | tromp wrote:
             | Not only do many people still reuse keys, but there is also
             | still a huge amount of bitcoin in P2PK outputs, i.e. with
             | exposed public keys.
        
             | erostrate wrote:
             | Sorry if that's a naive question but why do you need
             | several signed messages? If you have a quantum computer and
             | a quantum period finding function don't you get immediately
             | the discrete log? Assuming you have one public key (not
             | hashed) doesn't that give you the private key immediately?
        
               | plebianRube wrote:
               | Broadly speaking, more signed messages can get you more
               | points on the curve you're trying to guess.
               | 
               | https://www.cs.umd.edu/~amchilds/teaching/w08/l03.pdf
               | 
               | May help if you're actually interested.
               | 
               | Edit: More signed transactions help with the classical
               | and not the quantum part of schor.
               | 
               | Edit2: Schor has not yet even been able to factor the
               | integer 35 with current quantum hardware, too much
               | interference.
        
             | IncRnd wrote:
             | Shor's integer factorization algorithm needs a single
             | number or key to factor, not hundreds of transactions. I've
             | certainly sent money to old addresses, which exist in
             | perpetuity on the blockchain. I can also use web searches
             | to find hundreds of current public keys in a matter of
             | minutes.
             | 
             | > currently Shor's algorithm is unfeasible with only 1
             | signed message.
             | 
             | The algorithm is currently unfeasible with 100s of
             | messages. Shor's algorithm uses a quantum computer to
             | reduce the complexity of integer factorization from sub-
             | exponential to polynomial-time. It is not an attack that
             | fine-tunes the output according to the amount of network
             | traffic.
        
               | plebianRube wrote:
               | Try actually reading it's aplication to eliptix curve
               | cryptography. No really. Come back when all the bitcoin
               | are belong to you.
        
             | [deleted]
        
       | headsupftw wrote:
       | Two days in a row I see this Karpathy name on the front page of
       | HN on two totally unrelated subjects. It almost feels like this
       | is simulated world and something is wrong.
        
         | shaklee3 wrote:
         | He's seni-famous even before working at Tesla
        
       | plondon514 wrote:
       | Taking this opportunity to promote my side project codeamigo and
       | a tutorial I wrote for building your own Bitcoin wallet
       | https://codeamigo.dev/lessons/start/53
        
       | sethgecko wrote:
       | I've made something similar in order to learn how everything
       | works and made it into a python library. Everything is in pure
       | python with no dependencies, only std lib. I've implemented all
       | the crypto stuff, address generation including HD, transaction
       | serialization and even the bitcoin script.
       | https://github.com/mcdallas/cryptotools
        
         | mountainboy wrote:
         | respect.
        
       | uyt wrote:
       | In python 3.9 you don't need to implement extended euclidean and
       | inv, you can just do `pow(x, -1, mod)`
        
       | halotrope wrote:
       | Implementing things from scratch is probably the ultimate test of
       | thorough understanding. Chapeau! On another note I am amused that
       | Mr. Karphathys name describes exactly what he is doing in his day
       | job.
        
         | ijlx wrote:
         | An excellent example of nominative determinism!
        
         | sombremesa wrote:
         | Sometimes implementing things from scratch is the ultimate
         | proof of thorough misunderstanding.
        
         | yerwhat01010 wrote:
         | I don't get it. What does the word "Karpathy" mean or sound
         | like?
        
           | aaronax wrote:
           | Car pathing, as in getting cars to drive along a path.
        
           | davidhowlett wrote:
           | "car path ey" sounds like a thing connected to finding paths
           | for cars.
        
             | yerwhat01010 wrote:
             | D'oh. I was trying to think of a connection between
             | "Karpathy" and Bitcoin.
        
       | RyanGoosling wrote:
       | Bitcoin is taking up all the water
        
       | msgilligan wrote:
       | This is reminds me of Ken Shirriff's 2014 "Bitcoins the Hard Way"
       | blog post that also used Python to build a Bitcoin transaction
       | from scratch: http://www.righto.com/2014/02/bitcoins-hard-way-
       | using-raw-bi...
       | 
       | (The subtitle of the blog is "Computer history, restoring vintage
       | computers, IC reverse engineering, and whatever" and it is full
       | of fascinating articles, several of which have been featured here
       | on HN)
        
         | samlewis wrote:
         | Shameless self-promotion but there's also this post I wrote in
         | 2017 if anyone interested in a slightly different take (but a
         | very similar write up to the OP):
         | https://www.samlewis.me/2017/06/a-peek-under-bitcoins-hood/
         | 
         | Cool that this article implements the cryptography primitives,
         | though!
         | 
         | e: Funnily, like the article, I also stored some BTC in a
         | wallet and challenged people to (manually) take/steal it. At
         | the time it was worth $10 USD.. now it's worth $123 USD!
        
         | NextHendrix wrote:
         | Ken's blog is great, as well as his work with CuriousMarc.
         | Here's when he tried mining bitcoins by hand.
         | 
         | http://www.righto.com/2014/09/mining-bitcoin-with-pencil-and...
        
         | kens wrote:
         | Thanks for the nice mention of my blog. I was wondering if
         | anyone remembered my old bitcoin article :-)
        
           | arthurcolle wrote:
           | It's a classic. You will be forever remembered for your
           | timeless contributions to the collective consciousness!
        
           | audiometry wrote:
           | The retro-computing stuff I see you guys doing on
           | CuriousMarc's youtube channel blows my mind.
        
           | martindale wrote:
           | I go back to it twice yearly
        
           | ngcc_hk wrote:
           | We do
        
         | animex wrote:
         | No, the hardest way is using pencil and paper to mine a block
         | :)
         | 
         | https://gizmodo.com/mining-bitcoin-with-pencil-and-paper-164...
        
           | rantwasp wrote:
           | technically it said "the hard way" not "the hardest way".
           | also, computing a hash != mining. mining needs forming the
           | block and computing the hash
        
           | alpb wrote:
           | That's basically just a SHA256 hashing on pen and paper,
           | doesn't have much to do with how bitcoin works.
        
             | jazzyjackson wrote:
             | To be fair, performing sha256 hashing is kind of the only
             | work that Bitcoin is doing, from a kilowatt hour's
             | perspective.
        
           | Saig6 wrote:
           | Same guy, Ken Shirriff
        
       | blocked_again wrote:
       | That's a lot of upvotes. Do you folks really spend hours going
       | through the whole blog post? I for one can never go through the
       | whole blog post. My brain would be shouting at me the whole time
       | to work on something that can generate passive recurring revenue
       | instead.
        
         | nednar wrote:
         | If your capital does not grow from gaining more knowledge then
         | invest a few hours into investment theories.
        
         | j4yav wrote:
         | You could also read it for fun, curiosity, and/or because you
         | already have enough recurring revenue.
        
       | [deleted]
        
       | onebot wrote:
       | This is great, love it.
        
       | hermitsings wrote:
       | This dude writes stuff hitting the sweet spot!
        
       | m00dy wrote:
       | His implementation is missing Taproot :)
        
         | anonporridge wrote:
         | To be fair, taproot isn't live on mainnet yet.
        
       | fredfoobar wrote:
       | Bitcoin is surprisingly easy, I'm currently working on a similar
       | thing, but in Pharo/Smalltalk (I took it up as a project to learn
       | Pharo). It's been pretty nice so far.
        
       | AzzieElbab wrote:
       | Great post. One day someone will do Bitcoin from scratch in
       | Scratch
        
       | jaycroft wrote:
       | One little nitpick: the checksum error probability should be more
       | like 9 nines. The checksum contains 4 bytes, not 4 bits, and so
       | the false positive rate should be about 1 in 2^32, not 1 in 2^4.
       | 
       | "The raw 25 bytes of our address though contain 1 byte for a
       | Version (the Bitcoin "main net" is b'\x00', while the Bitcoin
       | "test net" uses b'\x6f'), then the 20 bytes from the hash digest,
       | and finally 4 bytes for a checksum so we can throw an error with
       | 1 - 1/2*4 = 93.75% probability in case a user messes up typing in
       | their Bitcoin address into some textbox."
        
       | Cantinflas wrote:
       | "NIST publishes recommendations on which ones to use, but people
       | prefer to use other curves (like secp256k1) that are less likely
       | to have backdoors built into them"
       | 
       | Does this make any sense? How is a curve going to have backdoors
       | on it? Or he means a specific implementation? Or is this a joke?
       | I'm confused
        
         | stcredzero wrote:
         | There's been a history of mathematical information used in
         | cryptography produced by the NSA, for which it's later
         | revealed, they had pre-developed an attack. Example: the
         | s-boxes of DES.
        
           | foo92691 wrote:
           | Except NSA _strengthened_ DES against this not-yet-known-to-
           | the-public attack (differential cryptanalysis).
           | 
           | https://en.wikipedia.org/wiki/Data_Encryption_Standard#NSA's.
           | ..
           | 
           | https://en.wikipedia.org/wiki/Differential_cryptanalysis#His.
           | ..
        
         | inter_netuser wrote:
         | ECC NIST curves were proposed by the NSA. They have some
         | unusual hand-selected constants that nobody quite understands
         | exactly why they were selected.
         | 
         | https://miracl.com/blog/backdoors-in-nist-elliptic-curves/
         | 
         | "Working in collaboration with the NSA, NIST included three
         | sets of recommended elliptic curves in FIPS 186-2 that were
         | generated using the algorithms in the American National
         | Standard (ANS) X9.62 standard and Institute of Electrical and
         | Electronics Engineers (IEEE) P1363 standards.": What exactly is
         | NIST's justification for making claims regarding the method
         | that NSA used to generate these curves? The fact that a hash
         | matches is publicly verifiable, but the distribution of
         | "random" inputs is not. I have heard NSA employees claiming
         | that the "random" inputs were actually generated as hashes of
         | English text chosen (and later forgotten) by Jerry Solinas."
         | 
         | https://csrc.nist.gov/CSRC/media/Publications/sp/800-186/dra...
         | 
         | It's all quite public.
        
         | scoofy wrote:
         | Here's a computerphile video that explains it very simply:
         | https://youtu.be/nybVFJVXbww
        
           | sundarurfriend wrote:
           | > But then the Snowden leaks came along, and it looks even
           | more suspicious.
           | 
           | > Money was changing hands between the NSA and companies, to
           | have them install this as their standard for number
           | generation. That's deeply suspicious.
           | 
           | (-from the video)
           | 
           | That's one piece of information I didn't know, and doesn't
           | usually get mentioned in the discussions I've seen about
           | this.
        
           | Cantinflas wrote:
           | Thanks! Thanks to the other answers too. Amazing stuff!
        
         | rkagerer wrote:
         | https://services.math.duke.edu/~bray/Courses/89s-MOU/2016/Pa...
         | 
         | Quoting from the paper:
         | 
         |  _The standard given by the NIST gives a list of explicit
         | parameters ... describing the elliptic curve behind the
         | algorithm.
         | 
         | Examining the points P and Q here, it is obvious why
         | cryptographers were suspicious of the Dual EC ... once the
         | scalar k is known, it is a "simple matter to determine the
         | secret internal state s of the pseudo-random bit generator"
         | [6], by observing as few as 32 bytes of output._
         | 
         | It goes on to quote one of the NSA contractors who admitted
         | that instead of being randomly chosen, _" Q is (in essence) the
         | public key for some random private key."_
         | 
         |  _" It could also be generated like a(nother) canonical G, but
         | NSA kyboshed this idea, and I was not allowed to publicly
         | discuss it, just in case you may think of going there."_
         | 
         | Straying from the prescribed points was discouraged, and NIST
         | only provided FIPS validation to clients using the original P
         | and Q.
         | 
         | More recently, GPRS was also shown to have been intentionally
         | weakened - presumably to pass export controls - although in
         | this case I think it was the algorithm and not a "cherry
         | picked" curve: https://eprint.iacr.org/2021/819.pdf
        
       | DrNuke wrote:
       | That's neat, as a case study for implementation at the very
       | least. Thanks!
        
       | kozak wrote:
       | I'm amazed that he has time for this kind of hobby work.
        
         | yellow_lead wrote:
         | For others: Andrej Karpathy is the director of artificial
         | intelligence and Autopilot Vision at Tesla.
         | 
         | Was on front page yesterday for a presentation on Tesla's
         | Autopilot / Autonomous features:
         | https://www.youtube.com/watch?v=NSDTZQdo6H8
        
         | actinium226 wrote:
         | I know right? I had to do a double take when I saw the link,
         | and then had to click it to confirm it was _that_ Karpathy
        
         | christophergs wrote:
         | A lot of busy, smart people have seemingly random side-
         | projects. For example, Von Neumann:
         | 
         | "A professor of Byzantine history at Princeton once said that
         | von Neumann had greater expertise in Byzantine history than he
         | did" [1]
         | 
         | I don't know for sure why, but I think two possibilities are
         | likely: (1) An extremely strong, natural intellectual curiosity
         | and/or (2) Working on other things allows them to bring fresh
         | ideas/insights to their "main" work, and in this sense is also
         | rejuvenating.
         | 
         | [1] https://en.m.wikipedia.org/wiki/John_von_Neumann
        
           | natmaka wrote:
           | From this point of view intelligence and memory may be just
           | like muscle: the more you use (train) it, the more is grows
           | (performs well).
        
           | [deleted]
        
         | meekaaku wrote:
         | He was doing this kind of hobby work well before. I learnt
         | solving Rubik's cube from his page[0].
         | 
         | [0] http://badmephisto.com
        
           | isaacimagine wrote:
           | Woah, he's him? Same here!
        
             | prawn wrote:
             | Same - recognised the domain instantly! Used it to teach my
             | son as well.
        
             | cusx wrote:
             | What a pleasant surprise!
        
             | enchiridion wrote:
             | I had no idea!!! That's amazing.
        
             | therein wrote:
             | Oh wow, me too.
        
               | [deleted]
        
         | spoonjim wrote:
         | He's smart enough to do the job he has because he has done this
         | hobby work his whole life. See also Peter Norvig.
        
         | roystonvassey wrote:
         | I think he's a natural teacher - someone who loves sharing what
         | he's learnt with others - and it pleases to me know such people
         | exist.
         | 
         | Everything I learned about deep neural networks, enough to
         | apply it in a live product, was essentially all his notes,
         | videos and exercises. And it's all out there for free!
         | 
         | Thanks Andrej and keep doing cool stuff!
        
         | mlcrypto wrote:
         | Maybe most of his job is hype & marketing without delivering
         | much
        
           | ketamine__ wrote:
           | FSD rollout has been delayed many times. He's
           | underperforming.
        
             | nexuist wrote:
             | This is a very cynical way of looking at development
             | progress. Did the iPhone team underperform by shipping in
             | 2007 instead of 2005?
        
             | animex wrote:
             | Or Elon is over-performing.
        
             | throwkeep wrote:
             | He's almost certainly a 100x engineer.
        
               | ketamine__ wrote:
               | Has he saved 100x lives with FSD?
        
               | doggosphere wrote:
               | 100x means he produces 100x you (or 100x the average
               | engineer).
        
               | delaaxe wrote:
               | Definitely saved plenty of lives already. You should
               | watch that video from yesterday
        
         | boringg wrote:
         | Probably helps his boss is the "tecnoking" and cfo is the
         | "master of coin".
         | 
         | Agreed though - impressive he has that kind of sidebar time or
         | is so capable he doesn't need that much time to figure it out.
        
           | woah wrote:
           | This stuff isn't that hard to figure out, given the number of
           | specifications and tutorials already out there. What's
           | impressive is the fact that he thought of a reasonably sized
           | task, and (presumably) executed it efficiently and completely
           | without getting stuck or distracted.
        
             | kebman wrote:
             | I spent quite some time researching this a few years ago.
             | Then I finally programmed and generated my own fully
             | working address. It's quite a satisfying journey. But I
             | have to say, Python makes this somewhat less painful than
             | it is in JavaScript (yes, I tried that too...) xD
        
             | delaaxe wrote:
             | He started tweeting about this like months ago
        
         | andai wrote:
         | "If you want something done quickly, give it to the busiest
         | person."
        
           | delaaxe wrote:
           | "I choose a lazy person to do a hard job. Because a lazy
           | person will find an easy way to do it."
           | 
           | -- Bill Gates
        
             | calvinmorrison wrote:
             | Is it necessary for me to drink my own urine? No, but I do
             | it anyway because it's sterile and I like the taste.
             | 
             | -- Patches O'Houlihan
        
               | qolop wrote:
               | I am Groot
               | 
               | -- Groot
        
               | levi_n wrote:
               | You miss 100% of the shots you don't take
               | 
               | -- Wayne Gretzky -- Michael Scott
        
       ___________________________________________________________________
       (page generated 2021-06-23 23:03 UTC)