spacebear

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spacebear

spacebear

@spacebear21

Katılım Kasım 2017
331 Takip Edilen279 Takipçiler
spacebear retweetledi
Payjoin Dev Kit
Payjoin Dev Kit@payjoindevkit·
How can wallet fingerprints be used to damage Payjoin privacy? @Arminsdev spent a week in a darkly lit room to study this class of attacks against real-world Payjoins.
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spacebear
spacebear@spacebear21·
This is the bottom-of-the-barrel shitcoin @Jason is shilling after being an outspoken Bitcoin skeptic for over a decade
Eric Wall@ercwl

The uselessness of $TAO is truly spectacular $10 billion marketcap for an "AI coin" Go check it out—what does it actually do? It runs a bunch of different subnets. Okay? What are these subnets? Check out subnet #1. Okay, so text prompting. Cool. That's easy enough to understand. But what's actually going on there? Check the docs. github.com/opentensor/pro… Okay, so miners on this subnet run 2 different LLMs. Zephyr and wiki-agent. Mostly they all just run Zephyr, the base model (now switching to one called Solar). The idea is super simple. You send in a prompt. The miners will run the LLM and respond to you, like ChatGPT. Miners who do this are rewarded with TAO tokens. This is how TAO tokens are brought into existence. But it does mean that for every prompt, you have literally a thousand miners who will complete the exact same task, redundantly. The network will then validate these answers by checking how similiar they are to eachother. If you're an outlier you don't get TAO tokens. So what's going on here is that a prompt will be generated, such as "What is water?" And the miners will respond with "Water is a chemical compound with the molecular formula H2O", and they're all incentivized run the same LLM because outlier responses are punished. This is repeated in parallel a thousand of times by a thousand different miners. There's no AI magic to validate whether a model was actually run. There's nothing that stops miners from copying replies from eachother and tweaking them, spoofing their work. The validation mechanism is super basic: In the present version, the validator produces one or more reference answers which all miner responses are compared to. Those which are most similar to the reference answer will attain the highest rewards and ultimately gain the most incentive. —github.com/opentensor/pro… Setting aside how easy this is to spoof for a second, just think about the incomprehensible inefficiency of this system. For each prompt, you have 1000 miners doing the same work? So that you'll reach a level of "decentralized intelligence"? Look my dudes. Just put a single miner in Tanzania. Prompt it. If it gets shut down or outputs bad data, fall-over to a different one somewhere else. You don't need 1000 different redudant LLMs to run these basic bitch language models in parallel if you can't even protect against them copying and tweaking answers to fake their homework. And what even is the purpose of running these "decentralized" models? Zephyr, Solar and wiki-agent have the same kind of content filters that ChatGPT has. Zephyr is even trained on ChatGPT dialogue output. So you have 1000 miners serving you the same bottom-of-the-barrel answers 1000 less efficiently than its centralized counterparts, *still* with no ability to verify whether 1000 separate answers were even generated since the only thing you're doing is checking for similarity. Now, the crown jewel of this ridiculous piece of garbage is the fact that you can't even prompt this network as a regular user. Go on, try it. Go try to actually interface with this network as a user and get a Zephyr-generated response from 1000 miners. You can't. The only thing that is happening in this subnet is internal, validators generate challenge prompts and 1000 miners generate the same basic bitch LLM response and collect TAO tokens. These TAO tokens are then sold into a $10 billion FDV market cap of retail idiot buyers who are trying to get exposure to "decentralized AI" by buying this piece of shit AI memecoin. Bittensor is pretty much what a highschooler would think of if he was tasked with creating an AI coin. "Uhh I just have maybe 1000 miners generating answers to prompts, so it's like, uh, decentralized?" "Okay, and how do you check that? How do you do the verification?" "Uh, maybe the network can check, like, if the answers are similar or some shit?" This is a pointless exercise in decentralization that only serves the purpose of vaguely resembling doing something with "decentralized AI", which of course is a cool meme right now, but it doesn't actually provide you with any assurances, any utility, except a 1000x less efficient ChatGPT-bot that can only answer questions to itself so it has an excuse to print tokens to dump on the crypto retail market. Send it to fucking 0.

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Marty Bent
Marty Bent@MartyBent·
This would be a massive boon for on-chain privacy. Making every lightning channel re-balance transaction a PayJoin transaction would begin to erode the efficacy of common input ownership heuristics used by chain surveillance companies.
Dusty Daemon@dusty_daemon

Excited that PayJoin is working towards integrating into lightning opens & splices. Would be awesome if we got that! Wanted to clear up my earlier tweet about this (attached). It is something they're going to do. Lots of complex issues to solve to get there but lets go!

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spacebear
spacebear@spacebear21·
AIPAC but it's a swarm of OpenClaw agents bribing Congress
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lui§chwab
lui§chwab@luisschwab_·
Running payjoin-mailroom
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spacebear retweetledi
Soda
Soda@fredsoda·
america deindustrialized so extensively, we can’t even manufacture consent anymore
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Ben Justman🍷
Ben Justman🍷@BenJustman·
Why isn't Payjoin the standard? @BullBitcoin_ can't be the only ones
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Michael McNair
Michael McNair@michaeljmcnair·
China looked at the lessons of 20th century great power conflict and drew the conclusion that military power alone doesn't determine outcomes, upstream industrial capacity does. The Allies won because of overwhelming industrial might. Japan and Germany lost because they lacked critical industrial inputs. Starved of oil, they were forced into gambles that cost them the war…Japan attacking Pearl Harbor to seize the oil in the Dutch East Indies, Germany marching to the Caucasus to take the Baku oil fields. Input scarcity doesn't just weaken you. It steers your decisions. It pulls decisions away from the optimal plan and toward the necessary plan. China learned this lesson and decided to be the one holding the chokepoints. By embedding itself so deeply into the upstream supply chains that feed American military production, a conflict would trigger Western industrial paralysis and neuter its ability to fight a long war. But the chokehold only works if the West doesn't rectify its supply chain vulnerabilities before China is ready to move on Taiwan. So China's central strategic requirement was to delay Western recognition of the threat for as long as possible. Thus, China's entire foreign policy posture becomes oriented around appearing non-threatening. And it works because it aligns with the economic incentives of Western elites who benefit from cheap inputs and profitable trade. The cost of denial is kept artificially low. Raising the alarm looks like paranoia or protectionism when cheap goods keep flowing and no shots are being fired. The administration is now racing to unwind its supply chain vulnerability before the conflict window opens. But that takes years, and they face significant inertia, both domestically and among allies who remain naively blind to the risk. China knows this. So their strategy is to keep the West sleepwalking. Which means they can’t show their hand. If China comes into direct military conflict with the US in order to defend a proxy, the West wakes up. The inertia collapses. The reshoring and remilitarization that China spent decades trying to prevent happens on an emergency timeline. But the US finally realized it could use this against them. Since China can’t show its hand until it's ready to move on Taiwan, the US realized that it can turn China's greatest strategic asset, the pacifist disguise, into a structural trap. They cannot take overtly aggressive action without triggering the Western industrial mobilization their entire strategy depends on preventing. So the US can eliminate their proxies and China can’t respond without destroying the disguise. Maduro removed. Cuba strangled. Now Iran. Beijing must decide if defending the proxy is worth waking the West up? And the answer keeps being no. Until China’s window to move on Taiwan opens, the pacifist posture that enabled its chokeholds constrains their response to US actions. Everything the US is doing right now is a race to be ready before that moment arrives. Clear the proxies. Arm the allies. Break the chokeholds. And build new ones of its own.
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Armin
Armin@Arminsdev·
Payjoin Dev Kit continues to ship. This week we released our C# bindings!
GIF
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boyacaxa 🥪 #Bitcoin CTV / CSFS / LNHANCE NOW!!
@payjoindevkit + CISA potentially can save around +25% and privacy improved! This should be one of the biggest talks in #Bitcoin to push for further improvements.
bitcoin++@btcplusplus

Dan Gould exposes exactly how Bitcoin Privacy is BROKEN & explains how PayJoin brings privacy-by-default @bitgould @payjoindevkit PayJoin can undermine surveillance heuristics like Chainanalysis & It works in wallets like @BullBitcoin_ & @cakewallet today!🔥 Fix Your Privacy👇

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Payjoin Dev Kit
Payjoin Dev Kit@payjoindevkit·
Payjoin Foundation Granted 501(c)(3) Status Yes tax-exemptions, but also recruiting tools. We recruited cracked young @0chavic from Zambia who'd still be in Grant Purgatory without formal organization. This aligns our team and gives you accountability. Read on below
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bitcoin++ Insider Edition
bitcoin++ Insider Edition@btcinsider__·
Payjoin Foundation is now a 501(c)(3) In August, the Insider covered the news that the @payjoindevkit contributors had launched the Payjoin Foundation, a non-profit organization with the goal to support free and open-source development of the Payjoin protocol and of the broader Bitcoin privacy ecosystem. This week, Payjoin Foundation has finally received 501(c)(3) status from the Internal Revenue Service, effective as of July 23rd, 2025. The Payjoin Foundation aims to remove the friction for developers to contribute to the project. Its goal is to remove the need for each individual contributor to go through their own administrative process of applying for self-guided FOSS grants from disparate organizations. Instead, they can contribute to an existing team, letting them focus solely on writing code. The Foundation does not operate wallets, custody funds, or provide financial services. Being a 501(c)(3) organization means, in simple terms, to be exempt from federal income tax and to be eligible to receive tax-deductible charitable contributions in the U.S. The Foundation's mission is to advance practical privacy in peer-to-peer digital transactions. The new status will help fund projects like the Payjoin Dev Kit, future goals, and "development of infrastructure designed to endure." Check out the full blog post from Payjoin Foundation 👇🏻
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TFTC
TFTC@TFTC21·
Matt Odell on @cypher_tank: For-profit Bitcoin companies are key to long-term privacy wins, scaling incentives for privacy tech like PayJoin while staying true to Bitcoin's ethical roots.
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Jennifer Arcuri
Jennifer Arcuri@Jenniferarcuri·
The pedo coin is going to zero.
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spacebear retweetledi
bitcoin++
bitcoin++@btcplusplus·
Dan Gould exposes exactly how Bitcoin Privacy is BROKEN & explains how PayJoin brings privacy-by-default @bitgould @payjoindevkit PayJoin can undermine surveillance heuristics like Chainanalysis & It works in wallets like @BullBitcoin_ & @cakewallet today!🔥 Fix Your Privacy👇
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