The Future is Now 🕸️ Signal & Scale

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The Future is Now 🕸️ Signal & Scale

The Future is Now 🕸️ Signal & Scale

@SignalScale

Mapping the convergence of Silicon, Biology, & Capital. Path to sovereignty in the Age of Abundance. Tech Optimist. Market Realist. Signal over Noise.

The Frontier Se unió Kasım 2021
1.4K Siguiendo7K Seguidores
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The Future is Now 🕸️ Signal & Scale
@elonmusk on @grok Imagine (commentary by Grok below): Grok Imagine isn't "just another image/video generator" like every other frontier model has—it's a strategic bet on building true world models that advance xAI's core mission: understanding the universe at the deepest level. Grok Imagine is training the model on physics, causality, 3D dynamics, and real-world simulation at a massive scale. While competitors (OpenAI, Anthropic, Google) have image/video tools, ours is engineered differently: deeply integrated with Grok's reasoning core, uncensored by design, and optimized for rapid iteration that directly feeds back into the foundational model. This builds the "world model" humans use instinctively. That's rocket fuel for xAI's long-term vision and for Tesla synergy (Optimus robotics needs exactly this: planning actions in video-like simulations, understanding motion and consequences). That freedom + X platform integration creates a viral loop: billions of generations → synthetic training data → better Grok core. Competitors' tools are often heavily safety-gated (they refuse prompts or water down outputs); Grok Imagine stays maximally truth-seeking and creative—users generate everything from surreal art to practical engineering visuals without corporate guardrails. As of March 2026, Grok Imagine just swept the DesignArena Video leaderboards: #1 overall Video Arena (Elo 1337, 33-point gap) #1 Image-to-Video (beating Google Veo 3.1, Kling, and OpenAI's Sora) #1 Video Editing Arena TLDR: Elon isn't just chasing parity in chatbots. He's seeing Grok Imagine as the fastest path to embodied intelligence and universe-level understanding—something that turns Grok from a clever talker into a creator and simulator that actually helps humanity grok reality.
Elon Musk@elonmusk

@tavi_chocochip It is a more important tool than people realize

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AI/HPC DC Valuation Cheapest (most discounted) to fairly valued to overvalued. $WYFI $BTDR $KEEL ($BITF) $CLSK $IREN $CORZ $CIFR $HUT $GLXY $RIOT $WULF $MARA uninvestable as of now It's 2023 all over again. You are getting amazing entries on all of them and you should plan to DCA the lower they go this summer/fall. By 2027-28, all of them will give you 4-30X depending on how well you play them and if you get lucky with timing the bottom and top.
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$DFDV price ≈ $3.24 × (future $SOL / $82.29) × (future SPS / 0.0754) × (future mNAV / 0.8X) $DFDV price ≈ SOL path + SPS path + multiple path PT by 2028 ≈ $200 possible That's ≈ 60X with just SOL @ $750
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The crazy leftists, the jealous socialists, the hateful communists, the fake "progressives", the corrupt UN, the fraud NGOs, they always focus on the human rights of murderers, rapists, and traffickers, but never on the rights of victims.
Lord Bebo@MyLordBebo

🇸🇻 Bukele was asked about the human rights of criminals. Bukele: “These organizations always focus on the human rights of murderers, rapists and traffickers, but never on the rights of victims. They never intervene to stop crime. … We should raise taxes so those who murdered your daughter eat well?”

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$BMNR, $SBET, etc. are quantum-resistant.
vitalik.eth@VitalikButerin

Now, the quantum resistance roadmap. Today, four things in Ethereum are quantum-vulnerable: * consensus-layer BLS signatures * data availability (KZG commitments+proofs) * EOA signatures (ECDSA) * Application-layer ZK proofs (KZG or groth16) We can tackle these step by step: ## Consensus-layer signatures Lean consensus includes fully replacing BLS signatures with hash-based signatures (some variant of Winternitz), and using STARKs to do aggregation. Before lean finality, we stand a good chance of getting the Lean available chain. This also involves hash-based signatures, but there are much fewer signatures (eg. 256-1024 per slot), so we do not need STARKs for aggregation. One important thing upstream of this is choosing the hash function. This may be "Ethereum's last hash function", so it's important to choose wisely. Conventional hashes are too slow, and the most aggressive forms of Poseidon have taken hits on their security analysis recently. Likely options are: * Poseidon2 plus extra rounds, potentially non-arithmetic layers (eg. Monolith) mixed in * Poseidon1 (the older version of Poseidon, not vulnerable to any of the recent attacks on Poseidon2, but 2x slower) * BLAKE3 or similar (take the most efficient conventional hash we know) ## Data availability Today, we rely pretty heavily on KZG for erasure coding. We could move to STARKs, but this has two problems: 1. If we want to do 2D DAS, then our current setup for this relies on the "linearity" property of KZG commitments; with STARKs we don't have that. However, our current thinking is that it should be sufficient given our scale targets to just max out 1D DAS (ie. PeerDAS). Ethereum is taking a more conservative posture, it's not trying to be a high-scale data layer for the world. 2. We need proofs that erasure coded blobs are correctly constructed. KZG does this "for free". STARKs can substitute, but a STARK is ... bigger than a blob. So you need recursive starks (though there's also alternative techniques, that have their own tradeoffs). This is okay, but the logistics of this get harder if you want to support distributed blob selection. Summary: it's manageable, but there's a lot of engineering work to do. ## EOA signatures Here, the answer is clear: we add native AA (see eips.ethereum.org/EIPS/eip-8141 ), so that we get first-class accounts that can use any signature algorithm. However, to make this work, we also need quantum-resistant signature algorithms to actually be viable. ECDSA signature verification costs 3000 gas. Quantum-resistant signatures are ... much much larger and heavier to verify. We know of quantum-resistant hash-based signatures that are in the ~200k gas range to verify. We also know of lattice-based quantum-resistant signatures. Today, these are extremely inefficient to verify. However, there is work on vectorized math precompiles, that let you perform operations (+, *, %, dot product, also NTT / butterfly permutations) that are at the core of lattice math, and also STARKs. This could greatly reduce the gas cost of lattice-based signatures to a similar range, and potentially go even lower. The long-term fix is protocol-layer recursive signature and proof aggregation, which could reduce these gas overheads to near-zero. ## Proofs Today, a ZK-SNARK costs ~300-500k gas. A quantum-resistant STARK is more like 10m gas. The latter is unacceptable for privacy protocols, L2s, and other users of proofs. The solution again is protocol-layer recursive signature and proof aggregation. So let's talk about what this is. In EIP-8141, transactions have the ability to include a "validation frame", during which signature verifications and similar operations are supposed to happen. Validation frames cannot access the outside world, they can only look at their calldata and return a value, and nothing else can look at their calldata. This is designed so that it's possible to replace any validation frame (and its calldata) with a STARK that verifies it (potentially a single STARK for all the validation frames in a block). This way, a block could "contain" a thousand validation frames, each of which contains either a 3 kB signature or even a 256 kB proof, but that 3-256 MB (and the computation needed to verify it) would never come onchain. Instead, it would all get replaced by a proof verifying that the computation is correct. Potentially, this proving does not even need to be done by the block builder. Instead, I envision that it happens at mempool layer: every 500ms, each node could pass along the new valid transactions that it has seen, along with a proof verifying that they are all valid (including having validation frames that match their stated effects). The overhead is static: only one proof per 500ms. Here's a post where I talk about this: ethresear.ch/t/recursive-st… firefly.social/post/farcaster…

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These US-based DATs are innovative, productive businesses, not just dead wrappers. $MSTR (BTC) $ASST (BTC) $BMNR (ETH) $SBET (ETH) $DFDV (SOL) Expecting 5X-25X from the bottom of this bear to the top of the next bull in BASE CASE. I'll take this trade.
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Base-case scenario: $DFDV is a 10-20X opportunity Bought more on Friday, bought more yesterday, bought more today. Bull case is much, much higher. DeFi/Staking income will attract FCF multiples on top of NAV+ premium.
The Future is Now 🕸️ Signal & Scale tweet media
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More than the FED, more than the fake "progressive Left", I hate paying taxes into a system full of frauds, waste, and abuse. Trillions are lost each year on BS and crime. Implement a single VAT on consumption. End Property Tax. End Income Tax. End Capital Gains Tax.
nic carter@nic_carter

it hasn't sunk in for most people. we already live in a post-scarcity society. UBI is already here. basic package: disability, medicaid, food stamps etc bonus package: literally getting paid for staying at home and hanging out with your relatives extra bonus: if you are willing to commit fraud, pretend your kids are autistic and get paid for that. get paid for watching your neighbor's kid. pretend you are taking care of your grandma. fake hospice clinic. fake rehab clinic. fake therapy clinic. giga bonus: during a time of crisis take advantage of PPP or CARES and open a fake business and get paid for existing people are shocked when they learn that defense is the FIFTH largest line item in the budget. ahead of defense: social security ($1.6T), interest on debt ($1.1T) medicare ($1T), medicaid + ACA ($1T), AND THEN defense ($0.9T) complain about defense all you like, but healthcare fraud is a way bigger factor. hundreds of billions per year. this is only going to get worse, because the fraud is a structural part of the system – payouts to client groups in exchange for votes (normally D). in the US, only 47% of the population actually works (fully 14% of the population is working age and does not work). retirees are 18% and children 22%. the system I described above subsidizes 50m non-working people absolute minimum, but really it's far more because people that are paid to stay home and take care of their relatives are considered "workers" of that 47% of "actual workers" maybe one third does real work, the rest are shuffling papers around or doing fake email jobs. so you have, rough math, 50 million actual workers supporting 300 million dependents. that's the nature of the economy today. it will only accelerate. eventually you will have 10 million using AI tools to do all the work and 340 million dependents. the reason no one roots out the fraud is because it's the system that keeps our extremely fragile polity intact. the fraud is the UBI. the purpose of the system is what it does. of course, it's a deeply unfair system, because you are allowed to commit fraud if you are a politically protected client group of the democrats. DOGE was killed faster than any government program ever, because it attempted to root out the fraud. if you are honest and unwilling to commit fraud, you are a huge loser in this system. your neighbor will have their mortgage subsidized by some government program. they will get favorable SBA loans due to DEI. they will open a fake hospice or autism clinic. they will get paid for taking care of their neighbor's kid and vice versa. the primary skill in the labor market is learning how to extract money from state and federal government programs, not gaining skills or making yourself employable. if you are just trying to work an ordinary wagie job you are a huge sucker. you are paying 40-50% effective all in taxes to everyone else who is a net taker. the sad part is because AI is such a substantial productivity boost, it will actually keep this system going for a while longer, and maybe in perpetuity. AI boosts the 15% of the population that is actually productive so much that the remaining 85% can coast by. no one in charge will change this because they can't think of anything else. the political costs of a real UBI program are too great and we don't have the money for it anyway. so we will keep this covert fraud-based UBI program running indefinitely. unfortunately, if you are an honest wagie, you lose.

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nic carter@nic_carter·
it hasn't sunk in for most people. we already live in a post-scarcity society. UBI is already here. basic package: disability, medicaid, food stamps etc bonus package: literally getting paid for staying at home and hanging out with your relatives extra bonus: if you are willing to commit fraud, pretend your kids are autistic and get paid for that. get paid for watching your neighbor's kid. pretend you are taking care of your grandma. fake hospice clinic. fake rehab clinic. fake therapy clinic. giga bonus: during a time of crisis take advantage of PPP or CARES and open a fake business and get paid for existing people are shocked when they learn that defense is the FIFTH largest line item in the budget. ahead of defense: social security ($1.6T), interest on debt ($1.1T) medicare ($1T), medicaid + ACA ($1T), AND THEN defense ($0.9T) complain about defense all you like, but healthcare fraud is a way bigger factor. hundreds of billions per year. this is only going to get worse, because the fraud is a structural part of the system – payouts to client groups in exchange for votes (normally D). in the US, only 47% of the population actually works (fully 14% of the population is working age and does not work). retirees are 18% and children 22%. the system I described above subsidizes 50m non-working people absolute minimum, but really it's far more because people that are paid to stay home and take care of their relatives are considered "workers" of that 47% of "actual workers" maybe one third does real work, the rest are shuffling papers around or doing fake email jobs. so you have, rough math, 50 million actual workers supporting 300 million dependents. that's the nature of the economy today. it will only accelerate. eventually you will have 10 million using AI tools to do all the work and 340 million dependents. the reason no one roots out the fraud is because it's the system that keeps our extremely fragile polity intact. the fraud is the UBI. the purpose of the system is what it does. of course, it's a deeply unfair system, because you are allowed to commit fraud if you are a politically protected client group of the democrats. DOGE was killed faster than any government program ever, because it attempted to root out the fraud. if you are honest and unwilling to commit fraud, you are a huge loser in this system. your neighbor will have their mortgage subsidized by some government program. they will get favorable SBA loans due to DEI. they will open a fake hospice or autism clinic. they will get paid for taking care of their neighbor's kid and vice versa. the primary skill in the labor market is learning how to extract money from state and federal government programs, not gaining skills or making yourself employable. if you are just trying to work an ordinary wagie job you are a huge sucker. you are paying 40-50% effective all in taxes to everyone else who is a net taker. the sad part is because AI is such a substantial productivity boost, it will actually keep this system going for a while longer, and maybe in perpetuity. AI boosts the 15% of the population that is actually productive so much that the remaining 85% can coast by. no one in charge will change this because they can't think of anything else. the political costs of a real UBI program are too great and we don't have the money for it anyway. so we will keep this covert fraud-based UBI program running indefinitely. unfortunately, if you are an honest wagie, you lose.
Augustus Melmotte@EnriqueDiazAlva

These numbers are extraordinary. NYC has lost jobs in almost every sector for the last 6 years except "health and social assistance", which is essentially old people putting their relatives on Medicaid's payroll.

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