rob (@robcrt) header
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ai agents @ambr_io / ex. investment & research @ambergroup_io

opinions my own
Joined May 2022
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hii, I have terrible news turns out no big fund, among the ones I talked to in the last month, had enough conviction that HOC could become a profitable business. the most common feedback is "nobody will pay" and "big labs will eat you" so, I've made 3 decisions: 1. a smaller round: $8m at $120m post-money cap 2. I'm investing $1m myself, same terms 3. we'll go all in on core AI research HOC may die, but not today ~~~ # All in on core AI research? some asked us to focus on a smaller product. that's bullshit. AGI is coming, who needs another shitty app? I'll just cut that off and jump straight to what I think can have real impact: fundamental AI research. we're a small fish, but we're also looking at places nobody is, so who knows, maybe we'll find something nobody else did? plus, symbolic models are way more interpretable, so if developing them increases the chance of safe AGI even a bit, that's a better use of my time, and that's what I'll do. we'll be posting our first SAI models soon~ish ~~~ # The smaller round: we'll raise up to $8m at a $120m post-money cap, first come, first served, min $100k, SAFEs, closing this week. if you're an accredited investor brave enough to bet against the big funds, reach me at taelin @ higherorderco [.com] I must be very clear: you're investing in whatever comes out of our symbolic AI research. Bend will likely remain OSS and free. so, in short, there is a 0.669% chance you're investing in OpenAI before GPT-2. most likely, your $ will disappear, as we still don't have a clear long-term revenue path ~~~ # How about Bend? Bend is a core component of our symbolic AI research, so we'll keep developing and supporting it as currently (if with fewer tokens than I'd wish for 🥲). its development is nearly fully automated now, Bend3 is almost done, and it is getting faster and bigger every day. expect updates at an insane pace soon ~~~ that's it. sorry for the sad news. back to work
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PRL seems entirely predicated upon the idea of uponly 3,3 ideology the token has never gone through price discovery, remains extremely illiquid, and the supply remains largely concentrated however, its probably a bad idea to short it given the heavy concentration (see charts), but if narrativemaxxing doesnt work it will almost surly fall apart the idea of using it to get compute is a bit whacky and farfetched when there is a healthy compute market structure being built around dollars their general idea seems interesting open minded to new perspectives on it some clusters representing 34% or so of the supply i've found sleuthing: Top $PRL clusters by % of mined supply (369.5M PRL). Balances as of 11/05/2026 17:46 UTC. Identities are unconfirmed unless stated. 1. Launch-hour operator: 13.91% (51,394,430 PRL, 200 wallets) 2. Custody-Funded Buyers: 4.66% (17,233,785 PRL, 6 wallets) prl1pzye599grkeksxcfxtkuy8l2fqzgt8l4fe8h0638vgdt943uj9dmsg0z7jz prl1ps8acswsr9xxh8nnfd6dl3m4sqmwj7wm6cchr8t3saau7gsuu3lfqad5x64 prl1p2q39mrrhufmrmjyshj3j6rc2kavymuqvlvpnv5dst8x4ae7dnpcss38kjg prl1pjy5j52t6gmgufhgj8553u0ds0g0s6p9jhkny2d533kcqxzlmcjgs0zf9q2 prl1pr35xwnf7k9v7ny2mqdurz2c0a9hw0etgj3uk80fl8fqnsq60sf9q9gad4p prl1pljv3ek6p53wufkn75packntu68hw3yfqwu6wsa7q4v56rc08gnnsmzsns7 3. Round-lot holder: 4.56% (16,860,010 PRL, 5 wallets) prl1pqrd6z460hc5xyke9hxd6s2k2vjgw636ll8accf7szx6q4mvv60fqtcuw8r prl1pczw33zee6gkk646kdp4xx387g4lv4u49j6y0rcf2k9wfkl93tncszmrfdf prl1pt9zmpdt02qtx3qqtx94kkpmcuu50nqtzh62d7aq8t8an0jc3s3zqk2jj27 prl1p04g86zzkx3ngj8e0gs559lzkptchjjagav3x7nwtmkrrddymuwgqw6wyh9 prl1pxsl6qeqzcy6fhu9wh3gha522cjrg0zn50qkd0wnfk35euzcqrsps50ef43 4. No Limit Holdings (unconfirmed): 2.94% (10,849,271 PRL, 2 wallets) prl1p7zrnafa6kf4h50v4x6njxqe3m4n0qfeek4xjv0xnfrch6mmztvdq3ze6vk prl1ps34rvnc4szwrevdzg0ux9hpc7rz25dskgvwvrzynm7pcxpq6sexs3rwlnv 5. SafeTrade (exchange, includes customer coins): 2.80% (10,342,550 PRL, 11 wallets) prl1pxacmaqvmyewdxg8uy7qxnt5kae497399nt3jvlfjech5efp3rejqs4rnsa prl1p5z3nuztf3xhp7udv6pev85ysxhd2xw3czctf0u72n35ns7s7aq5spx7aed prl1p0euqzs6ct6q9a5r0d53uhvlauwupz2zd246p5rmvgt2w488cf9xs8cum0r prl1ppk9duegwkrwnl7s7jz2xkd6kygzjv083qaq2aceea2ttvq5u5jkqhrf6up prl1pezud7yf9fap3h6k2x5f26mx6ayxwfqydgzvuks7rdw3dqwjta72qd4ke8p prl1pekqva2snqm3upwdn7pazk85jyvd96czemayvc5u855dwunwsaaxs42hp6j prl1pvz0mnggmaym0flua6fd35gqs2f33xac03re4j7kvp79pjs0gggeqvyer2t prl1p004h7jsk9yt5akrhq3nd827xgmuadtkdcl2z2udvs5zmn0vwczasrg0f2m prl1pt3383nrqnltzta77fkrjyt8j8t5s0sx8fteu30nn7yvzug9dw0kq8ltx73 prl1pw6vqqtgc4adlujn43d8gfvws5d39race9j90xmp0awxckts68dyq7mqmna prl1p7kyh56s8g7cgesrj2c232swhxw2u7u46qnujntn6hgwwau76ca0sjcxug8 6. FalconX client group (unconfirmed lead): 1.65% (6,105,596 PRL, 5 wallets) prl1p6zqnlkklar74yfgmf2c4v6vfs6kme48lx9nnwxr7uyzpky88kf3s48ccxv prl1py3akha77t2malp4myz948zy0462edw3jghkffyuxdmzauext2n9ss2waln prl1p5y699m4pur0w94f6qvxq6nu68s39sm6q3jkqjjf83hzz8902ch3szwsxyk prl1p400hja43334wqy9jug5xp3ku483nhpj7d5wzfjdzn730x6tufnpst2l07k prl1pe6kzr000recqq5cnnm7z2w96247lcxt4th82pt9nuejx9r937acq96gr2a 7. Cluster 2: 1.50% (5,536,117 PRL, 4 wallets) prl1p0vyv6cwsty0523ufegc8dy5f4t4payhpnhn0gasckx5u99lkl2qsz0pddc prl1pl00nvtyhxrjqu390wv00sg3l4f79zng6scsesrnwyh908qgd6ceq6fpmpe prl1paxdje8cdf20hvuy26vldakfupqx26kkl0wq94ax0hc67vz4cewusgcnm90 prl1pwqpe5ydvp8v8zyp89csf8mpu4g3a6a9mlt6xyp7gj46fy8mgn3aq92fcgv 8. Cluster 3: 1.10% (4,066,962 PRL, 3 wallets) prl1p0ar69xpazehmd2tw06m442utjt309azmrc8j5y4qaf4y5sz89qfsvdqh58 prl1pqgtc6q6cwwzypkekg48a44xzrvd09820a5gwrfsduh2n809vvpqsgahkp8 prl1p5ztrstu4xljajnz5qf2784jfzn0v2y7fvnct7wj9r65ceeyvkj0qf0fvql 9. Cluster 5: 0.51% (1,888,300 PRL, 2 wallets) prl1pclqkwxsldjes9n3mpw7e729wn0hchmpld5wjaggmf0v9mdgpta7s8d4lnr prl1pf09wtvrs7ekuhxne3gdmrhn0jescjn2jhtuslqj2dm8jg7us8u3sptnxdp 10. Cluster 6: 0.27% (1,006,100 PRL, 2 wallets) prl1pk84p4sqsjyyrxxlg5hhxqerm6fdl2cv8xsams0q4z3nhydvxyu9qwd7s94 prl1p36zlh3nz25a5x35aglcmrt28yxqwdlx8e034dvjwcdlwgm7ekl4q6ps8mt 11. Cluster 7: 0.21% (782,605 PRL, 2 wallets) prl1pkht6j43xdn4snsl5ngdjmgkxmyhtxz4sntedmfsftkvhl6s0rtnszjr6vs prl1prd6p05vte2u5z26ll5khmppzxunerlaj896ndval7nwaerztxlnqe4a8sy
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got some good pushback on my $PEARL fundraise post. here's my response to the main points, and how i think the team could fix them. 1) "this fundraise has been known for months." no it hasn't. it's been a rumor, and an unverified one. one of israel's largest business papers, @TheMarker, published the exact details yesterday ($55M in equity and a $75M GPU fund). that's the first time we’ve gotten actual numbers on it, and the team still hasn't confirmed it. this goes back to transparency. why isn't the team announcing or confirming this? why do holders have to find out through rumors and business papers instead of directly from the team? 2) "pearl's whitepaper clearly states that difficulty was lowered for the first 10% of supply to fund operations." the issue is again transparency. that's 210M $PEARL, ~59% of today's circulating supply, or ~$380M at today's price. we don't know how much of that the team mined, how much they still hold, or how much they've sold. one reply says the team mined less than 5% of the network. maybe, but the team hasn't published anything that lets holders check that. 3) "they raised capital to build a GPU farm to add hashrate to their own network!" yes, more hashrate is better. i agree. but if that fund mines $PEARL (which it almost certainly will), it centralizes the network around the team even more than it already is. the team ships the code and the upgrades. $75M buys roughly 2,500-3,000 H100s, which could make the lab one of the largest miners on pearl. as someone put it, "whoever controls the majority of the network's hashrate ultimately decides which chain gets secured..." so we're comfortable with the dev controlling a growing chunk of the hashrate, without disclosing how much? that takes away a lot of the credible neutrality and decentralization that make blockchains, and especially SoV assets, valuable. 4) "trying to accrue value to the token would invite additional valuation frameworks, which can only result in a lower valuation ceiling." i disagree. $PEARL is a lot less credibly neutral than other PoW assets like bitcoin, zcash, or even monero. it's also missing what monetary assets need: > low inflation (supply grows ~85% this year) > deep liquidity (~$8M of daily volume) > transparency from the team (undisclosed holdings + fundraise) > years of evidence that it works (it's 6 months old) so right now, the SoV case is weak, and a second source of value would help, not hurt. look at ethereum. it's valued as an infrastructure token (it returns value to holders thru staking and burns) and as a monetary asset (it's the main collateral across DeFi, it's the gas currency for ethereum and most of its L2s, and ~$18B of it sits in spot ETFs). a claim on value accrual gives a token fundamental support. monetary premium is the most fragile part of a token's price. when zcash's orchard bug was disclosed in may, $ZEC fell ~50% in two days even though nothing about its fundamentals changed. 5) “there is no equity/token split. pearl research labs is an equity business AI lab, completely separate from the token." this isn't accurate. they are not completely separate. the lab ships the code, the early low-difficulty window was set up to fund its operations, and its GPU fund will likely mine $PEARL. and the part that is separate is the part that makes money. that's what an equity/token split is. here is the test i use: > does the lab make money without the token? yes, it sells inference in USD. > does the token share in that revenue? no. > are any buybacks programmatic? no. > could the lab keep growing while $PEARL falls? yes. so the business and the token have to be valued separately. if $PEARL went to zero tomorrow, the lab would lose its mining subsidy, but it could keep selling inference on its own GPUs. the counter is that the team holds $PEARL, so their incentives are aligned with holders. but that only goes so far. the team also owns equity in the lab, and so do VCs who may not hold any $PEARL. when the token and the business want different things, like whether inference gets sold for USD or $PEARL, the lab will answer to its equity holders. and we still don't know how much $PEARL the team holds, whether any of it is locked, or how much they've sold. there are ways to fix this though: 1) TRANSPARENCY. disclose how much $PEARL the team and investors mined and hold, how much they've sold, who invested, and what share of the hashrate the lab controls. for a SoV asset, this is the most important thing a team can provide. it's why @blockworks has a token transparency framework. 2) FIX TOKENOMICS. accept $PEARL for inference, and burn the $PEARL that comes in instead of selling it. that adds demand for the token and helps offset miner selling. (i know. i know. "this is a SoV token, it doesn't need utility bro!!" but as i outlined above, it can/should have more than one source of value). 3) USE THE REVENUE FOR THE TOKEN, NOT THE TEAM'S AND VCs' POCKETS. most or all of the lab's inference profit should go to buying back and burning $PEARL. make it a fixed policy with burns sent to a published onchain address, not a verbal promise or something left to discretion. 4) CAP THE LAB'S HASHRATE. commit to keeping the lab's own mining under a set share of the network, and report it publicly. 5) TIME. supply growth drops to ~33% next year, ~18% the year after, and ~12% after that. by then the team could prove it's a credibly neutral dev, and $PEARL could have a real case as a SoV. bitcoin is 17 years old. zcash is 10. $PEARL is 6 months. if the team addresses the first four, i'll revisit my bearish view.
not officially confirmed, but @TheMarker, israel's main business paper, is reporting that @prlnet's lab raised $130M from lightspeed, ribbit capital, and square peg. $55M in equity and $75M for a fund to build out GPU infrastructure. ribbit and lightspeed are also named as pearl backers on its profile in greenfield partners' disruptors 60 list. if this is real, the $PEARL bear case gets a lot worse. here's why: 1) $PEARL traded on a "no VCs, fair launch" story. pearl's code doesn't allocate tokens to founders or investors, and that part is probably still true. but the lab behind pearl is reportedly VC-backed, and nobody corrected the narrative while it pumped. 2) the value goes to the equity, not the token. the lab sells inference and gets paid in USD, and the VCs own the lab. $PEARL holders don't get any of that revenue, just diluted by new supply. so the investors can do well even if $PEARL goes to zero. 3) it goes against the "sovereignless bitcoin" pitch. part of bitcoin's monetary premium is that no company controls it. pearl's upgrades are drafted by a VC-backed lab, including the FP8 fork that would tie mining more closely to inference, the same business the lab sells. 4) the $75M GPU fund. we don't know if those GPUs mine $PEARL. if they do, the company is collecting a share of ~85% supply growth this year, on top of whatever insiders mined early. remember that about 1/3 of today's supply was mined in the first 6 days. 5) zcash had investors too (20% of its early block rewards went to founders and investors) but that was public from day 1. everyone knew who got paid and how much. pearl hasn't disclosed any of that. holders deserve to know: > who invested > whether any investors or insiders hold $PEARL > whether the GPU fund mines $PEARL a fair launch shouldn't need a newspaper to tell you who's behind it. i was a $PEARL bear on friday. i'm a bigger one now.
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varun showing the inner workings of our industry
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EON IV. T–48H.
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getting quite bullish internet monies. debasement from current debt situation + ai ponzu bailout = btc flows but quantum is the other side which is going to let other SoV's work as a hedge to btc. 2027 is a big money year for the coins imo.
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We’re building the ultimate foundation for digital money, all based on Proofs. Has the research been daunting? Yes. Has it been risky? Also yes. But that’s what Proof of Work is, taking the risks, doing the work, and letting the chips fall where they may.
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Replying to @andyyy
We’ve been building @Nockchain since 2023, launched $NOCK in mid-2025. Hard-capped supply, no pre-mine, Proof-based money. Programmability, Privacy, and Proof of Useful Work. All enabled by ZKPs.
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what i imagine its like to get investment advice from people in person at Token2049
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amazing line of thinking but unfortunately its the wrong coin for that narrative i understand its a trade via perps. w/e but i truly think finding the correct coin in this narrative is more than a trade. its quite literally what eth is to btc. generational spot hold
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safetrade will flip binance mindshare
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safetrade should launch a coin
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Feel free to worry about whether we can execute on our vision. But you’re doing a great job of highlighting what @Nockchain’s vision is. By focusing on building up the foundation, a no pre-mine PoW chain that’s ZK-native, all of those features fall out naturally. $NOCK is compute-backed money. It will be programmable. It will be private. All of those are features that come from Proofs.
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Replying to @brezshares
Is the $NOCK pivot in the room with us right now? This is a pre-launch talk I gave in 2023. Proof of Useful Work. Privacy. Programmability. All built on Zero Knowledge Proofs. That was @Nockchain at inception, and that’s @Nockchain now. I get that your fragile narrative needs some way to spin anyone else in the Proof of Useful Work space negatively, but there’s no need to lie or make things up. We have a different focus from your favorite bag, and have been aiming for Proof of Useful Work before anyone else. Multiple coins exist in the world, and that’s okay. youtu.be/TlZGbF8wr8o?si=CS5j…
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rob retweeted
Moneyness is an emergent property. Money is a Schelling point for value storage, exchange, and accounting. A system of coinage may achieve Moneyness if a growing network of people use it to store, exchange, and account for a stable or increasing amount of value over time. Storing value requires credible security. Exchanging value benefits from speed, ease, and flexibility. Accounting benefits from neutral immutability and lindyness. Digital money has some key benefits: neutral security can be proven, transfer can occur globally and quickly, and smart contracts can provide flexible, programmable constructs for interacting with value. Digital coins aiming at achieving Moneyness have converged to two primary shapes: - PoW, hard-capped supply coins with no pre-mine - PoS, pre-mined coins with flexible supply, inflation with burn mechanics to offset Moneyness is built up over time by a network of people using a coin; it isn’t achieved overnight. I strongly believe that PoW-shaped networks are the best candidates for global acceptance as Money. I began working on $NOCK back in 2023. I modeled the @Nockchain design after my good friend (Akis Kattis)’s 2020 research paper called Proof of Necessary Work, which imagined a PoUW network built on top of Zero Knowledge Proofs. Our team launched @Nockchain with no pre-mine in May of 2025, and we quickly became the largest ZK-proving network in the world (though the proofs being generated are not yet used by the network). We’re moving quickly toward privacy and programmability, all built on the same Proofs that secure the network. This summer we launched our AI Compute Network, which has 25 ExaMAC/s of compute and is presently merge-mining ~55% of Pearl blocks. We’re continuing research on making the AI Compute Network into useful verifiable inference. I’m happy to see more teams joining the Proof of Useful Work space. It’s good for the future of crypto for attention to be moving toward this important area of research. The question of Moneyness is a long game and will play out over time. Really, these economic experiments will be proven out through distribution over the course of years and decades.
I think trying to do all those things at once is exactly why it’s not money, programmability & complexity is -EV for money
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wake up.
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Replying to @tulipking
The xmr/zec argument makes no sense to me they are both ~10B+ market cap assets and both have been live/tradable for many years. I have bought some pearl, that said I’m more bullish on nock and using pearl as a hedge on my nock bag. These things will move violently (and in both directions) way too early to tell who wins in the end. That said, I like @loganallc vision and relentless work ethic. I actually think you are completely wrong that they won’t trade well alongside each other. (Maybe not in the same daily candles) but nock pulled a 5x off the lows while pearl was chopping 2 weeks ago, and now pearl is ripping w nock chopping etc. There is very little liquidity for both coins rn and I expect them both to continue to re-rate higher alongside each other. Competition is good. Also for your xmr/zec example, for many years it looked like xmr was the winner of privacy. So if pearl has a higher mcap now who tf cares. This is a multi-cycle play, if we are correct on the thesis. FWIW I agree that Zec has rewritten the rules of crypto investing and investing in crypto as money is imo, one the ways to truly outperform this cycle. Lastly, I respect pearl holders being on the front line of PoUW as an investable category. Anyways, Nock to multi billions. Cheers
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