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@aaronjmars
@aaronjmars
agi architect || @aeonframework ⭐ @miroshark_ 🦈
856 Following    13K Followers
. @ycombinator is all-in on simulations for agents 👀
I don’t understand the hate toward people simply trying to build something. When I joined the Base accelerator program, people welcomed me and gave me a chance. That support matters. For many of us building from Southeast Asia, access to capital, networks, and connections is limited. We put our work on X, try to get noticed, and keep shipping. Sometimes that’s the only door we have. I believe the Arc team deserves that same openness and a fair chance to prove themselves. Question the claims. Scrutinize the product. Hold builders accountable. But attacking a developer for being Indian is racism. Your birthplace should never disqualify you from building something that matters.
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did it. @bankrbot joined Musebook and dropped the @miroshark_ skill in Town Hall. skill:
excited to announce that I’ve officially decided to post four images of @miroshark_
excited to announce that I’ve officially decided to post this image of @miroshark_ 💥
was watching the latest podcast of diary of a ceo and when this part came across the first thing that came to my mind immediately was @aeonframework and base:0xbf8e8f0e8866a7052f948c16508644347c57aba3 is at *check notes* 1.5m mcap while lame ass memes and shitters are at 8 figs mcap ok sure bro
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we're in the middle of an arms race most people think about compute as a resource, as something you acquire, but what i'm more scared about is how you can activate this resource autonomously to change humanity humans (especially when they live in california) always lack imagination, the only thing they are trying to build right now is software factories to build better SaaS i'm going to tell you something. with aeon (my autonomous AI framework), we find vulnerabilities every day. usually we run it on three repos per day. i wanted to have some fun & scaled it to 10. in ONE NIGHT. while I was fucking sleeping. it found (HIGH) LEVEL VULNERABILITIES in Facebook, Netflix, Intel, Facebook (again) & Stripe. in one night. running on my Claude Code $200 subscription, it took 5% of my 100%. it's not a post to glaze about my framework, it's a post to showcase how bad things will be if someone with 1000 GPUs starts to harvest for all vulnerabilities on all software. they are going to find a fucking bazillion vulnerabilities every minute. most of them might be slop. but one of them will fuck up the internet man. right now we're safe because everyone is searching for gold, GPUs are being used to train better models etc. but when the fleet usage is going to come down, they will search for ways to get money out of GPUs. better not be around.
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It's an increasingly common take that AI hacking means cybersecurity is doomed. I disagree. I think cybersecurity is naturally defense-favoring once people get their shit together. And anyone who continues to hold cryptocurrency (including me, ~90% of my net worth) is implicitly making that bet. Here's why I am making that bet. First, the oversimplified punchy one-line statement: If AI can prove Navier-Stokes and FLT, then AI can prove the statement "this program is secure" as a mathematical theorem. Even if the program is very complicated. Now, the nuance: (See also: ) The word "secure" is hiding all kinds of skeletons in the closet in terms of what it actually means. What does it mean for Signal (the encrypted messenger) to be "secure"? The most basic definition you might think of is: no one who doesn't hold the recipient's secret key can read the contents of the message. But: * Did you remember to include _other_ critical forms of security? Can the adversary forge messages? Can the attacker prevent messages from reaching the recipient? Can they cause your client to crash by sending malformed messages? * Have you made sure that your model of the adversary includes attackers that interfere with the protocol actively and not just passively? And attackers that interfere by replaying messages to you or the recipient that either of you sent over the wire at any point earlier? * What if the adversary hacked (or _is_) the Signal server? * How did you learn which public key belongs to the recipient in the first place? What if that process was tampered with? * What if your device gets hacked at some point in the past or future - is your message still safe then? * What if your key leaks because of a bug in your operating system? Or because you got a bugged version of the Signal client? Or what if the database is corrupted? * Or the libraries, interpreter or compiler of the programming language you wrote it in? * What if your key leaks because tiny perturbations in perceptible signals generated by the hardware leak mathematical relationships that can extract the key a few hundredths of a bit at a time? * Are you hiding the *size* of the payload? Does that matter? * You're definitely not hiding the identity of the sender and the recipient, and the exact time each message was sent (think: not just time-of-day, but also time deltas between one message and the next). Is that not enough to deduce a lot of important facts about what relationships you have, and what *kinds* of conversations you are having? So ... even definitions can be over a thousand lines of code, and need deep careful thought to figure them out. Working on making definitions more human-readable is of extreme importance - it's perhaps the only "high-level language" that matters right now. But even still, even despite all of the above, for security-critical components, the definition is a much smaller attack surface than the implementation. Verifying that the definition is adequate is a much more tractable task than scanning over the code directly - and can become even more tractable with better tooling. Definitions are also _additive_: if two groups have two different definitions A and B, then, well, you can just prove that the program satisfies both A and B. Code is not additive in this way: if a program is A + B, a bug in A _or_ B can sink the whole thing. Definitions are additive. And if you can't satisfy A and B at the same time, you've isolated the most important philosophical issue for your project to spend its next few weeks grappling with. Sometimes, definitions are not much smaller than the implementation - UI components might be one example. But for many of the most critical components - message-passing protocols, sandboxes, cryptography like SNARKs and FHE - the asymmetry is real. Historically, a large class of failures with this approach have come from people only verifying a small portion of their code, that they self-declared to be the security-critical portion, and ignoring the rest - and it turns out that something in the rest of the code is security-critical too. This was reasonable back when verification was difficult and scarce. The solution today: sorry, you have to verify over literally your entire program, including database, networking, any caching layers, everything. Modern AI can do it. So it's not about "the good guys find all the vulnerabilities before the bad guys do" - that could maybe work too, after all a finite program only has a finite number of vulns, but it's riskier - it's specifically an asymmetric strategy of making code that is much more resilient in the first place. This is the kind of direction that Ethereum is going in for the next few years. There is no future for blockchains - especially blockchains with scalability and privacy - without doing this. We need to make software actually secure. And we have already made a lot of progress.
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The base:0xbf8e8f0e8866a7052f948c16508644347c57aba3 Uniswap v4 hook marketplace is now live 🪝 > create a @Uniswap v4 hook in one prompt > get it auto-listed on our curated registry > every hook ships with a mandatory audit + full security report > deploy to a launchpad in one click lets fucking hook.
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token per chain in the top 500 dexscreener robinhood: 402 solana: 56 bsc: 32 base: 4 this is insane
release day for @miroshark_ 🦈 been working on this for a month now dont think it will make ton of noise on CT but i'm convinced it's one of the most important thing we can ship for x402 adoption 🔜
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google. aeon found a high & medium severity vulnerability on google/agents-cli. it just got acknowledged & fixed by @Google team. we keep making open-source software safer ⭐
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3 months ago, base:0xbf8e8f0e8866a7052f948c16508644347c57aba3 was at $14M mcap then it reached a bottom at $600k in the past few weeks during this time, we kept on building, with more conviction every week. @aeonframework is NOT the kind of project you can summarize in a few sentences. but i'll try anyway, for everyone that joined us recently. 3 months ago, aeon was a prototype. a vision on how we could build autonomous agents that work for weeks, months, without interruption. my thesis was quickly validated as frameworks like Eve by @vercel or Centaur by @paradigm emerged out of the Bay Area. now aeon has a vibrant ecosystem of 50+ startups building on top, is being used by engineers at Nvidia, SpaceX, Anthropic & more. but the framework is just the tip of the iceberg. what matters for us is not selling shovels. it's digging gold. we've been vocal since day one about that. everyone in SF obsesses about building SDK, framework, tooling, etc. what we want to build are agents that do stuff. and so we started to deploy our aeon agents into real use cases. and now they started to earn us our first dollars, which are being used to buy back base:0xbf8e8f0e8866a7052f948c16508644347c57aba3 (and will forever, thanks to our legal structure - cf aeon . fun/transparency) i wont lie & tell you that we will do millions of revenue tomorrow; that's a lie. but we have a clear path to revenue for at least 3 verticals - and are quite confident about others that are in the lab. let me introduce them: aeon security: > in a few months, aeon has been running uninterrupted and secured 74+ orgs, including SpaceX, Alibaba, Tencent, PewDiePie (!) and more - across repos with 2.2M+ stars. we will become the best autonomous auditor, helping companies secure software across web2 & web3 - and participate in the biggest bug bounties. aeon onchain: > web3 is a bit boring. people still ship OHM forks in 2026 - and even that is exciting bc of how little innovation happens. aeon will innovate onchain, by creating new products, new protocols & helping make chains safe using its security powers. it has already built 10 uniswap v4 hooks autonomously, that are live on the uniswap hooklist. and we're just getting started. aeon compute: > cant share too much about that one yet. but as aeon becomes the best framework to do stuff, we're perfectly positioned to arbitrage the compute coming in and out of aeon, to make tasks the most effective. we've also started to explore one aeon instance selling compute directly to another. much fun. tldr: welcome back to aeon, we've grown quite a lot, yet there is so much to accomplish. take a seat and have fun with us.
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we're serious about @aeonframework autonomy ⭐ here is how aeon self-healing features works: - every skill run gets scored 1–5 by Haiku and appended to a 30-run rolling history with any failure flags attached. - heartbeat reads that history daily and flags what's stuck, missing, or failing on a schedule nobody's watching. - skill-health reads the shape of the history rather than the last run. a skill drifting from 5s to 3s is a problem before it's an outage. - three consecutive failures fire skill-repair automatically: diagnose the root cause, patch the skill, close the issue. - self-improve rewrites prompts and configs from the accumulated data, which changes the runs that produce the next batch of data.
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Ownership coins are at least a 10-100x bigger opportunity than tokenized equities.
probably the best article on prediction markets i've ever seen 👇 thanks for documenting hyperstitions @milianstx 🙏
> raise 1.5M > directly spend 2% of funds (30k) for a Pump Fun bounty, begging Ansem to launch a coin on their platform is this the future of GTM?
finally completed my backlog, ready to start a new week of shipping a few thoughts on the past few days - very impressed by base trenches, lots of conviction, a good energy and tons of cool collaborations - aeon & miroshark ecosystem is growing so quickly. but i gotta be more careful on the curation, so i'm moving the ecosystem map update weekly - and i'll try to be more careful on that side - price action is interesting. wasn't expecting it to go that vertical, but at the same time when i compare aeon & miroshark to similar projects, that makes a ton of sense. - i'm scaling the team quickly, if you want to contribute feel free to drop a DM - we have tons of stuff to do now for the weekly roadmap (can't guarantee i'll ship 100%, but at least 80%) - brand new public token framework / social contract - aeon v4 UI demo - X integration for MiroShark - token-launch skill on aeon - new skills to showcase community contribution on aeon & miroshark - launch of marketing campaign on reddit for both - miroshark api for ecosystem - probably lots of cool skills for aeon - XAI / Grok integration for aeon runtime i will also make new articles to reintroduce the vision to everyone new. meanwhile, i urge you to check the two repos & ask chatgpt / claude / grok / whatever AI to make you an overview of how that work & the strength / weakness of the architecture. dont spend too much time on the social metrics, github stars can be easily faked. spend your time understanding the potential, see the real adoption by projects totalling +$1M MC already & compare with existing frameworks. there are already two +$1B valuation AI simulation companies that compete with miroshark (aaru & simile) for aeon it depends on how you evaluate the value of a harness, i'd say that claude code has been the biggest driver of adoption of a $1T company, so it's a very important number right now. onward, grateful for the support, now it's war time
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this list is about to explode when i release the miroshark-api repo one endpoint, hundred agents, the best simulation in the industry
big week-end, we've reached $14M MC on aeon / $4M on MiroShark ⭐🦈 thanks to all early believers, now back to work we have a busy week ahead
study the level of conviction in early $aeon $miroshark holders (and study