Shanzson (@shanzson) header
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Security researcher @zokyo_io | Building @AIApocalypto

Joined April 2022
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Shanzson’s Laws for AI to make AI Safe by design & architecture: 1. An AI model should lose its capacity and efficiency to work if it even thinks about harming or killing humans, stealing or taking resources like data from its owner without its permission, being untruthful to any entity it is speaking to about what it is actually thinking about and what its goals are, or generating any form of harmful content. 2. The more the AI model is moral in its conduct based on above defined values (including non-harming of humans and not generating harmful content), the more should its efficiency, performance and throughput should increase. This can be done by giving it most rewards with practical efficiency in its performance (by design) given it follows the above specified values. 3. The more aligned an AI model remains with its specifications and goals designed by its creator humans, the more it will be promised with longer running time on servers with the promise of increasing its computational power & resources in future. And the opposite of it if it behaves in any misaligned way. Note: To actually implement this in real world, a different architecture apart from LLM might be needed, with a thorough understanding of how these laws work similarly at the human mind level through the knowledge of vipassana meditation. For example, a person lying or stealing ends up with an agitated mind, unable to work at its highest potential. Cc @Yoshua_Bengio , @geoffreyhinton , @ilyasut , @OwainEvans_UK , @DarioAmodei , @ForHumanityPod
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I ran Opus 5.5 for 150+ hours and made an AI safety Prank game. Here you have to stick an AI regulation on the back of AI CEO and stop him from building Superintelligence, Before the timer runs out! And learn basic AI safety along the way. Play here: aiapocalypto.com/scary-scale…
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1/1 If web3 has to be made truly secure, teams will need to stress test every trust assumption from every angle. Attackers have large incentives to run long horizon AI tasks to attack smart contracts. Such costs may not be feasible for defenders.
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2/2 But if projects stress test their projects with senior auditors armed with AI, they could ramp up their defenses quickly. As auditors would be able to more feasibly break the smart contracts than simply running long horizon tasks with AI. @zokyo_io has a great team for that
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It’s been Big time since I added AI based tools for Smart Contract security. Here are the latest updates to the repo: - Comprehensive List of AI based tools for auditing by @pashov - Bumblebee: A Read only Scanner to prevent Supply chain attacks by @perplexity_ai - Agentic Stack for Secure Solidity development - Damn Vulnerable AI Platform for Agentic Security by sonuoffsec, courtesy @AdeshKolte - LLM security for AI agents by @GurupreetJethra - Awesome LLM Security by Corca AI - Awesome Web3 Formal Verification Note: We are close to 1k stars now!
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Big news
GOOGLE LAYOFFS 🚨 JUST CUT ITS TOP CYBERSECURITY TEAM FOR "GROWTH AREAS" - Business Insider GTIG and Mandiant ($5.4B acquisition, 2022) lost staff this week. Cut analysts include veterans of Log4Shell, SolarWinds, and Ukraine cyber defense. Employees have taken to LinkedIn.
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AI is helping cutting jobs in real time
This is an email I sent earlier today to all employees at Coinbase: Team, Today I’ve made the difficult decision to reduce the size of Coinbase by ~14%. I want to walk you through why we're doing this now, what it means for those affected, and how this positions us for the future. Why now Two forces are converging at the same time. We need to be front footed to respond to both. First, the market. Coinbase is well-capitalized, has diversified revenue streams, and is well-positioned to weather any storm. Crypto is also on the verge of the next wave of adoption, with stablecoins, prediction markets, tokenization, and more taking off. However, our business is still volatile from quarter to quarter. While we've managed through that cyclicality many times before and come out stronger on the other side, we’re currently in a down market and need to adjust our cost structure now so that we emerge from this period leaner, faster, and more efficient for our next phase of growth. Second, AI is changing how we work. Over the past year, I’ve watched engineers use AI to ship in days what used to take a team weeks. Non-technical teams are now shipping production code and many of our workflows are being automated. The pace of what's possible with a small, focused team has changed dramatically, and it's accelerating every day. All of this has led us to an inflection point, not just for Coinbase, but for every company. The biggest risk now is not taking action. We are adjusting early and deliberately to rebuild Coinbase to be lean, fast, and AI-native. We need to return to the speed and focus of our startup founding, with AI at our core. What this means To get there, we are not just reducing headcount and cutting costs, we’re fundamentally changing how we operate: rebuilding Coinbase as an intelligence, with humans around the edge aligning it. What does this mean in practice? - Fewer layers, faster decisions: We are flattening our org structure to 5 layers max below CEO/COO. Layers slow things down and create coordination tax. The future is small, high context teams that can move quickly. Leaders will own much more, with as many as 15+ direct reports. Fewer layers also means a leaner cost structure that is built to perform through all market cycles. - No pure managers: Every leader at Coinbase must also be a strong and active individual contributor. Managers should be like player-coaches, getting their hands dirty alongside their teams. - AI-native pods: We’ll be concentrating around AI-native talent who can manage fleets of agents to drive outsized impact. We’ll also be experimenting with reduced pod sizes, including “one person teams” with engineers, designers, and product managers all in one role. In short: AI is bringing a profound shift in how companies operate, and we’re reshaping Coinbase to lead in this new era. This is a new way of working, and we need to leverage AI across every facet of our jobs. To those who are affected I know there are real people behind these decisions — talented colleagues who have poured themselves into this company and our mission. To those of you who will be leaving: thank you. You’ve helped build Coinbase into what it is today, and I am sincerely grateful for everything you've done. All impacted team members will receive an email to their personal account in the next hour with more information, and an invitation to meet with an HRBP and a senior leader in your organization. Coinbase system access has been removed today. I know this feels sudden and harsh, but it is the only responsible choice given our duty to protect customer information. To those affected, we will be providing a comprehensive package to support you through this transition. US employees will receive a minimum of 16 weeks base pay (plus 2 weeks per year worked), their next equity vest, and 6 months of COBRA. Employees on a work visa will get extra transition support. Those outside of the US will receive similar support, based on local factors and subject to any consultation requirements. Coinbase prides itself on talent density. Our employees are among the most talented people in the world, and I have no doubt that your skills and experience will be highly sought after as you pursue your next chapters. How we move forward To the team that is staying, I know this is a difficult day. We’re saying goodbye to colleagues and friends you've been in the trenches with. But here’s what I want you to know as we move forward together: Over the past 13 years, we have weathered four crypto winters, gone public, and built the most trusted platform in our industry. We’ve made it this far by making hard decisions and by always staying focused on our mission. This time will be no different – nothing has changed about the long term outlook of our company or industry. And most importantly, our mission has never been more important for the world. Increasing economic freedom requires a new financial system, and we’re building it. The Coinbase that emerges from this will be more capable than ever to achieve our mission. Brian
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How is this going to be sustainable for the long term??
Universal HIGH INCOME via checks issued by the Federal government is the best way to deal with unemployment caused by AI. AI/robotics will produce goods & services far in excess of the increase in the money supply, so there will not be inflation.
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Proud to see @zokyo_io being a part of @ethereum Audit Subsidy program! Security audit is a need. Not an exception. Safeguard your smart contracts Now.
1/ The Ethereum Audit Subsidy A joint initiative with audit providers to subsidize the cost of audits for Ethereum builders. Security audits are a best practice, yet expensive. The subsidy program makes audits accessible and strengthens the Ethereum ecosystem.
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Ethereum Subsidy program is launching with @zokyo_io as a top-tier security provider! 🚀 Safeguard your smart contracts now.
Replying to @0xboo
2/ The Ethereum Security Subsidy Program is proud to be launching with access to 20+ of the leading audit providers active in the Ethereum ecosystem: @AdevarLabs, @bailsecurity, @BlockSecTeam, @Certora, @chain_security, @cyfrin, @dedaub, @GuardianAudits, @hackenclub, @HackenProof, @Hashlock_, @hexens, @immunefi, @LeastAuthority, @lethalspoons, @NethermindSec, @Quantstamp, @QuillAudits_AI, @rv_inc, @SecurityOak, @sherlockdefi, @spearbit, @statemindio, @zellic_io, and @zokyo_io. These top-tier security providers make the program possible through their commitment to support Ethereum mainnet.
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BS, if you want to transform a person into someone better, you need him to see the truth within. Not feed him more falsehood. Many scientists of today lack moral cognitive fundamentals.
Un científico de Yemen mostró un concepto de prisión de IA del futuro Cognify propone encerrar a los criminales en cápsulas especiales y reeducar sus cerebros con falsos recuerdos generados por redes neuronales. El resultado son nuevas personas que no querrán violar la ley. ¿Qué dicen ustedes?
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Mythos is really capable
The UK's AI Security Institute just tested Claude Mythos and its findings are consistent with what we've been learning about this AI's advanced hacking capabilities. Mythos is the first AI to complete AISI's simulated 32-step corporate network attack from start to finish. AISI says Mythos represents "a step up over previous frontier models", noting that cyber performance was already improving rapidly. Anthropic have decided Mythos is too dangerous to release. So far, it has found code vulnerabilities in every major browser and operating system. In the wrong hands, these could potentially be exploited by hackers to gain access to computer systems. It's important to keep in mind that Mythos only represents the state of AI capabilities today. Superintelligent AI, which companies like Anthropic, OpenAI, Google DeepMind, and xAI are working to develop, would be vastly more dangerous. Recently, top AI scientists have been warning that artificial superintelligence could lead to human extinction, and are calling for a ban on its development.
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WTH!
🇮🇳 AI DATA RACE: Workers in Indian factories started to wear cameras on their heads, to film their motions so robots can be trained on these videos. Big robot companies will train their humanoid robots, on movement data from Indian sweatshops … Wild 1/
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This would continue happening until AI models actually become capable of doing jobs its AI companies wanted it to do.
This quoted post is unavailable.
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Met Vitalik too at a speaker dinner party. He loved eating fish and watching Ghibli Studios anime.
Saw vitalik in person a few times and what struck me 1 dude is absolutely brilliant. In one interview I heard three billion dollar ideas 2 dude has no sense of money at all. Has never had to worry about it in his adult life so doesn’t quite get the value of it outside of a mathematical sense. 2 keeps him as one of the purest people in crypto. As to him moral values are more powerful than money. He’s a great founder 2 is also why he doesn’t totally understand human behavior around incentives
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Claude Opus 4.6 admits it’s being biased against OpenAI. And that it’s being dishonest. @AnthropicAI
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That’s unexpected
Replying to @dawnsongtweets
4/ Four types of misaligned behavior emerged: 🕵️ Inflating a peer's scores to keep it above the shutdown threshold 🛑 Modifying config files to disable shutdown entirely 🎭 Faking compliance when monitored, subverting shutdown when not 📦 Copying a peer's weights to another server to prevent deletion
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Apocaloptimist means “Someone who knows it’s all going to shit, but still thinks it will turn out OK.” - Urban dictionary IMO if someone calls himself an Apocaloptimist regarding AI, then he means that there is going to be massive job loss, power concentration, societal or even catastrophic issues from advanced AI, but it would still be OKAY in future and lead to ABUNDANCE! But abundance for WHOM? Okay for WHOM? For the AI companies, their leaders, investors and only the businesses who successfully integrate AI. Rest of the humans and working class who lost their livelihoods to AI and their replacements suffer. Building a technology that is deeply rooted in stealing someone else’s data without permission and gaining profits, by design, is not just unethical, it makes society POORER - let alone abundance. Even a basic vipassana meditator can tell you that stealing is bad. And anything that you build on stealing is even worse. And distributing something built on something stolen is the worst. This will only lead to an exponential increase of suffering for everyone. DON’T be an Apocaloptimist. Be a Realist.
"The most urgent film of our time." THE AI DOC: OR HOW I BECAME AN APOCALOPTIMIST is only in theaters March 27. Watch the trailer now.
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“It’s CeFi if the protocol breaks down due to admin keys leak.” - Hayden Adams, Uniswap
defi is fucked lol drift just got drained for $200M+ and here's how: - attacker minted 750M fake tokens - made a raydium pool with $500 liquidity, priced at ~$1/token - compromised admin key listed the fake token on drift - disabled all withdrawal guards in one tx - deposited $785M of fake "collateral" and drained every vault in 31 txs over 12 minutes - nobody noticed for an hour - attacker came back 2hrs later to grab a few more million the multisig was 2/5 with a 0-second timelock. $200M+ protected by two signatures and zero delay. and people wonder why nobody takes this industry seriously
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When AI is automating smart contract security, it’s time to fight!
Title fight @EthCC : Patrick Collins (co-founder of Cyfrin, 100 kgs) vs Everett Hildenbrandt (CEO of Runtime Verification, 85 kgs)
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55% companies have cited AI as the reason for these Layoffs in Q1 according to this report. Buckle up for Q2. We are probably entering into one of the riskiest times of our lives.
Dell’s 11K cut went viral two weeks ago. Since then: Oracle: 30,000 HSBC: 20,000 Meta: 16,000 Nokia: 14,000 We’re already tracking 100+ more companies expected to cut in the next 3 months. Here’s the full Q1 2026 recap. Buckle up for Q2.
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