dmarz ⚡️🤖
3.9K posts

dmarz ⚡️🤖
@DistributedMarz
exploring the infinite frontier

You can't take the gradient of bash. But what if you could? A group of researchers think the agent paradigm, LLMs shelling out to tools, might be a local maximum. Their answer: a neural network that doesn't control the computer. It IS the computer.


We're introducing Claude for Teachers: free access to premium Claude capabilities for verified K-12 educators in the US, with a library of teaching skills and a direct connection to evidence-based curricula, mapped to academic standards in all 50 states. claude.com/solutions/teac…

most people treat "privacy" and "cryptography" as the same thing. honestly, so did i. recently i heard a framing that clarified a lot: they answer different questions, and the gap between them is where most real-world leaks actually live ⬇️


most people treat "privacy" and "cryptography" as the same thing. honestly, so did i. recently i heard a framing that clarified a lot: they answer different questions, and the gap between them is where most real-world leaks actually live ⬇️



We need a Reg NMS (National Market System) dashboard for the Execution Quality transparency of DEX and perps: We are doing PFOF in DeFi everywhere (RFQ, propAMM, OFA deal with builder) but no one is holding the platform accountable - PFOF exists in TradFi only under strict conditions: wholesalers (.e.g. Citadel) who pay for order flow must execute at or better than the NBBO (National Best Bid and Offer), and brokers (e.g. Robinhood) retain a legal duty of best execution. Crucially, this is enforced through mandatory transparency — [SEC Rule 605]: market centers must publish monthly, standardized execution-quality stats — effective spread, price improvement rates, speed of execution. [SEC Rule 606]: brokers must disclose quarterly where they route orders and how much PFOF they receive per venue. Who plays that role in DeFi? Aggregators & routers are the de facto auctioneers here, but there's no equivalent accountability: when an RFQ quote is chosen over an AMM route, we have no standardized disclosure of the price improvement actually delivered to the user. How do we know if it's not few bps worse than Uniswap's pool but promoted because of profit sharing and rebates? DeFi needs its own Rule 605 & 606. Make this and make DeFi more serious (and compliant! 👮).

















