# Scoring agency using LLM's and simulated DM's. ## Concept. Imagine a conversation between two people, over DM's (direct messages). This conversation has gone on for years, and has a lot of context. Now imagine we simulate this conversation using an LLM. A ChatGPT model is tasked with predicting future conversational messages. The LLM functions like [Deep Blue's chess computer](https://en.wikipedia.org/wiki/Deep_Blue_(chess_computer)) - it simulates all possible conversational paths between two people (or at least as many as is [tractable](https://en.wikipedia.org/wiki/Tractable)). Now this DM is ongoing. All messages the LLM hasn't seen can be scored according to the prediction error. This is a fun test of agency, free will and determinism. If you can have a chat about something the LLM didn't predict, you are moving forward! Reverse that entropy, baby. Potentially you could make this into a reverse entropy ponzi scheme, whereby people are rewarded for content which is unpredictable, proportionally to its scoring. *The most entertaining outcome is the most likely.*
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Liam Zebedee
twitter.com/liamzebedee github.com/liamzebedee
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gigaupload protocol pitch

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10/5/2023
Computational Data Markets

Problems this addresses:

9/15/2023
RFB: Detecting Ethereum RPC censorship programmatically.

UPDATE: I was wrong, Infura doesn't censor RPC reads! This post caught the eyes of Infura, and they set out and wrote a blog post which you should check out. Although, the party isn't over yet. The option to censor is still there unless we use secure RPC. Which is why I ended up building out this, check it out- https://github.com/liamzebedee/eth-verifiable-rpc Liam Zebedee (@liamzebedee). This is a spec, a request for either (1) grants or (2) builders. Please reach out on the Twitter thread / over DM's if you're interested in either. Introduction. Recently, Ethereum node providers like Infura/Alchemy started censoring parts of the Ethereum database from being read via the JSON-RPC API's. This proposal is to programatically detect this, by building a local EVM shim that verifiably loads state from a remote node during execution.

3/1/2023
The Crypto Book - table of contents.

Index for a book I'm writing. Write out a book.Explain how ZK-STARK”s work from the ground up (video/whiteboard).What is the anatomy of a STARK proof Explain how Cairo, VM, computers etc. work. Megathread deepdive: covers state machines, prover-verifiers, VM's, the cairo language, how STARK's work, arithmetization, the Cairo machine, computation compared with EVM (addition), public memory, memory holes, Cairo runner/bootloader Explain how recursive STARK’s are so powerful.

1/18/2023
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