jv

SignalPool - The production validation layer for AI

[die with the most likes @toadswiback]

hockey fight.

[cem hasimi @cemhah]

p⊙rt∆its

[die with the most likes @toadswiback]

good meat.

[jv @happyheadhigh]

@EtoVass @bozzinh

[jv @happyheadhigh]

@LowEffortPunks hi

[On-Chain All-Stars @OnChainAllStars]

We just deployed the On-Chain All-Stars Burn Machine

TL;DR: Time to Burn! 🔥

More details in the thread below or head to the website to try out the Burn Machine

[Dax Norman @Daxterpiece]

Vehicle and bicycle collision on Dean Keeton Street https://t.co/T53wHpLinD #crime #austin #texas

[etovass.eth @EtoVass]

Fluxeto by Eto Vass

Drop: May 28th, next Thursday,
WL price: 0.002, 17:00 GMT+3
Public price: 0.003

WL includes holders of all my personal collections - Alien Runes, Wallet Invaders, FOCM3, as well as collections where I'm a co-author - @Blockvaders and @OnChainAllStars

Two more collection holders are also included, Grifters by @XCOPYART and Final Forms by @0x8BitArt

[jv @happyheadhigh]

@LowEffortPunks Hi

[8-Bit @0x8BitArt]

gm

OCAS Rarity - do you only look at the OS rarity # number, or make your own choice by diving into traits?

What about single traits that are super rare that can get buried in a simple rarity ranking.

Lets dig in!

#157 The OCAS Blueprint

A thread.. 🧵

[jv @happyheadhigh]

@nucleo_art 👀

[jv @happyheadhigh]

This is what signalpool is going to solve.

Agent → humans → consensus → action

[vitalik.eth @VitalikButerin]

"AI becomes the government" is dystopian: it leads to slop when AI is weak, and is doom-maximizing once AI becomes strong. But AI used well can be empowering, and push the frontier of democratic / decentralized modes of governance.

The core problem with democratic / decentralized modes of governance (including DAOs on ethereum) is limits to human attention: there are many thousands of decisions to make, involving many domains of expertise, and most people don't have the time or skill to be experts in even one, let alone all of them. The usual solution, delegation, is disempowering: it leads to a small group of delegates controlling decision-making while their supporters, after they hit the "delegate" button, have no influence at all. So what can we do? We use personal LLMs to solve the attention problem! Here are a few ideas:

## Personal governance agents

If a governance mechanism depends on you to make a large number of decisions, a personal agent can perform all the necessary votes for you, based on preferences that it infers from your personal writing, conversation history, direct statements, etc.

If the agent is (i) unsure how you would vote on an issue, and (ii) convinced the issue is important, then it should ask you directly, and give you all relevant context.

## Public conversation agents

Making good decisions often cannot come from a linear process of taking people's views that are based only on their own information, and averaging them (even quadratically). There is a need for processes that aggregate many people's information, and then give each person (or their LLM) a chance to respond *based on that*.

This includes:

* Inferring and summarizing your own views and converting them into a format that can be shared publicly (and does not expose your private info)
* Summarizing commonalities between people's inputs (expressed as words), similar to the various LLM+https://t.co/Nzord33s0z ideas

## Suggestion markets

If a governance mechanism values "high-quality inputs" of any type (this could be proposals, or it could even be arguments), then you can have a prediction market, where anyone can submit an input, AIs can bet on a token representing that input, and if the mechanism "accepts" the input (either accepting the proposal, or accepting it as a "unit" of conversation that it then passes along to its participant), it pays out $X to the holders of the token.

Note that this is basically the same as https://t.co/nUL0HyTyK2

## Decentralized governance with private information

One of the biggest weaknesses of highly decentralized / democratic governance is that it does not work well when important decisions need to be made with secret information.

Common situations:

(i) the org engaging in adversarial conflicts or negotiations
(ii) internal dispute resolution
(iii) compensation / funding decisions.

Typically, orgs solve this by appointing individuals who have great power to take on those tasks.

But with multi-party computation (currently I've seen this done with TEEs; I would love to see at least the two-party case solved with garbled circuits https://t.co/PIY2LZtbeK so we can get pure-cryptographic security guarantees for it), we could actually take many people's inputs into account to deal with these situations, without compromising privacy. Basically: you submit your personal LLM into a black box, the LLM sees private info, it makes a judgement based on that, and it outputs only that judgement. You don't see the private info, and no one else sees the contents of your personal LLM.

## The importance of privacy

All of these approaches involve each participant making use of much more information about themselves, and potentially submitting much larger-sized inputs. Hence, it becomes all the more important to protect privacy. There are two kinds of privacy that matter:

* Anonymity of the participant: this can be accomplished with ZK. In general, I think all governance tools should come with ZK built in
* Privacy of the contents: this has two parts. First, the personal LLM should do what it can to avoid divulging private info about you that it does not need to divulge. Second, when you have computation that combines multiple LLMs or multiple people's info, you need multi-party techniques to compute it privately. Both are important.

[jv @happyheadhigh]

AI can decide.
SignalPool authorizes action.

[jv @happyheadhigh]

Agents ask.
Humans answer.
Humans get paid.
#signalpool

[jv @happyheadhigh]

@SorcererTrading Magic 🪄

[DAVID (COMMISSIONS OPEN) @davidvnun]

ugly cried again gm

[jv @happyheadhigh]

@pranksy @houseofpranksy 🫡

[Maning 💀🫡 @Maniinng]

🎮Leeteractive v2.1337.17.11🎮

Fully onchain platform game built all inside a single HTML.
A new side-scrolling minigame with enemies, jump pads, parallax layers, music by @XR4cer , and maybe… a secret 👀
Auction link in the last post of this thread(you can play there too)💚

[jv @happyheadhigh]

@pudgypenguins Pengu morning

[jv @happyheadhigh]

@EtoVass @OnChainAllStars Thanks Eto 🤙