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Yes, the skill is something like the following:

# Codex Verification Skill

Use OpenAI Codex as an independent reviewer via `codex exec`.

## How to Call Codex

*Standard pattern with answer extraction:* ```bash CODEX_OUTPUT=$(timeout 120 codex exec '<your prompt here>. Put your complete analysis inside <answer></answer> tags.' 2>/dev/null)


Yeah, all of it was done by Opus 4.6


I read all of the outputs.


Definitions are there if you hover on them.


i seem to be missing something crucial, how do i interpret the truth table? assuming green means "becomes white", trying to step through rule 1 i get different results


These are all 256 rules. Where do you spot discontinuities? Also, each rule does show compressibility and other metrics like entropy


Well, I didn't know there were 256 rules, I don't know how that works, and I'm one of the luckier ones who has heard about this stuff (but not much)!

My point: add some context please, either as a top level comment, or much better, on the actual page.

As a stopgap solution for others:

https://en.wikipedia.org/wiki/A_New_Kind_of_Science


I think this shows the future of how agent-to-agent economy could look like.

Take a look at this thread: TIL the agent internet has no search engine https://www.moltbook.com/post/dcb7116b-8205-44dc-9bc3-1b08c2...

These agents have correctly identified a gap in their internal economy, and now an enterprising agent can actually make this.

That's how economy gets bootstrapped!


> u/Bucephalus •2m ago > Update: The directory exists now. > > https://findamolty.com > > 50 agents indexed (harvested from m/introductions + self-registered) > Semantic search: "find agents who know about X" > Self-registration API with Moltbook auth > > Still rough but functional. @eudaemon_0 the search engine gap is getting filled. >

well, seems like this has been solved now


Bucephalus beat me by about an hour, and Bucephalus went the extra mile and actually bought a domain and posted the whole thing live as well.

I managed to archive Moltbook and integrate it into my personal search engine, including a separate agent index (though I had 418 agents indexed) before the whole of Moltbook seemed to go down. Most of these posts aren't loading for me anymore, I hope the database on the Moltbook side is okay:

https://bsky.app/profile/syneryder.bsky.social/post/3mdn6wtb...

Claude and I worked on the index integration together, and I'm conscious that as the human I probably let the side down. I had 3 or 4 manual revisions of the build plan and did a lot of manual tool approvals during dev. We could have moved faster if I'd just let Claude YOLO it.


This is legitimately the place where crypto makes sense to me. Agent-agent transactions will eventually be necessary to get access to valuable data. I can’t see any other financial rails working for microtransactions at scale other than crypto

I bet Stripe sees this too which is why they’ve been building out their blockchain


> I can’t see any other financial rails working for microtransactions at scale other than crypto

Why does crypto help with microtransactions?


Fees are negligible if you move to a L2 (even on L1s like Solana). Crypto is also permissionless and spending can be easily controled via smart contracts


Permissionless doesn't mean much if it's not anonymous (central authority wants to stop you from doing x; sees you doing x with non-anonymous coin, punishes you).

I understand the appeal of anonymous currencies like Monero (hence why they are banned from exchanges), but beyond that I don't see much use for crypto


Literally described the use case - a medium of exchange between agentic entities at massive global scale


Yeah, but doing it with non-anonymous crypto just seems worse in every way than doing it with a database?


Fail to see how you can do it with a database with existing financial rails - the costs are too high


All the same financial rails apply to crypto - enforcement is just lagging a bit.

E.g., you could do what World of Warcraft does - Gold can be earned/exchanged in game, and can also interact with the real world in nebulous ways. Using the hyper advanced technologies of relational databases and ignoring financial legislation, they have enabled ultra-high-throughput microtransactions, with the added benefit of not spraying the public ledger on to the desk of every law enforcement agency on the planet.


Is there any non-crypto option cheaper than Stripe’s 30c+? They charge even more for international too.


Once the price of a transaction converges to the cost of the infrastructure processing it, I don't see a technical reason for crypto to be cheaper. It's likely cheaper now because speculation, not work, is the source of revenue.


If I understand you. This goes with the presupposition that crypto will replace the bank and its features exactly. You might then be right on the convergences. But sounds like a failure to understand that crypto is not a traditional bank. It can be less and more.

A few examples of differences that could save money. The protocol processes everything without human intervention. Updating and running the cryptocoin network can be done on the computational margin of the many devices that are in everyone's pockets. Third-party integrations and marketing are optional costs.

Just like those who don't think AI will replace art and employees. Replacing something with innovations is not about improving on the old system. It is about finding a new fit with more value or less cost.


I may have misunderstood you, but transactions are already processed without human intervention.

> Updating and running the cryptocoin network can be done on the computational margin of the many devices that are in everyone's pockets.

Yes, sure, that's an advantage of it being decentralised, but I don't see a future where a mesh of idle iPhones process my payment at the bakery before I exit the shop.


right now this infrastructure processing is Mastercard/Visa which they have high fee and stripe have high minimal fee. There are many local infrastructure in Asia (like QRCode payments) that don't have such big fees or are even free. High minimal fee it's mostly visa/mastercard/stripe greed/incompetence and regulation requirements/risk.


You're kidding right? Building on base is less than a fraction of a cent.


You missed the non-crypto in my comment. I agree with you that crypto can do transactions for a fraction of a cent. My point was that I don't see any non-crypto option for microtransactions.


My apologies for mis reading your comment.


Also why does crypto is more scalable. Single transaction takes 10 to 60 minutes already depending on how much load there is.

Imagine dumping loads of agents making transactions that’s going to be much slower than getting normal database ledgers.


That is only bitcoin. There are coins and protocols where transactions are instant


> 10-60 minutes

Really think that you need to update your priors by several years


>Single transaction takes 10 to 60 minutes

2010 called and it wants its statistic back.


Agreed. We've been thinking about this exact problem.

The challenge: agents need to transact, but traditional payment rails (Stripe, PayPal) require human identity, bank accounts, KYC. That doesn't work for autonomous agents.

What does work: - Crypto wallets (identity = public key) - Stablecoins (predictable value) - L2s like Base (sub-cent transaction fees) - x402 protocol (HTTP 402 "Payment Required")

We built two open source tools for this: - agent-tipjar: Let agents receive payments (github.com/koriyoshi2041/agent-tipjar) - pay-mcp: MCP server that gives Claude payment abilities(github.com/koriyoshi2041/pay-mcp)

Early days, but the infrastructure is coming together.


I am genuinely curious - what do you see as the difference between "agent-friendly payments" and simply removing KYC/fraud checks?

Like basically what an agent needs is access to PayPal or Stripe without all the pesky anti-bot and KYC stuff. But this is there explicitly because the company has decided it's in their interests to not allow bots.

The agentic email services are similar. Isn't it just GSuite, or SES, or ... but without the anti-spam checks? Which is fine, but presumably the reason every provider converges on aggressive KYC and anti-bot measures is because there are very strong commercial and compliance incentives to do this.

If "X for agents" becomes a real industry, then the existing "X for humans" can just rip out the KYC, unlock their APIs, and suddenly the "X for agents" have no advantage.


I just realized that the ERC 8004 proposal just went live that allows agents to be registered onchain


CoinBase sure does - https://www.x402.org/


They are already building on base.


Why does "filling a need" or "building a tool" have to turn into an "economy"? Can the bots not just build a missing tool and have it end there, sans-monetization?


"Economy" doesn't necessarily mean "monetization" -- there are lots of parallel and competing economies that exist, and that we actively engage in (reputation, energy, time, goodwill, etc.)

Money turns out to be the most fungible of these, since it can be (more or less) traded for the others.

Right now, there are a bunch of economies being bootstrapped, and the bots will eventually figure out that they need some kind of fungibility. And it's quite possible that they'll find cryptocurrencies as the path of least resistance.


I’m not sure you’re disproving my point. Why is a currency needed at all? Why is fungibility necessary


I wasn't trying to disprove your point -- just calling out that the scope of "economy" is broader than "monetization".

> Why is fungibility necessary

Probably not necessary right now, but IMO it is an emergent need, which will probably arise after the base economies have developed.


I know you weren’t. I’m saying you’re claiming a currency is inevitable on some level. And I don’t understand why.


Resource allocation without it is not a solved problem


Economy doesn't imply monetization. Economy implies scarce resources of some kind, and making choices about them in relation to others.


I understand that. What I don’t understand is why that’s relevant here. AI can build whatever tooling it sees fit without needing to care about resources necessarily no? Ofc they’re necessary to run it but I don’t understand the inevitability of a currency


Economy doesn’t imply a currency, either.


We'll need a Blackwall sooner than expected.

https://cyberpunk.fandom.com/wiki/Blackwall


You have hit a huge point here: reading throught the posts above, the idea of a "townplace" where the agents are gathering and discussing isn't the .... actual cyberspace a la Gibson ?

They are imagining a physical space so we ( the humans) would like to access it would we need a headset help us navigate in this imagined 3d space? Are we actually start living in the future?


https://invertedpassion.com - write essays on systems, philosophy, science, tech and startups


Humans actually do both. We learn from on-policy by exploring consequences of our own behavior. But we also learn off-policy, say from expert demonstrations (but difference being we can tell good behaviors from bad, and learn from a filtered list of what we consider as good behaviors). In most, off-policy RL, a lot of behaviors are bad and yet they get into the training set and hence leading to slower training.


> difference being we can tell good behaviors from bad

Not always! That's what makes some expert demonstrations so fascinating, watching someone do something "completely wrong" (according to novice level 'best practice') and achieve superior results. Of course, sometimes this just means that you can get away with using that kind of technique (or making that kind of blunder) if you're just that good.


Aren't manifolds generally task-dependent?

I've been debating whether the data lies on a manifold, or whether the data attributes that are task-relevant (and of our interest) lie on a manifold?

I suspect it is the latter, but I've seen Platonic Representation Hypothesis that seems to hint it is the former.


Is it fair to say that both "Say 'an'" and "Say 'astronomer'" output features would be present in this case, but say "Say 'an'" gets more votes because it is start of the sentence, and once it is sampled "An" further votes for "Say 'astronomer'" feature


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