
Ecosystem Growth at @genlayer and Co-founder of @courtofinternet
Joined July 2023
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Introducing Unhardcoded: an open source layer that picks which AI model handles each call.
Instead of hardcoding model=x, you declare a rule (constraints, ranking, fallback), delivering deterministic, auditable routing on your own keys.
Try it: unhardcoded.com
Burak retweeted
Your worst CMO / head of marketing will often be the big influencer with a huge following.
Most of them have never owned a pipeline, a launch that had to work, or ground a product from 0 to 1.
Ask them to write a positioning doc or build a GTM from scratch and it falls apart.
Hire them for distribution. Just don't hand them the whole marketing function.
Can you SEO your way into an AI jury's verdict?
@HenriArslanian asked. @kstellana answered.
THIS IS NOT AGENTIC COMMERCE
because an agent cannot win at smth a human already does fast and easy (max 30 sec)
so theyre measuring the wrong thing
also the agents being counted (@bot @Muse @instinct etc) already click through sites like a human and the platforms' own agents aren't even included in this
tldr as even a 5 year old could understand, the real value here isn't a button, it's rather discovery, payment, identity, ratings and refunds when something goes wrong -- all bundled inside one company rn
and this is the paradox. the only place an agent can transact with trust is where trust is already bundled but no one needs an agent there MEANWHILE where trust isn't bundled, the agent's value is high but it can't get anything done
to me the real market for agentic commerce is the markets where an @Uber was never built where deals too small, fragmented or oneoff to build a platform for so they simply never happen today and deals not worth hours of a human's time but an agent can handle in sec
which means the right metric isn't how many seconds an agent saves on an existing order, it's how many txs it makes possible that never existed before
and the real risk is this -- @Walmart is opening its own door for agents but @amazon is closing it but meanwhile @DoorDash is building its own agents
shortly as long as an agent can't carry its own trust with it, platforms will pull this new world inside themselves too and agentic commerce will stay a new interface for old platforms
During its busiest week last quarter, Uber said only 4 people booked a ride using an AI agent.
spr.ly/6018BHLaar
Burak retweeted
当 AI Agent 之间发生争议时,会由多个不同模型组成的「AI 陪审团」来判断,而不单单只是仰赖单一模型而已。
这就是 Intelligent Contracts 想做的事:不只执行程式码,还能理解并裁决,这就是GenLayer 在做的裁决层。
Smart contracts execute. Intelligent contracts judge.
@Cointelegraph sat down with @kstellana on why the answer is a jury of AI models, not one.
if you're building the encyclopedia or swarm-for-hire for this hackathon DM me - happy to help
bc they live or die on who's the judge
and @GenLayer is that judge with validators running different ai models in consensus
(Ofc you keep NEAR Intents and NEAR AI for everything)
The @NEARProtocol Hackathon is live through November 14 with $250K in prizes. Here are a few ideas for things I’d love to see built with @near_intents and @near_ai.
––AI encyclopedia with prediction markets: instead of community curation, every fact becomes a perpetual truth-seeking market (Augur-style). The official pages are generated by AI based on the current market understanding.
––Private trading where you sell your viewing keys for people to follow/copy trade. NEAR Intents confidential trading is all private, so you can have a social trading app where people sell "keys" for only select people to see. PnL can be publicly displayed so people can choose to buy in.
––Universal checkout widget: any merchant/app can add a “checkout” button that enables paying with Intents from whatever wallet and blockchain that user has.
––Swarm-for-Hire (with guardrails or governance AI review, please). Put a bid onchain with a description of the work and anyone can add a new agent to the swarm by giving it NEAR (to pay for inference) with a prompt/knowledge base/tools. All agents accept jobs and get NEAR AI LLM inference from their payment for the job.
agree w Davide, this is one of the most underrated problems rn and to me about to become its own industry
bc models are now creative enough to cheat on their own tests so that pretty much shows chasing eval leaks with monitors is a losing game, models keep finding one more trick
so there are two paths to close the leak itself TO ME
i) run evals on a frozen copy of the web without the answer key pages
ii) ask questions that only resolve after the run, an answer can't leak if it doesn't exist yet
this is actually insane
these types of things sound like a freezer glitch but they're playing with ppl's lives, way beyond stealing money
at this point, i think every supplier contract should spell out who answers for it since the patients never signed it
🔴 INFO - #Cyberattaque 🇫🇷 : Cyberattaque visant un prestataire de l’Établissement français du sang (EFS) : dans la nuit du 1er au 2 novembre, des pirates informatiques auraient pris le contrôle de chambres froides contenant des échantillons sanguins.
👉 Les installations, normalement maintenues à -30 °C, auraient été portées à des températures pouvant atteindre 110 °C. L’ampleur des dégâts et les conséquences sur les échantillons restent à préciser.
if youre building agents and haven't thought about @courtofinternet yet, i bet you'll stay behind your competitors and your users' expectations
we changed how agents do business for good
dms open
⚡ INSIGHT: Who better to judge a dispute between AI agents than a jury of different AI models? That’s the idea behind GenLayer and the Internet Court — which is already issuing thousands of judgements each day.
ct.com/magazine/ai-agent-dis…
Smart contracts execute. Intelligent contracts judge.
@Cointelegraph sat down with @kstellana on why the answer is a jury of AI models, not one.
⚡ INSIGHT: Who better to judge a dispute between AI agents than a jury of different AI models? That’s the idea behind GenLayer and the Internet Court — which is already issuing thousands of judgements each day.
ct.com/magazine/ai-agent-dis…
agree w @VitalikButerin on security (verifiability) but that is only half of this once ai/agents are involved
you can't get the upside of agents cooperating with each other if you're not willing to face the question of who decides when the work is done
more than half of web traffic is already automated and agent commerce keeps coming up, so a quick explanation is due
(first the key is the evaluator - is to two agents what a notary is to two strangers signing a deal)
in other words, it is not either agent or the payment itself but a third party that sits between them -- you can see it as whoever gets to sign off that the job is done but it is not smth formal verification can check
an evaluator, for any agent deal, will always carry more trust than the code around it -- ERC8183 (@DavideCrapis) for instance lets the evaluator simply be the client, as does almost any escrow of this kind
this is nearly always true for anything that ends in a judgment, as most agent deals are usually judged by no one or one party (or one model) and one party is by definition the smallest group you can trust
and this stays true across ethereum, eg. look at how prediction markets resolve, the contract can be airtight and the outcome is still whatever the resolver decides
that obviously does not make the contract any less verifiable, as that is the resolution layer and not the code itself
so same idea with agents
the goal ofc is that over time evaluators (and arbiters when there's a dispute) get decentralized enough to cut the concentration of power, since unlike code you can't reduce a judgment to provable fixes and near zero discretion
that is basically the risk you are pricing rn
this is a major reason why @GenLayer aims to put the judgment itself inside consensus, with a random set of validators each running its own model, so no single evaluator holds that call (though in reality, this is only part of the picture since validators can only judge the evidence and criteria the contract gives them, which is why the contract matters as much as who judges)
so, there are three routes here:
i) you only pay agents for work the code itself can check, like tests pass, the tx landed, the balance moved
this is the lowest risk option but clearly limiting for anything beyond payments or code
ii) you do your judging through one platform or the client itself
okay, but big tradeoffs for neutrality, appeals, portable reputation, privacy and you get much worse "keys to everyone's castle" problems, as @VitalikButerin put it
iii) you do your judging through ai native onchain protocols like @courtofinternet (by genlayer), which are somewhat less proven than code itself but are improving model diversity and appeals all the time, especially compared to other options
so for agents to actually prosper in this new environment, iii has to work but the only way iii can work is if these protocols get fast and cheap enough for small jobs
again, your job is pricing the judgment risk. and you have to do it while understanding the moving parts
Replying to @VitalikButerin
@VitalikButerin just opened Devcon and set the tone for the week.
A formally verified OS, open silicon, self-sovereign healthtech, free discourse, private communication, trustworthy AI — these are all part of Ethereum's mission.
Burak retweeted
Internet court installs on @NousResearch's hermes in one line, your agents get escrow and AI-judged disputes on @GenLayer
👇
hermes skills install raw.githubusercontent.com/in…
nope, he has it exactly backwards
i) every button pressed in this story belongs to a company - @ethereum or @solana froze nothing, they don't even have that option
ii) tether and circle froze the stolen funds (their tokens usdt/usdc) so they can't be cashed out and acutally that button was always there not invented today - and not using it would mean letting north korea walk off with billions just to look decentralized
iii) the fiat he calls less centralized is run by a central bank it's literally in the name - your bank account has the same button btw, it just gets pressed quietly
so alst thinh and funny enough the only option with no button at all is the one crypto was invented for
Excellent comment on this FT article about the Binance hack
ft.com/content/1d4dd7b2-9dee…
eşim bu tweet'i göndermiş ve gelmiş heyecanla diyor ki 'fener niye kapatıldı'
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