Computer-Use-Modelle statt APIs: Warum Web-Agents auf Pixel setzen müssen

VideoAI EngineerVortrag

Dhruv Batra argumentiert, dass KI-Agenten das Web nicht über APIs oder MCP-Server erschließen werden, sondern über visuelle Computer-Use-Modelle. Während Top-Websites strukturierte Schnittstellen bereitstellen können, besteht der Long Tail aus rund 200 Millionen Sites mit veralteter Infrastruktur, Scans und clientseitig gerendertem State, den nur Bildschirm-Interaktionen zuverlässig erfassen können.
Beim Abspielen wird YouTube (youtube-nocookie.com) geladen.

Das Wichtigste

  1. Widerlegung der API-These: Die Annahme, dass das Web flächendeckend APIs oder MCP-Server für Agenten bereitstellen wird, ignoriert den Long Tail von rund 200 Millionen aktiven Websites.
  2. Praxisbeispiele Gastronomie: Speisekarten reichen von leicht auslesbarem HTML-Text über verlinkte PDFs bis hin zu abfotografierten, pixeligen Bildgalerien ohne maschinenlesbaren Text.
  3. Verwaltung und Beschaffung: Bei 15.000 bis 20.000 US-Schulbezirken erfordert die Beschaffungssuche teils FOIA-Anfragen, bei denen Behörden E-Mails ausdrucken, scannen und PDFs manuell auf Google Drive ablegen.
  4. HTML reicht nicht aus: Webseiten verhalten sich wie Render-Engines; ein 'Ausverkauft'-Status existiert oft nicht als Text im DOM, sondern als gerenderter Wert Null, der per Skript ausgegraut wird.
  5. Navigator-Modell: Das Modell von Yutori nutzt Screenshots als Input, führt Klicks aus, generiert bei Bedarf JavaScript zur Beschleunigung und verfehlte 8 von 300 Test-Trajektorien.

Warum das relevant ist

Viele Automatisierungs- und Agentenstrategien setzen unrealistischerweise voraus, dass Organisationen ihre Daten über moderne Schnittstellen anbieten werden. Wer Workflows für die reale Weblandschaft konzipiert, muss visuelle Interaktion und Rendering-Verhalten einplanen, da tief verankerte Altsysteme oft über Jahrzehnte hinweg unverändert bleiben.

Einordnung

Batra überträgt Richards Suttons 'Bitter Lesson' auf Web-Agenten: Websitespezifisches Scaffolding und DOM-Parser skalieren nicht universell. Weil moderne Browser wie Game-Engines operieren und den Anwendungsstatus erst zur Laufzeit auf der Anzeige berechnen, stellen Pixel die einzig verlässliche Quelle der Wahrheit dar. Computer-Use-Modelle, die wie menschliche Nutzer sehen und klicken, umgehen die Notwendigkeit von standardisierten Protokollen für Millionen von Legacy-Websites.

Transkript

Vollständiges Transkript anzeigen (25.191 Wörter)
[Music] Um, welcome. Let's get started. So, my name is Dhrubajyoti Bhatra, I want to talk to you about an argument. There's an argument online that says, roughly speaking, AI agents will be the drivers of action on the web, not humans, that there will be more agents clicking buttons, reading things, buying things for us, than human eyeballs on the web. Um, you drive one step deeper into the argument, and you ask how will this happen, because today the web is extremely hostile to automated traffic. And the answer usually is the web will be agentified. Um, you drive one step deeper into what does that mean and how will that happen, and the answer usually is with APIs that agents will call via some set of protocols and the set of protocols grows over time. It was initially supposed to be MCP servers, then web MCP, and for payments there are 20 different competing protocols, and you know, every single company wants to introduce their own protocol along the way, but okay, there will be APIs, is the is the argument. My claim today and argument and what I hope to convince you today is that this last bit is wrong. I think the first two I generally agree with, this last bit that suddenly the web will provide you APIs for accessing things is is just delusional. And my claim is computer-use agents and computer-use models will agentify the web, not APIs. And more specifically, the long-tail of the web, um the head of the distribution, the most popular website perhaps will give you the API, but the long-tail will not. Um, and the story starts uh usually with these sorts of use cases. I I agree that they also frustrate me. When people show a use case of, find me business class flights from Miami to Palma de Mallorca for August and somehow they expect that behind the scenes it'll be a computer-use agent clicking buttons on flights.google.com. I find this example, this is my own example, I I'm not dunking on anybody else, I find this example bizarre. Why would you possibly do it this way? Aren't you aware that there are already aggregators, you send them a variable, they will send you a JSON. Your LLMs can do tool calling, why would you click buttons? The purpose of those clicking buttons is to generate this behind the scenes. So we're on the same page there. The next step usually is, okay let's roll this out to some other case. Um, I want to know does my favorite restaurant, or does this restaurant have gluten-free items on the restaurant's menu? And so I assume that there's going to be a similar endpoint somewhere for that restaurant website or via an aggregator that accepts a query that I can filter through, where I can ask for give me your menu items that are gluten-free. Um, I want to, for those of you who can already see, I want to rid you of the delusion that such an endpoint exists. Uh and I want to show you, just for the sake of, you know, being on the same page, what two restaurant pages look like. Um, there are three that are on the screen. This is the first one. This is what we imagine a prototypical, this is easy mode. You go to a web page, there's no API, but at least it's text. It's in German, sure. A different part of the world, models can speak languages. I see text and I see pricings. Maybe this is easily scrapable. Okay. This is easy mode. The medium mode is a a a page like this where of course the thing that you're looking for is slightly hidden away. You press the menu button, it actually takes you to a PDF. Okay fine. If your agent has to do this, it needs a PDF reader mode, fine. Like, you know, I can highlight these, okay so this is at least text. No problem. Like, you know, I will dump this into ChatGPT or whatever and it'll do it. Here's the hard mode. This is what a hard mode website for a restaurant looks like. Where there's just pictures of the people who created the restaurant, um of where they're located, of menu items and you're like, where is the menu? Uh does anybody speak Spanish? Nuestra carta, see? Okay. Let's let's check that's our menu. Um, you click there. Oh my God, these are what am I staring at? Okay. Uh you click on it, oh it's a gallery of of individual, what is this? This is a, this is a, this is a pixelated. This, there's no text here. I am looking at JPEGs embedded in a gallery which contain the PDF items. You download this and you put it into ChatGPT and it's having str- it's struggling doing OCR on this thing. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Um, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US

Links und Tools aus diesem Beitrag

Zusammenfassung von KI erstellt (Gemini 3.8 Flash, 27. September 2026). Sie kann Fehler enthalten – maßgeblich ist die Originalquelle.

Inhaltlich ähnlich, ermittelt über die KI-Suche.

  • Video

    Video:AI Engineer

    Web-Automatisierung mit KI-Agenten über das Chrome DevTools Protocol

    Corey Gallon erklärt, wie KI-Agenten moderne Bot-Schutzmechanismen wie Cloudflare Turnstile und reCAPTCHA über das Chrome DevTools Protocol (CDP) überwinden können. Durch die Trennung von deterministischem Code und gezieltem KI-Vision-Einsatz sowie echte Mauspfade interagieren Agenten wie menschliche Nutzer im Browser.

    KI & AI· Vortrag

  • Link:Joost de Valk

    Die Zukunft der Website: Schnittstellen-Bündel und verifizierbare Basis

    Joost de Valk analysiert den Wandel von Websites in Zeiten von KI-Agenten. Websites sterben nicht aus, wandeln sich aber von reinen HTML-Seiten für Menschen zu verifizierten System-of-Record-Zentralen mit mehreren Schnittstellen (etwa MCP-Servern), über die autonome Agenten Informationen abrufen und Aktionen ausführen können. Da technische Perfektion durch Automatisierung zum Standard wird, bleibt überprüfbare Authentizität der einzig verlässliche Wettbewerbsvorteil.

    KI & AI· Meinung

  • Repository:nekuda-ai/WindTunnel

    WindTunnel: Benchmark für Browser-Agenten-Schnittstellen und WebMCP

    WindTunnel ist ein Open-Source-Benchmark-Harness, das unterschiedliche Interaktionsmethoden von Browser-Agenten auf Webseiten vergleicht. Untersucht werden WebMCP (direkt von Websites bereitgestellte Aktionen), Screenshots (Computer Use via Koordinaten) und klassische Seitenstrukturen (DOM und Accessibility Tree).

    34SterneHTML

    KI & AI· Forschung

  • X-Post:zeldman

    Die Zukunft der Website: Vom Google-Fokus zum Schnittstellen-Bündel für Agenten

    Jeffrey Zeldman teilt einen Essay von Joost de Valk über den Wandel von Websites in Zeiten von KI. Bisherige Optimierung konzentrierte sich primär auf Google. Künftig müssen Websites jedoch als zentrale Datenbasis dienen, die mehrere Schnittstellen bereitstellt – sowohl für Menschen als auch für KI-Agenten, die Aktionen direkt ausführen.

    68Lesezeichen8980Aufrufe

    KI & AI· Meinung

Lassen Sie uns über Ihr Projekt sprechen

Standorte

  • Mattersburg
    Johann Nepomuk Bergerstraße 7/2/14
    7210 Mattersburg, Austria
  • Wien
    Ungargasse 64-66/3/404
    1030 Wien, Austria

Dieser Inhalt wurde teilweise mithilfe von KI erstellt.