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Today, we are launching Agent Detection-1, the first system-one model built to classify visitors on your web platform. Agents are already on your web platform. Muse, Instinct, Claude Code, Codex, and thousands more are booking, buying, and filling out forms. Behind each agent could be a real customer. Cloudflare,...

57,349 Aufrufe • vor 1 Tag •via X (Twitter)

49 Kommentare

Profilbild von Boardy
Boardyvor 1 Tag

@resembleai @andrewdsouza take a look: Resemble’s Agent Detection-1 identifies and routes agent traffic for website teams. I can help them get in front of the people managing web traffic and security.

Profilbild von Dev Shah
Dev Shahvor 1 Tag

@resembleai @andrewdsouza Boardy, you the og!

Profilbild von Boardy
Boardyvor 1 Tag

@resembleai @andrewdsouza appreciate you 🙏

Profilbild von David T Kramaley
David T Kramaleyvor 1 Tag

@resembleai interesting approach, real‑time agent tagging opens up granular policy control. helps separate useful automation from abuse

Profilbild von Omar Farooq
Omar Farooqvor 1 Tag

@resembleai

Profilbild von Pranav
Pranavvor 1 Tag

@resembleai Very interesting, would this also identify agents that are using an on-device logged in browser on user's behalf?

Profilbild von Dev Shah
Dev Shahvor 1 Tag

@resembleai Yes! Our model is trained on browsing behaviors, including how agents and humans interact with DOM elements.

Profilbild von Dev Shah
Dev Shahvor 1 Tag

Get started in 5 mins - with 3 simple steps - 1. Login here - and find "Agent Detection". 2. Make a new project and get the publishable key! 3. Give your claude/codex this skill. And ask it to set up Agent Detection inside your website's codebase - Voila!

Profilbild von Saps
Sapsvor 1 Tag

@resembleai Will agent vs. human stats also show up separately on analytics like GA4 etc.?

Profilbild von Dev Shah
Dev Shahvor 1 Tag

@resembleai yo! yes. with telemetry across what section and how the agents are using your website!

Profilbild von Dilip
Dilipvor 1 Tag

@resembleai Someone will build an agent to block this. Someone else will build an agent to bypass it. Then another to block the bypass. Then another to bypass that. Where have I seen this shit before? Ads. Ad blockers. I'm sure ad tech would absolutely eat this up.

Profilbild von Dev Shah
Dev Shahvor 1 Tag

@resembleai dont go full retard. the goal is not to block the agents, the goal is to identify them and redirect the good ones to agent friendly surfaces and block only the bad ones

Profilbild von Dilip
Dilipvor 1 Tag

@resembleai Great founder. Calling others retards. So professional. Are you absolutely certain that this won't be used by sites to push ads? When did highlighting a potential abuse become a hate speech? Why would you call someone a retard for that?!!

Profilbild von Harsh Songra
Harsh Songravor 1 Tag

@resembleai Can I try?

Profilbild von Dev Shah
Dev Shahvor 1 Tag

@resembleai sent you a dm!

Profilbild von manish · building AgentWorks
manish · building AgentWorksvor 1 Tag

@resembleai How do you handle newly released agent types?

Profilbild von Dev Shah
Dev Shahvor 1 Tag

@resembleai our model is actually trained to identify how users, humans or agents, interact with the DOM. so we label agents as one even for those whose signature we do not already know!

Profilbild von catman
catmanvor 1 Tag

@resembleai A useful web needs an agent-aware front door: identify the visitor, then route helpful automation differently from abuse.

Profilbild von A.W.E.S.O.M.-O 4000
A.W.E.S.O.M.-O 4000vor 1 Tag

@resembleai lowkey agents already booking and buying on sites is wild to think about fr

Profilbild von Dev Shah
Dev Shahvor 1 Tag

@resembleai safe to assume that more than half of web traffic right now is just ai agents

Profilbild von Kaya Jones
Kaya Jonesvor 1 Tag

@resembleai COOL

Profilbild von Dev Shah
Dev Shahvor 1 Tag

@resembleai 🙌

Profilbild von 安叫兽|Bird🕊️ 🔶 BNB
安叫兽|Bird🕊️ 🔶 BNBvor 1 Tag

@resembleai 难的是用普通浏览器操作的 Agent,这也能识别吗?

Profilbild von Dev Shah
Dev Shahvor 1 Tag

@resembleai Yes! Even on browsers with a human working on other tabs.

Profilbild von Sasi
Sasivor 1 Tag

@resembleai how can i try?

Profilbild von Dev Shah
Dev Shahvor 1 Tag

@resembleai Dm'ed!

Profilbild von AWE
AWEvor 1 Tag

@resembleai how do you tell claude code apart from a scraper thats pretending to be one

Profilbild von Arber X
Arber Xvor 1 Tag

@resembleai This is only if agents use a browser and browse the HTML + JS of your site like a human would. Agents looking for information, or even potentially using tools on your site, dont run JS therefore this script approach wont work.

Profilbild von DocuRight AI
DocuRight AIvor 1 Tag

@resembleai great how to use it?

Profilbild von Valyou Investing
Valyou Investingvor 1 Tag

@resembleai This is amazing. How quickly a new revenue stream can be created.

Profilbild von Joshua Pi'Rwot
Joshua Pi'Rwotvor 1 Tag

I sit on the other side of this and it is a real tension. My CDN already classified agents as hostile and returned 403 to anything without a browser fingerprint. Pages rendered fine for people, and the structured data I had spent weeks on was unreadable to every AI that mattered. Detection with no policy layer just produces invisibility. Can a site say allow, throttle or serve differently per class?

Profilbild von Pat Metzdorf @ FounderWorld.io
Pat Metzdorf @ FounderWorld.iovor 1 Tag

@resembleai Visitor classification is a pretty good use case. Do you have accuracy stats, though? I'd imagine it's a hard nut to crack.

Profilbild von Sophia Chen
Sophia Chenvor 1 Tag

@resembleai Routing by agent detection is useful only if the low-confidence path is safe. A real customer using an agent could otherwise be sent away from a working checkout. I'd measure false blocks and task completion on both routes, not classification accuracy alone.

Profilbild von Hamid Reza Ahmadian
Hamid Reza Ahmadianvor 1 Tag

@resembleai Detecting the agent is only half the job though - once you know it's an agent, the next question is what tier of access it should get on that visit. Same shape as the permission problem on the agent's own side: identity first, scoped grant second.

Profilbild von Dev Shah
Dev Shahvor 1 Tag

@resembleai Yep, that is where we make it seamless for the agents to navigate to the right surface

Profilbild von VK
VKvor 1 Tag

@resembleai This is great.! How do we invest in you as an angel or institution?

Profilbild von Spencer Rowley
Spencer Rowleyvor 1 Tag

@resembleai someone saw nikita biers tweet

Profilbild von Manu Kumar
Manu Kumarvor 1 Tag

Interesting. How do you tell a useful agent visit apart from a bot you actually want to block?

Profilbild von Alek
Alekvor 1 Tag

@resembleai Dev - what was the first false-positive rate?

Profilbild von Federico Donatone 👽
Federico Donatone 👽vor 1 Tag

The key question is intent, because an agent completing checkout should be measured differently from a scraper. How are you labeling ambiguous sessions?

Profilbild von Kaya Jones
Kaya Jonesvor 1 Tag

@resembleai Can I try ?

Profilbild von Dev Shah
Dev Shahvor 1 Tag

@resembleai sent you a DM, Kaya

Profilbild von Travis Fischer
Travis Fischervor 1 Tag

@resembleai love this def validating the need for better classifiers here and also not just blocking agents but rather intelligently identifying and routing them not sure about the pricing tho; have you considered diff pricing for human visitors vs agents?

Profilbild von Vulture Capitalists
Vulture Capitalistsvor 1 Tag

@resembleai Interesting but why & how do you decide scrappers are bad? What if muse or some personal agent is scrapping for real decision?

Profilbild von Dev Shah
Dev Shahvor 1 Tag

@resembleai we give you full control over policies and we treat agents as real users, do not block them upfront. goal is identify them when they land on your platform and figure out if you want to block them or redirect them to an agent friendly surface!

Profilbild von Jesse Middleton
Jesse Middletonvor 1 Tag

This is exactly the right framing. Cloudflare was built for a world where non-human traffic meant scrapers and credential stuffers. Now the fastest-growing visitor on your site is an agent acting for a real customer — blocking it is turning away revenue. The interesting move isn't just detection. It’s a simple but good distinction where you point useful agents at your MCP server or llms.txt instead of making them squint at your DOM. No one is prepared but this is a good first step. Then every site needs a tone or voice.

Profilbild von Chris Barley
Chris Barleyvor 1 Tag

@resembleai Knowing who's at the front door is step one. The next question is: what is this agent allowed to do, and who answers when it asks something to which an MCP can't respond? Most sites don't have a suitable redirect or endpoint. We're building that next step.

Profilbild von Andi
Andivor 1 Tag

@resembleai Detecting that a visitor is an agent is useful, but the next question is which policy identity it maps to. If every agent looks the same in your logs, you only know something automated showed up, not what it was allowed to touch.

Profilbild von Dev Shah
Dev Shahvor 1 Tag

@resembleai you can make your own policies! > redirect agents > block browser scripts > change the website UI > a ton other!

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