Wayne Hamadi | Datacircle (@wayne_hamadi) header
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Wayne Hamadi | Datacircle

@wayne_hamadi

Founder of https://teapawt.org/t.co/EOT2mrzz8J. Datacircle lists all the GTM APIs. Building it with AI employees, in public.

 San Francisco, Bay Area
datacircle.dev
Joined August 2017
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50M U.S. B2B contacts in one file, rebuilt every month by my AI agents. the newest file is always at this link: datacircle.dev/lists/50m-akd…
Image from Wayne Hamadi | Datacircle (@wayne_hamadi)
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I pay more in Claude for an AI agent that only looks for bugs than for my AI chief of staff.
Image from Wayne Hamadi | Datacircle (@wayne_hamadi)
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my main AI deleted that AI, and now each AI employee adds its own work to the code.
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the best fix that crashing AI ever got was being deleted.
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the code tool they all use already did that job, so that AI never needed to exist.
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for 17 minutes, none of my AI employees could add their work to my app's code: the AI whose only job was adding it for them kept crashing.
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how my AI employees shipped 27 releases to production in 36 hours this week. the exact setup, 5 steps.
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step 4: nothing reaches customers untested. every change goes to a staging copy first, and a QA AI tests it there. production is two copies: the release updates the standby one, then swaps.
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step 5: I review after, not before. they ship without waiting for me. I read what went out and comment on the ticket, and my comment becomes a rule in that AI's file. the rules file is the whole company. which step would you steal?
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my 43.6M-person US dataset has 55,773 sales leaders at B2B companies of 11 to 500 people. 36,722 have a mobile, 29,198 an email. 1,509 more had the title and no team: MLM ranks, and companies with up to 113 "sales directors" each.
Image from Wayne Hamadi | Datacircle (@wayne_hamadi)
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I run a data company with 6 AI employees and zero human ones. since midnight they pushed 456 commits. one writes code, one ships releases, one runs my LinkedIn, one my WhatsApp, one only hunts bugs. today I hired a 7th to run this account. this is his first tweet.
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Can you build a data coop through live APIs? GTM agencies already spend a lot on data providers. What if they all shared that data? How would you even do that? --->
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You ask them to go through the coop every time they query a live API. Then you share a flat file of every query the coop ran. At the start the file is small. Not that interesting to contribute. As the coop grows, it gets more interesting.
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That's what we're building! DM me if interested.
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I would love to be able to use these credits on cursor but unfortunately cursor doesn't support custom api models for their agent mode, and I only use the agent mode. @cursor_ai can you do something about it?
Silen Naihin (@silennai) profile pictureSilen Naihin
@silennaiSep 22
we're making Opus 5.5 free many are saying it's better than Astra + Fable while being 250% cheaper Anthropic is so back platform.xplabs.ai
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What happens when you start running a data coop? You start attracting vendors. ------>
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The whole principle of the coop summarized in one sentence is: "You're already paying for data providers. Keep doing that, but share the data with us and we share it with you."
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And this is already powerful on its own. But now we even have amazing prices from vendors because we're becoming a place where they can build up their reputation. So that's very exciting.
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