One Shot Agent Personalization → https://xitter.cf/t.co/jsVZxwIiWX

Los Angeles, California
Joined September 2025
Orbit will help you end your blank box problem by giving your agent all the identity context it needs developer.orbitsearch.com
As @joshelman says, End the Blank Box Problem Read this to understand the true challenges that interfere with this
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Orbit retweeted
If you’re working on agent personalization, Orbit solves the cold start problem and provides the identity context you need for your agents to win developer.orbitsearch.com
After a decade of scaling consumer apps to 250 million users, here is my prediction of who will win in this new boom of agents:
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If you’re working on agent personalization, Orbit solves the cold start problem and provides the identity context you need for your agents to win developer.orbitsearch.com
After a decade of scaling consumer apps to 250 million users, here is my prediction of who will win in this new boom of agents:
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Orbit 🤝 Monid Connect your agent to Orbit via @MonidHQ to personalize your agent experience. Your agent will learn everything about you, the people around you, and keep your identity updated in real time as you evolve.
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Webhooks and the Orbit API allow you to integrate Watchers into your own products or CRMs to get alerts the moment a new datapoint is gathered.
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What if you could monitor the online activity of everyone at a company in real-time? Today we're launching Watchers on Orbit Select an organization and turn on real-time alerts. Orbit finds and adds any new social posts, articles, and events to your timeline.
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Watchers keeps every person current and streams each new event into a live timeline. A new role, exit, launch, post, or expression of sentiment shows up dated and cited.
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Unlock everything a person has published, created, or been credited on in seconds What should we add next?
New on Orbit Access any person’s body of work instantly Credits, Research Papers, Albums & EPs, and more
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New on Orbit Access any person’s body of work instantly Credits, Research Papers, Albums & EPs, and more
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Trying to personalize a product without knowing your user is like shopping for a gift for a stranger.
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Update from Orbit HQ
Codex is down, time to enjoy the sun
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Personalization has been the north star of consumer tech for decades. Products of the past have been built around social graphs, interests, and recorded behaviors. But who we are is far deeper than that. The next era of consumer products will be truly personal experiences with the full scope of our identities at their core.
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This probably shouldn’t look this good
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Musically → TikTok is the best example Musically had location and friends TikTok took this and added interests One extra identity signal led the product from $1B to $1T
The products that win in the next era of consumer are the ones that attain more identity data points than their competitors > Agents that act with your relationships, profession, and communication style in mind > Recruiting that matches beyond resume keywords into working style and culture fit > E-commerce that recommends products based on income, values, and lifestyle > Travel that builds itineraries around your pace, budget, and interests > Dating that matches beyond surface-level preferences into beliefs, daily routine, and culture Orbit’s Identity Graph makes this possible
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The products that win in the next era of consumer are the ones that attain more identity data points than their competitors > Agents that act with your relationships, profession, and communication style in mind > Recruiting that matches beyond resume keywords into working style and culture fit > E-commerce that recommends products based on income, values, and lifestyle > Travel that builds itineraries around your pace, budget, and interests > Dating that matches beyond surface-level preferences into beliefs, daily routine, and culture Orbit’s Identity Graph makes this possible
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Identity infrastructure has never looked this good
is this the start of something wonderful and new
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a16z announced its first Growth Engineer fellows. The inaugural class is stacked with talent leading growth at some of tech’s fastest-growing companies. Some of the fellows you should know🧵👇
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